Awesome Open Source
Awesome Open Source

Best-of Machine Learning with Python

πŸ†Β  A ranked list of awesome machine learning Python libraries. Updated weekly.

This curated list contains 880 awesome open-source projects with a total of 3M stars grouped into 33 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!


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Contents

Explanation

  • πŸ₯‡πŸ₯ˆπŸ₯‰Β  Combined project-quality score
  • ⭐️  Star count from GitHub
  • 🐣  New project (less than 6 months old)
  • πŸ’€Β  Inactive project (6 months no activity)
  • πŸ’€Β  Dead project (12 months no activity)
  • πŸ“ˆπŸ“‰Β  Project is trending up or down
  • βž•Β  Project was recently added
  • ❗️  Warning (e.g. missing/risky license)
  • πŸ‘¨β€πŸ’»Β  Contributors count from GitHub
  • πŸ”€Β  Fork count from GitHub
  • πŸ“‹Β  Issue count from GitHub
  • ⏱️  Last update timestamp on package manager
  • πŸ“₯Β  Download count from package manager
  • πŸ“¦Β  Number of dependent projects
  • Β  Tensorflow related project
  • Β  Sklearn related project
  • Β  PyTorch related project
  • Β  MxNet related project
  • Β  Apache Spark related project
  • Β  Jupyter related project
  • Β  PaddlePaddle related project
  • Β  Pandas related project

Machine Learning Frameworks

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General-purpose machine learning and deep learning frameworks.

Tensorflow (πŸ₯‡44 Β· ⭐ 160K) - An Open Source Machine Learning Framework for Everyone. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 3.7K Β· πŸ”€ 85K Β· πŸ“¦ 150K Β· πŸ“‹ 32K - 11% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/tensorflow/tensorflow
    
  • PyPi (πŸ“₯ 10M / month Β· πŸ“¦ 23K Β· ⏱️ 13.07.2021):

     pip install tensorflow
    
  • Conda (πŸ“₯ 2.7M Β· ⏱️ 30.04.2021):

     conda install -c conda-forge tensorflow
    
  • Docker Hub (πŸ“₯ 56M Β· ⭐ 1.9K Β· ⏱️ 15.07.2021):

     docker pull tensorflow/tensorflow
    
PyTorch (πŸ₯‡41 Β· ⭐ 49K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 13K Β· πŸ“¦ 86K Β· πŸ“‹ 24K - 38% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/pytorch/pytorch
    
  • PyPi (πŸ“₯ 4.4M / month Β· πŸ“¦ 6.7K Β· ⏱️ 15.06.2021):

     pip install torch
    
  • Conda (πŸ“₯ 12M Β· ⏱️ 15.06.2021):

     conda install -c pytorch pytorch
    
scikit-learn (πŸ₯‡38 Β· ⭐ 46K) - scikit-learn: machine learning in Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 2.3K Β· πŸ”€ 22K Β· πŸ“₯ 710 Β· πŸ“¦ 240K Β· πŸ“‹ 9.4K - 25% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/scikit-learn/scikit-learn
    
  • PyPi (πŸ“₯ 27M / month Β· πŸ“¦ 38K Β· ⏱️ 28.04.2021):

     pip install scikit-learn
    
  • Conda (πŸ“₯ 8.7M Β· ⏱️ 06.07.2021):

     conda install -c conda-forge scikit-learn
    
PySpark (πŸ₯‡38 Β· ⭐ 30K) - Apache Spark Python API. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 24K Β· πŸ“¦ 600 Β· ⏱️ 15.07.2021):

     git clone https://github.com/apache/spark
    
  • PyPi (πŸ“₯ 12M / month Β· πŸ“¦ 760 Β· ⏱️ 27.05.2021):

     pip install pyspark
    
  • Conda (πŸ“₯ 1.2M Β· ⏱️ 29.05.2021):

     conda install -c conda-forge pyspark
    
XGBoost (πŸ₯‡37 Β· ⭐ 21K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 8K Β· πŸ“₯ 2.6K Β· πŸ“¦ 19K Β· πŸ“‹ 4.1K - 7% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/dmlc/xgboost
    
  • PyPi (πŸ“₯ 6.1M / month Β· πŸ“¦ 1.6K Β· ⏱️ 13.05.2021):

     pip install xgboost
    
  • Conda (πŸ“₯ 1.8M Β· ⏱️ 29.04.2021):

     conda install -c conda-forge xgboost
    
LightGBM (πŸ₯‡36 Β· ⭐ 13K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 3.3K Β· πŸ“₯ 110K Β· πŸ“¦ 7.9K Β· πŸ“‹ 2.3K - 5% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/microsoft/LightGBM
    
  • PyPi (πŸ“₯ 3.7M / month Β· πŸ“¦ 560 Β· ⏱️ 22.03.2021):

     pip install lightgbm
    
  • Conda (πŸ“₯ 650K Β· ⏱️ 20.04.2021):

     conda install -c conda-forge lightgbm
    
MXNet (πŸ₯ˆ34 Β· ⭐ 20K) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 960 Β· πŸ”€ 6.9K Β· πŸ“₯ 24K Β· πŸ“¦ 2.2K Β· πŸ“‹ 9.6K - 20% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/apache/incubator-mxnet
    
  • PyPi (πŸ“₯ 210K / month Β· πŸ“¦ 440 Β· ⏱️ 31.03.2021):

     pip install mxnet
    
  • Conda (πŸ“₯ 6.3K Β· ⏱️ 29.02.2020):

     conda install -c anaconda mxnet
    
pytorch-lightning (πŸ₯ˆ34 Β· ⭐ 15K) - The lightweight PyTorch wrapper for high-performance.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 490 Β· πŸ”€ 1.7K Β· πŸ“₯ 3.8K Β· πŸ“¦ 3.7K Β· πŸ“‹ 3.6K - 9% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/PyTorchLightning/pytorch-lightning
    
  • PyPi (πŸ“₯ 540K / month Β· πŸ“¦ 14 Β· ⏱️ 01.07.2021):

     pip install pytorch-lightning
    
  • Conda (πŸ“₯ 190K Β· ⏱️ 01.07.2021):

     conda install -c conda-forge pytorch-lightning
    
Theano (πŸ₯ˆ34 Β· ⭐ 9.4K) - Theano was a Python library that allows you to define, optimize, and.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 2.5K Β· πŸ“¦ 11K Β· πŸ“‹ 2.8K - 24% open Β· ⏱️ 13.04.2021):

     git clone https://github.com/Theano/Theano
    
  • PyPi (πŸ“₯ 240K / month Β· πŸ“¦ 5.5K Β· ⏱️ 27.07.2020):

     pip install theano
    
  • Conda (πŸ“₯ 1.6M Β· ⏱️ 05.06.2021):

     conda install -c conda-forge theano
    
PyFlink (πŸ₯ˆ33 Β· ⭐ 17K) - Apache Flink Python API. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 9.1K Β· πŸ“¦ 310 Β· ⏱️ 15.07.2021):

     git clone https://github.com/apache/flink
    
  • PyPi (πŸ“₯ 7.7K / month Β· ⏱️ 28.05.2021):

     pip install apache-flink
    
StatsModels (πŸ₯ˆ33 Β· ⭐ 6.4K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2.3K Β· πŸ“₯ 25 Β· πŸ“¦ 46K Β· πŸ“‹ 4.5K - 47% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/statsmodels/statsmodels
    
  • PyPi (πŸ“₯ 5.5M / month Β· πŸ“¦ 6.7K Β· ⏱️ 02.02.2021):

     pip install statsmodels
    
  • Conda (πŸ“₯ 4.4M Β· ⏱️ 15.02.2021):

     conda install -c conda-forge statsmodels
    
Fastai (πŸ₯ˆ32 Β· ⭐ 21K) - The fastai deep learning library. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 7K Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/fastai/fastai
    
  • PyPi (πŸ“₯ 150K / month Β· πŸ“¦ 370 Β· ⏱️ 14.07.2021):

     pip install fastai
    
Chainer (πŸ₯ˆ32 Β· ⭐ 5.6K) - A flexible framework of neural networks for deep learning. MIT
  • GitHub (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 2K - 0% open Β· ⏱️ 10.06.2021):

     git clone https://github.com/chainer/chainer
    
  • PyPi (πŸ“₯ 30K / month Β· πŸ“¦ 740 Β· ⏱️ 10.06.2021):

     pip install chainer
    
Thinc (πŸ₯ˆ32 Β· ⭐ 2.3K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 210 Β· πŸ“¦ 15K Β· πŸ“‹ 110 - 15% open Β· ⏱️ 01.07.2021):

     git clone https://github.com/explosion/thinc
    
  • PyPi (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.1K Β· ⏱️ 01.07.2021):

     pip install thinc
    
  • Conda (πŸ“₯ 1.5M Β· ⏱️ 04.07.2021):

     conda install -c conda-forge thinc
    
PaddlePaddle (πŸ₯ˆ31 Β· ⭐ 16K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 3.9K Β· πŸ“₯ 15K Β· πŸ“¦ 56 Β· πŸ“‹ 14K - 19% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/PaddlePaddle/Paddle
    
  • PyPi (πŸ“₯ 24K / month Β· πŸ“¦ 16 Β· ⏱️ 25.06.2021):

     pip install paddlepaddle
    
jax (πŸ₯ˆ31 Β· ⭐ 13K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.2K Β· πŸ“¦ 2K Β· πŸ“‹ 2.5K - 31% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/google/jax
    
  • PyPi (πŸ“₯ 630K / month Β· πŸ“¦ 46 Β· ⏱️ 09.07.2021):

     pip install jax
    
  • Conda (πŸ“₯ 160K Β· ⏱️ 18.05.2021):

     conda install -c conda-forge jaxlib
    
Keras (πŸ₯ˆ30 Β· ⭐ 52K) - Deep Learning for humans. MIT
  • GitHub (πŸ‘¨β€πŸ’» 940 Β· πŸ”€ 19K Β· πŸ“‹ 11K - 4% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/keras-team/keras
    
  • PyPi (πŸ“₯ 3.4M / month Β· ⏱️ 08.07.2021):

     pip install keras
    
  • Conda (πŸ“₯ 1.7M Β· ⏱️ 19.04.2021):

     conda install -c conda-forge keras
    
Sonnet (πŸ₯ˆ30 Β· ⭐ 8.9K) - TensorFlow-based neural network library. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 1.3K Β· πŸ“¦ 620 Β· πŸ“‹ 160 - 11% open Β· ⏱️ 18.06.2021):

     git clone https://github.com/deepmind/sonnet
    
  • PyPi (πŸ“₯ 530K / month Β· πŸ“¦ 82 Β· ⏱️ 27.03.2020):

     pip install dm-sonnet
    
  • Conda (πŸ“₯ 10K Β· ⏱️ 14.11.2020):

     conda install -c conda-forge sonnet
    
Vowpal Wabbit (πŸ₯ˆ30 Β· ⭐ 7.6K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 150 Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/VowpalWabbit/vowpal_wabbit
    
  • PyPi (πŸ“₯ 23K / month Β· πŸ“¦ 16 Β· ⏱️ 14.07.2021):

     pip install vowpalwabbit
    
Catboost (πŸ₯ˆ30 Β· ⭐ 6K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 830 Β· πŸ”€ 900 Β· πŸ“₯ 60K Β· πŸ“‹ 1.5K - 20% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/catboost/catboost
    
  • PyPi (πŸ“₯ 2M / month Β· πŸ“¦ 160 Β· ⏱️ 03.06.2021):

     pip install catboost
    
  • Conda (πŸ“₯ 750K Β· ⏱️ 04.06.2021):

     conda install -c conda-forge catboost
    
Ignite (πŸ₯ˆ30 Β· ⭐ 3.6K) - High-level library to help with training and evaluating neural.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 980 Β· πŸ“‹ 880 - 14% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/pytorch/ignite
    
  • PyPi (πŸ“₯ 61K / month Β· πŸ“¦ 62 Β· ⏱️ 15.07.2021):

     pip install pytorch-ignite
    
  • Conda (πŸ“₯ 63K Β· ⏱️ 24.06.2021):

     conda install -c pytorch ignite
    
TFlearn (πŸ₯‰29 Β· ⭐ 9.6K Β· πŸ’€) - Deep learning library featuring a higher-level API for TensorFlow. MIT
  • GitHub (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 2.4K Β· πŸ“¦ 3.4K Β· πŸ“‹ 920 - 60% open Β· ⏱️ 30.11.2020):

     git clone https://github.com/tflearn/tflearn
    
  • PyPi (πŸ“₯ 27K / month Β· πŸ“¦ 960 Β· ⏱️ 11.11.2020):

     pip install tflearn
    
tensorpack (πŸ₯‰29 Β· ⭐ 6K) - A Neural Net Training Interface on TensorFlow, with focus on.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 1.8K Β· πŸ“₯ 120 Β· πŸ“¦ 820 Β· πŸ“‹ 1.3K - 0% open Β· ⏱️ 16.06.2021):

     git clone https://github.com/tensorpack/tensorpack
    
  • PyPi (πŸ“₯ 19K / month Β· πŸ“¦ 76 Β· ⏱️ 22.01.2021):

     pip install tensorpack
    
Jina (πŸ₯‰28 Β· ⭐ 7.6K) - Cloud-native neural search framework for kind of data. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1K Β· πŸ“¦ 110 Β· πŸ“‹ 900 - 6% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/jina-ai/jina
    
  • PyPi (πŸ“₯ 30K / month Β· ⏱️ 15.07.2021):

     pip install jina
    
  • Docker Hub (πŸ“₯ 740K Β· ⭐ 4 Β· ⏱️ 15.07.2021):

     docker pull jinaai/jina
    
dyNET (πŸ₯‰28 Β· ⭐ 3.2K) - DyNet: The Dynamic Neural Network Toolkit. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 700 Β· πŸ“₯ 3.3K Β· πŸ“¦ 180 Β· πŸ“‹ 920 - 28% open Β· ⏱️ 27.01.2021):

     git clone https://github.com/clab/dynet
    
  • PyPi (πŸ“₯ 18K / month Β· πŸ“¦ 38 Β· ⏱️ 21.10.2020):

     pip install dyNET
    
skorch (πŸ₯‰27 Β· ⭐ 4K) - A scikit-learn compatible neural network library that wraps.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 280 Β· πŸ“¦ 350 Β· πŸ“‹ 390 - 10% open Β· ⏱️ 11.07.2021):

     git clone https://github.com/skorch-dev/skorch
    
  • PyPi (πŸ“₯ 14K / month Β· πŸ“¦ 26 Β· ⏱️ 23.03.2021):

     pip install skorch
    
  • Conda (πŸ“₯ 300K Β· ⏱️ 24.03.2021):

     conda install -c conda-forge skorch
    
Flax (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ“‰) - Flax is a neural network library for JAX that is designed for.. Apache-2 jax
  • GitHub (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 230 Β· πŸ“₯ 25 Β· πŸ“¦ 280 Β· πŸ“‹ 380 - 41% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/google/flax
    
  • PyPi (πŸ“₯ 490K / month Β· πŸ“¦ 6 Β· ⏱️ 18.05.2021):

     pip install flax
    
Turi Create (πŸ₯‰26 Β· ⭐ 10K) - Turi Create simplifies the development of custom machine learning.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 1.1K Β· πŸ“₯ 4.7K Β· πŸ“¦ 250 Β· πŸ“‹ 1.8K - 27% open Β· ⏱️ 14.06.2021):

     git clone https://github.com/apple/turicreate
    
  • PyPi (πŸ“₯ 28K / month Β· πŸ“¦ 34 Β· ⏱️ 30.09.2020):

     pip install turicreate
    
ktrain (πŸ₯‰26 Β· ⭐ 860) - ktrain is a Python library that makes deep learning and AI more.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 210 Β· πŸ“¦ 190 Β· πŸ“‹ 350 - 1% open Β· ⏱️ 23.06.2021):

     git clone https://github.com/amaiya/ktrain
    
  • PyPi (πŸ“₯ 24K / month Β· πŸ“¦ 2 Β· ⏱️ 23.06.2021):

     pip install ktrain
    
Ludwig (πŸ₯‰25 Β· ⭐ 7.8K) - Ludwig is a toolbox that allows to train and evaluate deep.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 920 Β· πŸ“¦ 92 Β· πŸ“‹ 560 - 21% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/ludwig-ai/ludwig
    
  • PyPi (πŸ“₯ 2.6K / month Β· πŸ“¦ 12 Β· ⏱️ 15.06.2021):

     pip install ludwig
    
mlpack (πŸ₯‰25 Β· ⭐ 3.7K) - mlpack: a scalable C++ machine learning library --. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.4K - 10% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/mlpack/mlpack
    
  • PyPi (πŸ“₯ 980 / month Β· ⏱️ 28.10.2020):

     pip install mlpack
    
  • Conda (πŸ“₯ 82K Β· ⏱️ 07.07.2021):

     conda install -c conda-forge mlpack
    
Neural Network Libraries (πŸ₯‰25 Β· ⭐ 2.5K) - Neural Network Libraries. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 300 Β· πŸ“₯ 530 Β· πŸ“‹ 64 - 45% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/sony/nnabla
    
  • PyPi (πŸ“₯ 4.4K / month Β· πŸ“¦ 34 Β· ⏱️ 26.06.2021):

     pip install nnabla
    
tensorflow-upstream (πŸ₯‰25 Β· ⭐ 560) - TensorFlow ROCm port. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 3.7K Β· πŸ”€ 64 Β· πŸ“₯ 17 Β· πŸ“‹ 300 - 18% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
    
  • PyPi (πŸ“₯ 1.6K / month Β· ⏱️ 21.05.2021):

     pip install tensorflow-rocm
    
einops (πŸ₯‰24 Β· ⭐ 3.3K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 120 Β· πŸ“¦ 780 Β· πŸ“‹ 74 - 35% open Β· ⏱️ 04.06.2021):

     git clone https://github.com/arogozhnikov/einops
    
  • PyPi (πŸ“₯ 200K / month Β· πŸ“¦ 10 Β· ⏱️ 08.09.2020):

     pip install einops
    
  • Conda (πŸ“₯ 5.7K Β· ⏱️ 15.10.2020):

     conda install -c conda-forge einops
    
fklearn (πŸ₯‰23 Β· ⭐ 1.3K) - fklearn: Functional Machine Learning. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“¦ 10 Β· πŸ“‹ 39 - 48% open Β· ⏱️ 28.04.2021):

     git clone https://github.com/nubank/fklearn
    
  • PyPi (πŸ“₯ 9.2K / month Β· ⏱️ 09.02.2021):

     pip install fklearn
    
SHOGUN (πŸ₯‰22 Β· ⭐ 2.8K Β· πŸ’€) - Unified and efficient Machine Learning. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“‹ 1.5K - 29% open Β· ⏱️ 08.12.2020):

     git clone https://github.com/shogun-toolbox/shogun
    
  • Conda (πŸ“₯ 100K Β· ⏱️ 25.06.2018):

     conda install -c conda-forge shogun
    
  • Docker Hub (πŸ“₯ 1.5K Β· ⭐ 1 Β· ⏱️ 31.01.2019):

     docker pull shogun/shogun
    
mace (πŸ₯‰21 Β· ⭐ 4.4K) - MACE is a deep learning inference framework optimized for mobile.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 770 Β· πŸ“₯ 1.4K Β· πŸ“‹ 650 - 6% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/XiaoMi/mace
    
Objax (πŸ₯‰20 Β· ⭐ 620) - Objax is a machine learning framework that provides an Object.. Apache-2 jax
  • GitHub (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 50 Β· πŸ“¦ 13 Β· πŸ“‹ 94 - 42% open Β· ⏱️ 21.04.2021):

     git clone https://github.com/google/objax
    
  • PyPi (πŸ“₯ 760 / month Β· ⏱️ 01.04.2021):

     pip install objax
    
Neural Tangents (πŸ₯‰19 Β· ⭐ 1.5K) - Fast and Easy Infinite Neural Networks in Python. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 160 Β· πŸ“₯ 130 Β· πŸ“¦ 20 Β· πŸ“‹ 88 - 31% open Β· ⏱️ 29.06.2021):

     git clone https://github.com/google/neural-tangents
    
  • PyPi (πŸ“₯ 410 / month Β· ⏱️ 25.01.2021):

     pip install neural-tangents
    
ThunderSVM (πŸ₯‰19 Β· ⭐ 1.3K) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 170 Β· πŸ“₯ 2.2K Β· πŸ“‹ 200 - 25% open Β· ⏱️ 10.02.2021):

     git clone https://github.com/Xtra-Computing/thundersvm
    
  • PyPi (πŸ“₯ 640 / month Β· ⏱️ 13.03.2020):

     pip install thundersvm
    
Haiku (πŸ₯‰19 Β· ⭐ 1.2K) - JAX-based neural network library. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 86 Β· πŸ“¦ 120 Β· πŸ“‹ 96 - 23% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/deepmind/dm-haiku
    
Torchbearer (πŸ₯‰19 Β· ⭐ 600) - torchbearer: A model fitting library for PyTorch. MIT
  • GitHub (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 66 Β· πŸ“¦ 51 Β· πŸ“‹ 240 - 3% open Β· ⏱️ 26.03.2021):

     git clone https://github.com/pytorchbearer/torchbearer
    
  • PyPi (πŸ“₯ 990 / month Β· πŸ“¦ 6 Β· ⏱️ 31.01.2020):

     pip install torchbearer
    
NeoML (πŸ₯‰16 Β· ⭐ 630) - Machine learning framework for both deep learning and traditional.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 86 Β· πŸ“‹ 51 - 60% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/neoml-lib/neoml
    
ThunderGBM (πŸ₯‰15 Β· ⭐ 600) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 78 Β· πŸ“‹ 50 - 44% open Β· ⏱️ 05.01.2021):

     git clone https://github.com/Xtra-Computing/thundergbm
    
  • PyPi (πŸ“₯ 110 / month Β· ⏱️ 01.05.2020):

     pip install thundergbm
    
Show 11 hidden projects...
  • dlib (πŸ₯ˆ32 Β· ⭐ 10K) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
  • CNTK (πŸ₯‰26 Β· ⭐ 17K Β· πŸ’€) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT
  • NuPIC (πŸ₯‰24 Β· ⭐ 6.3K Β· πŸ’€) - Numenta Platform for Intelligent Computing is an implementation.. ❗️AGPL-3.0
  • Lasagne (πŸ₯‰24 Β· ⭐ 3.8K Β· πŸ’€) - Lightweight library to build and train neural networks in Theano. MIT
  • xLearn (πŸ₯‰24 Β· ⭐ 2.9K Β· πŸ’€) - High performance, easy-to-use, and scalable machine learning (ML).. Apache-2
  • neon (πŸ₯‰23 Β· ⭐ 3.9K Β· πŸ’€) - Intel Nervana reference deep learning framework committed to best.. Apache-2
  • NeuPy (πŸ₯‰23 Β· ⭐ 690 Β· πŸ’€) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT
  • MindsDB (πŸ₯‰20 Β· ⭐ 3.8K) - Predictive AI layer for existing databases. ❗️GPL-3.0
  • chefboost (πŸ₯‰20 Β· ⭐ 260) - A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT
  • elegy (πŸ₯‰17 Β· ⭐ 230) - Elegy is a framework-agnostic Trainer interface for the Jax.. Apache-2 jax
  • StarSpace (πŸ₯‰13 Β· ⭐ 3.6K Β· πŸ’€) - Learning embeddings for classification, retrieval and ranking. MIT

Data Visualization

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General-purpose and task-specific data visualization libraries.

Matplotlib (πŸ₯‡42 Β· ⭐ 14K) - matplotlib: plotting with Python. Python-2.0
  • GitHub (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 5.8K Β· πŸ“¦ 400K Β· πŸ“‹ 8K - 20% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/matplotlib/matplotlib
    
  • PyPi (πŸ“₯ 27M / month Β· πŸ“¦ 79K Β· ⏱️ 08.05.2021):

     pip install matplotlib
    
  • Conda (πŸ“₯ 9.3M Β· ⏱️ 10.05.2021):

     conda install -c conda-forge matplotlib
    
Seaborn (πŸ₯‡37 Β· ⭐ 8.6K) - Statistical data visualization in Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“₯ 180 Β· πŸ“¦ 110K Β· πŸ“‹ 1.9K - 4% open Β· ⏱️ 18.06.2021):

     git clone https://github.com/mwaskom/seaborn
    
  • PyPi (πŸ“₯ 9.5M / month Β· πŸ“¦ 13K Β· ⏱️ 20.12.2020):

     pip install seaborn
    
  • Conda (πŸ“₯ 2.5M Β· ⏱️ 28.01.2021):

     conda install -c conda-forge seaborn
    
Plotly (πŸ₯‡36 Β· ⭐ 9.8K) - The interactive graphing library for Python (includes Plotly Express). MIT
  • GitHub (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.8K Β· πŸ“¦ 5 Β· πŸ“‹ 2K - 45% open Β· ⏱️ 28.06.2021):

     git clone https://github.com/plotly/plotly.py
    
  • PyPi (πŸ“₯ 5.7M / month Β· πŸ“¦ 5K Β· ⏱️ 28.06.2021):

     pip install plotly
    
  • Conda (πŸ“₯ 1.6M Β· ⏱️ 28.06.2021):

     conda install -c conda-forge plotly
    
  • NPM (πŸ“₯ 45K / month Β· πŸ“¦ 4 Β· ⏱️ 12.01.2021):

     npm install plotlywidget
    
Bokeh (πŸ₯‡33 Β· ⭐ 15K) - Interactive Data Visualization in the browser, from Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 3.7K Β· πŸ“¦ 36K Β· πŸ“‹ 6.6K - 10% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/bokeh/bokeh
    
  • PyPi (πŸ“₯ 1.9M / month Β· πŸ“¦ 5.9K Β· ⏱️ 07.07.2021):

     pip install bokeh
    
  • Conda (πŸ“₯ 4.9M Β· ⏱️ 08.07.2021):

     conda install -c conda-forge bokeh
    
dash (πŸ₯‡33 Β· ⭐ 15K) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript Required. MIT
  • GitHub (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 1.5K Β· πŸ“¦ 140 Β· πŸ“‹ 1K - 43% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/plotly/dash
    
  • PyPi (πŸ“₯ 560K / month Β· πŸ“¦ 1.6K Β· ⏱️ 13.07.2021):

     pip install dash
    
  • Conda (πŸ“₯ 270K Β· ⏱️ 10.04.2021):

     conda install -c conda-forge dash
    
pandas-profiling (πŸ₯ˆ32 Β· ⭐ 7.6K) - Create HTML profiling reports from pandas DataFrame.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 1.1K Β· πŸ“¦ 4.6K Β· πŸ“‹ 470 - 15% open Β· ⏱️ 27.06.2021):

     git clone https://github.com/pandas-profiling/pandas-profiling
    
  • PyPi (πŸ“₯ 480K / month Β· πŸ“¦ 160 Β· ⏱️ 11.05.2021):

     pip install pandas-profiling
    
  • Conda (πŸ“₯ 140K Β· ⏱️ 12.05.2021):

     conda install -c conda-forge pandas-profiling
    
wordcloud (πŸ₯ˆ31 Β· ⭐ 8.2K) - A little word cloud generator in Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 2.1K Β· πŸ“¦ 12K Β· πŸ“‹ 450 - 22% open Β· ⏱️ 01.03.2021):

     git clone https://github.com/amueller/word_cloud
    
  • PyPi (πŸ“₯ 480K / month Β· πŸ“¦ 1.1K Β· ⏱️ 11.11.2020):

     pip install wordcloud
    
  • Conda (πŸ“₯ 230K Β· ⏱️ 14.01.2021):

     conda install -c conda-forge wordcloud
    
Altair (πŸ₯ˆ31 Β· ⭐ 6.8K) - Declarative statistical visualization library for Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 610 Β· πŸ“¦ 13K Β· πŸ“‹ 1.6K - 15% open Β· ⏱️ 04.04.2021):

     git clone https://github.com/altair-viz/altair
    
  • PyPi (πŸ“₯ 1.8M / month Β· πŸ“¦ 370 Β· ⏱️ 01.04.2020):

     pip install altair
    
  • Conda (πŸ“₯ 800K Β· ⏱️ 01.04.2020):

     conda install -c conda-forge altair
    
UMAP (πŸ₯ˆ31 Β· ⭐ 4.8K) - Uniform Manifold Approximation and Projection. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 540 Β· πŸ“¦ 3.3K Β· πŸ“‹ 520 - 49% open Β· ⏱️ 02.07.2021):

     git clone https://github.com/lmcinnes/umap
    
  • PyPi (πŸ“₯ 550K / month Β· πŸ“¦ 230 Β· ⏱️ 08.02.2021):

     pip install umap-learn
    
pyecharts (πŸ₯ˆ30 Β· ⭐ 11K) - Python Echarts Plotting Library. MIT
  • GitHub (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 2.5K Β· πŸ“¦ 1.7K Β· πŸ“‹ 1.5K - 1% open Β· ⏱️ 07.05.2021):

     git clone https://github.com/pyecharts/pyecharts
    
  • PyPi (πŸ“₯ 56K / month Β· πŸ“¦ 280 Β· ⏱️ 29.10.2020):

     pip install pyecharts
    
PyQtGraph (πŸ₯ˆ30 Β· ⭐ 2.5K) - Fast data visualization and GUI tools for scientific / engineering.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 830 Β· πŸ“‹ 880 - 31% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/pyqtgraph/pyqtgraph
    
  • PyPi (πŸ“₯ 79K / month Β· πŸ“¦ 890 Β· ⏱️ 08.07.2021):

     pip install pyqtgraph
    
  • Conda (πŸ“₯ 190K Β· ⏱️ 08.07.2021):

     conda install -c conda-forge pyqtgraph
    
missingno (πŸ₯ˆ29 Β· ⭐ 2.8K) - Missing data visualization module for Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 370 Β· πŸ“¦ 4.3K Β· πŸ“‹ 110 - 8% open Β· ⏱️ 04.07.2021):

     git clone https://github.com/ResidentMario/missingno
    
  • PyPi (πŸ“₯ 420K / month Β· πŸ“¦ 150 Β· ⏱️ 04.07.2021):

     pip install missingno
    
  • Conda (πŸ“₯ 110K Β· ⏱️ 15.02.2020):

     conda install -c conda-forge missingno
    
HoloViews (πŸ₯ˆ29 Β· ⭐ 1.9K) - With Holoviews, your data visualizes itself. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 320 Β· πŸ“‹ 2.6K - 28% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/holoviz/holoviews
    
  • PyPi (πŸ“₯ 130K / month Β· πŸ“¦ 170 Β· ⏱️ 22.05.2021):

     pip install holoviews
    
  • Conda (πŸ“₯ 530K Β· ⏱️ 23.05.2021):

     conda install -c conda-forge holoviews
    
  • NPM (πŸ“₯ 5K / month Β· ⏱️ 24.05.2020):

     npm install @pyviz/jupyterlab_pyviz
    
Graphviz (πŸ₯ˆ29 Β· ⭐ 1K) - Simple Python interface for Graphviz. MIT
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 150 Β· πŸ“¦ 22K Β· πŸ“‹ 110 - 7% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/xflr6/graphviz
    
  • PyPi (πŸ“₯ 5.5M / month Β· πŸ“¦ 4.4K Β· ⏱️ 14.07.2021):

     pip install graphviz
    
bqplot (πŸ₯ˆ28 Β· ⭐ 3.1K) - Plotting library for IPython/Jupyter notebooks. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 410 Β· πŸ“¦ 26 Β· πŸ“‹ 540 - 35% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/bqplot/bqplot
    
  • PyPi (πŸ“₯ 64K / month Β· πŸ“¦ 110 Β· ⏱️ 08.06.2021):

     pip install bqplot
    
  • Conda (πŸ“₯ 680K Β· ⏱️ 08.06.2021):

     conda install -c conda-forge bqplot
    
  • NPM (πŸ“₯ 12K / month Β· πŸ“¦ 10 Β· ⏱️ 08.06.2021):

     npm install bqplot
    
datashader (πŸ₯ˆ28 Β· ⭐ 2.5K) - Quickly and accurately render even the largest data. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“¦ 750 Β· πŸ“‹ 470 - 25% open Β· ⏱️ 05.06.2021):

     git clone https://github.com/holoviz/datashader
    
  • PyPi (πŸ“₯ 40K / month Β· πŸ“¦ 70 Β· ⏱️ 09.06.2021):

     pip install datashader
    
  • Conda (πŸ“₯ 200K Β· ⏱️ 10.06.2021):

     conda install -c conda-forge datashader
    
Cufflinks (πŸ₯ˆ28 Β· ⭐ 2.2K) - Productivity Tools for Plotly + Pandas. MIT
  • GitHub (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 540 Β· πŸ“¦ 3.8K Β· πŸ“‹ 200 - 39% open Β· ⏱️ 25.02.2021):

     git clone https://github.com/santosjorge/cufflinks
    
  • PyPi (πŸ“₯ 150K / month Β· πŸ“¦ 230 Β· ⏱️ 01.03.2020):

     pip install cufflinks
    
data-validation (πŸ₯ˆ28 Β· ⭐ 560) - Library for exploring and validating machine learning.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 100 Β· πŸ“₯ 260 Β· πŸ“¦ 310 Β· πŸ“‹ 130 - 28% open Β· ⏱️ 30.06.2021):

     git clone https://github.com/tensorflow/data-validation
    
  • PyPi (πŸ“₯ 5.7M / month Β· πŸ“¦ 18 Β· ⏱️ 22.06.2021):

     pip install tensorflow-data-validation
    
Perspective (πŸ₯ˆ27 Β· ⭐ 3.4K) - Streaming pivot visualization via WebAssembly. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 380 Β· πŸ“¦ 200 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/finos/perspective
    
  • PyPi (πŸ“₯ 2.4K / month Β· πŸ“¦ 8 Β· ⏱️ 08.07.2021):

     pip install perspective-python
    
  • NPM (πŸ“₯ 2K / month Β· ⏱️ 08.07.2021):

     npm install @finos/perspective-jupyterlab
    
PyVista (πŸ₯ˆ27 Β· ⭐ 860) - 3D plotting and mesh analysis through a streamlined interface for the.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 170 Β· πŸ“₯ 140 Β· πŸ“¦ 390 Β· πŸ“‹ 530 - 27% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/pyvista/pyvista
    
  • PyPi (πŸ“₯ 27K / month Β· πŸ“¦ 26 Β· ⏱️ 23.06.2021):

     pip install pyvista
    
  • Conda (πŸ“₯ 97K Β· ⏱️ 24.06.2021):

     conda install -c conda-forge pyvista
    
Facets Overview (πŸ₯‰26 Β· ⭐ 6.6K) - Visualizations for machine learning datasets. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 830 Β· πŸ“¦ 58 Β· πŸ“‹ 150 - 50% open Β· ⏱️ 06.05.2021):

     git clone https://github.com/pair-code/facets
    
  • PyPi (πŸ“₯ 67K / month Β· πŸ“¦ 6 Β· ⏱️ 24.07.2019):

     pip install facets-overview
    
VisPy (πŸ₯‰26 Β· ⭐ 2.7K) - High-performance interactive 2D/3D data visualization library. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 560 Β· πŸ“¦ 540 Β· πŸ“‹ 1.2K - 27% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/vispy/vispy
    
  • PyPi (πŸ“₯ 31K / month Β· πŸ“¦ 120 Β· ⏱️ 13.07.2021):

     pip install vispy
    
  • Conda (πŸ“₯ 160K Β· ⏱️ 13.07.2021):

     conda install -c conda-forge vispy
    
  • NPM (πŸ“₯ 53 / month Β· ⏱️ 15.03.2020):

     npm install vispy
    
HyperTools (πŸ₯‰26 Β· ⭐ 1.7K) - A Python toolbox for gaining geometric insights into high-dimensional.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 150 Β· πŸ“₯ 2 Β· πŸ“¦ 130 Β· πŸ“‹ 190 - 35% open Β· ⏱️ 15.06.2021):

     git clone https://github.com/ContextLab/hypertools
    
  • PyPi (πŸ“₯ 6.1K / month Β· πŸ“¦ 9 Β· ⏱️ 15.06.2021):

     pip install hypertools
    
D-Tale (πŸ₯‰25 Β· ⭐ 2.5K) - Visualizer for pandas data structures. ❗️LGPL-2.1
  • GitHub (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 200 Β· πŸ“¦ 200 Β· πŸ“‹ 380 - 7% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/man-group/dtale
    
  • PyPi (πŸ“₯ 11K / month Β· ⏱️ 10.07.2021):

     pip install dtale
    
  • Conda (πŸ“₯ 68K Β· ⏱️ 10.07.2021):

     conda install -c conda-forge dtale
    
pythreejs (πŸ₯‰25 Β· ⭐ 740) - A Jupyter - Three.js bridge. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 160 Β· πŸ“¦ 17 Β· πŸ“‹ 200 - 30% open Β· ⏱️ 26.02.2021):

     git clone https://github.com/jupyter-widgets/pythreejs
    
  • PyPi (πŸ“₯ 36K / month Β· πŸ“¦ 26 Β· ⏱️ 26.02.2021):

     pip install pythreejs
    
  • Conda (πŸ“₯ 320K Β· ⏱️ 02.03.2021):

     conda install -c conda-forge pythreejs
    
  • NPM (πŸ“₯ 7K / month Β· πŸ“¦ 8 Β· ⏱️ 26.02.2021):

     npm install jupyter-threejs
    
PDPbox (πŸ₯‰25 Β· ⭐ 580) - python partial dependence plot toolbox. MIT
  • GitHub (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 89 Β· πŸ“¦ 400 Β· πŸ“‹ 57 - 33% open Β· ⏱️ 14.03.2021):

     git clone https://github.com/SauceCat/PDPbox
    
  • PyPi (πŸ“₯ 66K / month Β· πŸ“¦ 34 Β· ⏱️ 14.03.2021):

     pip install pdpbox
    
  • Conda (πŸ“₯ 8.2K Β· ⏱️ 14.03.2021):

     conda install -c conda-forge pdpbox
    
hvPlot (πŸ₯‰25 Β· ⭐ 410) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 56 Β· πŸ“¦ 660 Β· πŸ“‹ 370 - 32% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/holoviz/hvplot
    
  • PyPi (πŸ“₯ 35K / month Β· πŸ“¦ 30 Β· ⏱️ 12.07.2021):

     pip install hvplot
    
  • Conda (πŸ“₯ 100K Β· ⏱️ 23.05.2021):

     conda install -c conda-forge hvplot
    
openTSNE (πŸ₯‰24 Β· ⭐ 860) - Extensible, parallel implementations of t-SNE. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 88 Β· πŸ“¦ 230 Β· πŸ“‹ 94 - 8% open Β· ⏱️ 06.06.2021):

     git clone https://github.com/pavlin-policar/openTSNE
    
  • PyPi (πŸ“₯ 31K / month Β· πŸ“¦ 4 Β· ⏱️ 25.04.2021):

     pip install opentsne
    
  • Conda (πŸ“₯ 110K Β· ⏱️ 28.05.2021):

     conda install -c conda-forge opentsne
    
python-ternary (πŸ₯‰24 Β· ⭐ 440) - Ternary plotting library for python with matplotlib. MIT
  • GitHub (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 110 Β· πŸ“₯ 17 Β· πŸ“¦ 66 Β· πŸ“‹ 110 - 21% open Β· ⏱️ 13.06.2021):

     git clone https://github.com/marcharper/python-ternary
    
  • PyPi (πŸ“₯ 7.4K / month Β· πŸ“¦ 20 Β· ⏱️ 17.02.2021):

     pip install python-ternary
    
  • Conda (πŸ“₯ 56K Β· ⏱️ 17.02.2021):

     conda install -c conda-forge python-ternary
    
Chartify (πŸ₯‰23 Β· ⭐ 2.9K) - Python library that makes it easy for data scientists to create.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 260 Β· πŸ“¦ 55 Β· πŸ“‹ 70 - 57% open Β· ⏱️ 05.02.2021):

     git clone https://github.com/spotify/chartify
    
  • PyPi (πŸ“₯ 1.6K / month Β· πŸ“¦ 5 Β· ⏱️ 02.11.2020):

     pip install chartify
    
  • Conda (πŸ“₯ 15K Β· ⏱️ 07.11.2020):

     conda install -c conda-forge chartify
    
PandasGUI (πŸ₯‰23 Β· ⭐ 2.3K) - A GUI for Pandas DataFrames. MIT
  • GitHub (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 130 Β· πŸ“¦ 83 Β· πŸ“‹ 120 - 17% open Β· ⏱️ 10.07.2021):

     git clone https://github.com/adamerose/pandasgui
    
  • PyPi (πŸ“₯ 6.1K / month Β· πŸ“¦ 2 Β· ⏱️ 26.06.2021):

     pip install pandasgui
    
Multicore-TSNE (πŸ₯‰23 Β· ⭐ 1.6K Β· πŸ’€) - Parallel t-SNE implementation with Python and Torch.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 200 Β· πŸ“¦ 240 Β· πŸ“‹ 57 - 64% open Β· ⏱️ 19.08.2020):

     git clone https://github.com/DmitryUlyanov/Multicore-TSNE
    
  • PyPi (πŸ“₯ 5.2K / month Β· πŸ“¦ 28 Β· ⏱️ 09.01.2019):

     pip install MulticoreTSNE
    
  • Conda (πŸ“₯ 8.8K Β· ⏱️ 23.04.2021):

     conda install -c conda-forge multicore-tsne
    
Pandas-Bokeh (πŸ₯‰23 Β· ⭐ 700) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT
  • GitHub (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 84 Β· πŸ“¦ 200 Β· πŸ“‹ 84 - 26% open Β· ⏱️ 10.05.2021):

     git clone https://github.com/PatrikHlobil/Pandas-Bokeh
    
  • PyPi (πŸ“₯ 7.1K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2021):

     pip install pandas-bokeh
    
vega (πŸ₯‰23 Β· ⭐ 310) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 45 Β· πŸ“‹ 90 - 11% open Β· ⏱️ 02.07.2021):

     git clone https://github.com/vega/ipyvega
    
  • PyPi (πŸ“₯ 26K / month Β· πŸ“¦ 150 Β· ⏱️ 03.06.2021):

     pip install vega
    
  • Conda (πŸ“₯ 440K Β· ⏱️ 03.06.2021):

     conda install -c conda-forge vega
    
lets-plot (πŸ₯‰22 Β· ⭐ 640) - An open-source plotting library for statistical data. MIT
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 22 Β· πŸ“₯ 84 Β· πŸ“¦ 11 Β· πŸ“‹ 180 - 39% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/JetBrains/lets-plot
    
  • PyPi (πŸ“₯ 5.3K / month Β· ⏱️ 09.06.2021):

     pip install lets-plot
    
Sweetviz (πŸ₯‰21 Β· ⭐ 1.7K) - Visualize and compare datasets, target values and associations, with one.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 170 Β· πŸ“‹ 84 - 27% open Β· ⏱️ 08.07.2021):

     git clone https://github.com/fbdesignpro/sweetviz
    
  • PyPi (πŸ“₯ 27K / month Β· ⏱️ 08.07.2021):

     pip install sweetviz
    
FiftyOne (πŸ₯‰21 Β· ⭐ 460) - Visualize, create, and debug image and video datasets.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 42 Β· πŸ“¦ 8 Β· πŸ“‹ 450 - 32% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/voxel51/fiftyone
    
  • PyPi (πŸ“₯ 6.4K / month Β· ⏱️ 29.06.2021):

     pip install fiftyone
    
AutoViz (πŸ₯‰21 Β· ⭐ 390) - Automatically Visualize any dataset, any size with a single line of.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 72 Β· πŸ“¦ 69 Β· πŸ“‹ 28 - 10% open Β· ⏱️ 01.07.2021):

     git clone https://github.com/AutoViML/AutoViz
    
  • PyPi (πŸ“₯ 3.7K / month Β· ⏱️ 01.07.2021):

     pip install autoviz
    
joypy (πŸ₯‰21 Β· ⭐ 340) - Joyplots in Python with matplotlib & pandas. MIT
  • GitHub (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 36 Β· πŸ“¦ 87 Β· πŸ“‹ 42 - 14% open Β· ⏱️ 13.06.2021):

     git clone https://github.com/leotac/joypy
    
  • PyPi (πŸ“₯ 24K / month Β· πŸ“¦ 6 Β· ⏱️ 28.12.2020):

     pip install joypy
    
  • Conda (πŸ“₯ 10K Β· ⏱️ 28.12.2020):

     conda install -c conda-forge joypy
    
HiPlot (πŸ₯‰20 Β· ⭐ 2.1K) - HiPlot makes understanding high dimensional data easy. MIT
  • GitHub (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 98 Β· πŸ“¦ 2 Β· πŸ“‹ 67 - 14% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/facebookresearch/hiplot
    
  • PyPi (πŸ“₯ 8.2K / month Β· ⏱️ 12.07.2021):

     pip install hiplot
    
  • Conda (πŸ“₯ 58K Β· ⏱️ 12.07.2021):

     conda install -c conda-forge hiplot
    
PyWaffle (πŸ₯‰20 Β· ⭐ 440 Β· πŸ’€) - Make Waffle Charts in Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 70 Β· πŸ“¦ 77 Β· πŸ“‹ 12 - 16% open Β· ⏱️ 26.07.2020):

     git clone https://github.com/gyli/PyWaffle
    
  • PyPi (πŸ“₯ 1.9K / month Β· ⏱️ 26.07.2020):

     pip install pywaffle
    
animatplot (πŸ₯‰18 Β· ⭐ 380 Β· πŸ’€) - A python package for animating plots build on matplotlib. MIT
  • GitHub (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 33 Β· πŸ“¦ 22 Β· πŸ“‹ 33 - 51% open Β· ⏱️ 05.10.2020):

     git clone https://github.com/t-makaro/animatplot
    
  • PyPi (πŸ“₯ 410 / month Β· πŸ“¦ 2 Β· ⏱️ 05.10.2020):

     pip install animatplot
    
  • Conda (πŸ“₯ 6.1K Β· ⏱️ 06.10.2020):

     conda install -c conda-forge animatplot
    
Show 8 hidden projects...
  • plotnine (πŸ₯ˆ28 Β· ⭐ 2.7K) - A grammar of graphics for Python. ❗️GPL-2.0
  • cartopy (πŸ₯ˆ27 Β· ⭐ 890) - Cartopy - a cartographic python library with matplotlib support. ❗️LGPL-3.0
  • pivottablejs (πŸ₯‰21 Β· ⭐ 440 Β· πŸ’€) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
  • ivis (πŸ₯‰20 Β· ⭐ 240) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
  • pdvega (πŸ₯‰16 Β· ⭐ 340 Β· πŸ’€) - Interactive plotting for Pandas using Vega-Lite. MIT
  • nx-altair (πŸ₯‰16 Β· ⭐ 170 Β· πŸ’€) - Draw interactive NetworkX graphs with Altair. MIT
  • data-describe (πŸ₯‰15 Β· ⭐ 280) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
  • nptsne (πŸ₯‰14 Β· ⭐ 25) - nptsne is a numpy compatible python binary package that offers a number.. Apache-2

Text Data & NLP

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Libraries for processing, cleaning, manipulating, and analyzing text data as well as libraries for NLP tasks such as language detection, fuzzy matching, classification, seq2seq learning, conversational AI, keyword extraction, and translation.

spaCy (πŸ₯‡37 Β· ⭐ 21K) - Industrial-strength Natural Language Processing (NLP) in Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3.5K Β· πŸ“₯ 3K Β· πŸ“¦ 27K Β· πŸ“‹ 4.8K - 2% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/explosion/spaCy
    
  • PyPi (πŸ“₯ 2.7M / month Β· πŸ“¦ 3.1K Β· ⏱️ 07.07.2021):

     pip install spacy
    
  • Conda (πŸ“₯ 2.2M Β· ⏱️ 08.07.2021):

     conda install -c conda-forge spacy
    
transformers (πŸ₯‡36 Β· ⭐ 49K) - Transformers: State-of-the-art Natural Language.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 940 Β· πŸ”€ 12K Β· πŸ“₯ 1.4K Β· πŸ“¦ 13K Β· πŸ“‹ 7.4K - 5% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/huggingface/transformers
    
  • PyPi (πŸ“₯ 2.9M / month Β· πŸ“¦ 130 Β· ⏱️ 30.06.2021):

     pip install transformers
    
  • Conda (πŸ“₯ 52K Β· ⏱️ 30.06.2021):

     conda install -c conda-forge transformers
    
gensim (πŸ₯‡36 Β· ⭐ 12K) - Topic Modelling for Humans. ❗️LGPL-2.1
  • GitHub (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 4K Β· πŸ“₯ 3.4K Β· πŸ“¦ 25K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 29.06.2021):

     git clone https://github.com/RaRe-Technologies/gensim
    
  • PyPi (πŸ“₯ 7.7M / month Β· πŸ“¦ 4.7K Β· ⏱️ 25.03.2021):

     pip install gensim
    
  • Conda (πŸ“₯ 690K Β· ⏱️ 15.06.2021):

     conda install -c conda-forge gensim
    
nltk (πŸ₯‡35 Β· ⭐ 10K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.5K Β· πŸ“¦ 110K Β· πŸ“‹ 1.5K - 15% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/nltk/nltk
    
  • PyPi (πŸ“₯ 13M / month Β· πŸ“¦ 21K Β· ⏱️ 07.04.2021):

     pip install nltk
    
  • Conda (πŸ“₯ 780K Β· ⏱️ 20.04.2021):

     conda install -c conda-forge nltk
    
flair (πŸ₯‡32 Β· ⭐ 11K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.7K Β· πŸ“¦ 850 Β· πŸ“‹ 1.6K - 6% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/flairNLP/flair
    
  • PyPi (πŸ“₯ 72K / month Β· πŸ“¦ 48 Β· ⏱️ 08.03.2021):

     pip install flair
    
AllenNLP (πŸ₯‡32 Β· ⭐ 10K) - An open-source NLP research library, built on PyTorch. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 2.1K Β· πŸ“₯ 42 Β· πŸ“¦ 1.8K Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 08.07.2021):

     git clone https://github.com/allenai/allennlp
    
  • PyPi (πŸ“₯ 39K / month Β· πŸ“¦ 230 Β· ⏱️ 15.07.2021):

     pip install allennlp
    
ChatterBot (πŸ₯‡31 Β· ⭐ 11K) - ChatterBot is a machine learning, conversational dialog engine for.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 3.8K Β· πŸ“¦ 3.6K Β· πŸ“‹ 1.5K - 18% open Β· ⏱️ 01.06.2021):

     git clone https://github.com/gunthercox/ChatterBot
    
  • PyPi (πŸ“₯ 49K / month Β· πŸ“¦ 680 Β· ⏱️ 22.08.2020):

     pip install chatterbot
    
sentencepiece (πŸ₯‡31 Β· ⭐ 5.2K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 700 Β· πŸ“₯ 16K Β· πŸ“¦ 8.8K Β· πŸ“‹ 460 - 6% open Β· ⏱️ 02.07.2021):

     git clone https://github.com/google/sentencepiece
    
  • PyPi (πŸ“₯ 2.6M / month Β· πŸ“¦ 240 Β· ⏱️ 18.06.2021):

     pip install sentencepiece
    
  • Conda (πŸ“₯ 72K Β· ⏱️ 09.02.2021):

     conda install -c conda-forge sentencepiece
    
fastText (πŸ₯ˆ30 Β· ⭐ 23K Β· πŸ’€) - Library for fast text representation and classification. MIT
  • GitHub (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 4.4K Β· πŸ“¦ 2K Β· πŸ“‹ 1.1K - 43% open Β· ⏱️ 18.07.2020):

     git clone https://github.com/facebookresearch/fastText
    
  • PyPi (πŸ“₯ 360K / month Β· πŸ“¦ 190 Β· ⏱️ 28.04.2020):

     pip install fasttext
    
  • Conda (πŸ“₯ 21K Β· ⏱️ 12.10.2020):

     conda install -c conda-forge fasttext
    
fairseq (πŸ₯ˆ30 Β· ⭐ 13K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 3.4K Β· πŸ“₯ 140 Β· πŸ“¦ 450 Β· πŸ“‹ 2.8K - 31% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/pytorch/fairseq
    
  • PyPi (πŸ“₯ 27K / month Β· πŸ“¦ 20 Β· ⏱️ 05.01.2021):

     pip install fairseq
    
TextBlob (πŸ₯ˆ30 Β· ⭐ 7.7K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 1K Β· πŸ“₯ 93 Β· πŸ“¦ 13K Β· πŸ“‹ 240 - 36% open Β· ⏱️ 10.05.2021):

     git clone https://github.com/sloria/TextBlob
    
  • PyPi (πŸ“₯ 600K / month Β· πŸ“¦ 2.5K Β· ⏱️ 24.02.2019):

     pip install textblob
    
  • Conda (πŸ“₯ 130K Β· ⏱️ 24.02.2019):

     conda install -c conda-forge textblob
    
sentence-transformers (πŸ₯ˆ30 Β· ⭐ 5.6K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 1K Β· πŸ“¦ 1.3K Β· πŸ“‹ 980 - 48% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/UKPLab/sentence-transformers
    
  • PyPi (πŸ“₯ 480K / month Β· ⏱️ 24.06.2021):

     pip install sentence-transformers
    
torchtext (πŸ₯ˆ30 Β· ⭐ 2.8K) - Data loaders and abstractions for text and NLP. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 650 Β· πŸ“¦ 5.1K Β· πŸ“‹ 640 - 49% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/pytorch/text
    
  • PyPi (πŸ“₯ 140K / month Β· πŸ“¦ 680 Β· ⏱️ 15.06.2021):

     pip install torchtext
    
snowballstemmer (πŸ₯ˆ30 Β· ⭐ 500) - Snowball compiler and stemming algorithms. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 140 Β· πŸ“¦ 53K Β· πŸ“‹ 62 - 30% open Β· ⏱️ 31.05.2021):

     git clone https://github.com/snowballstem/snowball
    
  • PyPi (πŸ“₯ 5.3M / month Β· πŸ“¦ 13K Β· ⏱️ 21.01.2021):

     pip install snowballstemmer
    
  • Conda (πŸ“₯ 2.8M Β· ⏱️ 21.01.2021):

     conda install -c conda-forge snowballstemmer
    
Dedupe (πŸ₯ˆ29 Β· ⭐ 3.1K) - A python library for accurate and scalable fuzzy matching, record.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 430 Β· πŸ“¦ 190 Β· πŸ“‹ 650 - 9% open Β· ⏱️ 09.06.2021):

     git clone https://github.com/dedupeio/dedupe
    
  • PyPi (πŸ“₯ 110K / month Β· πŸ“¦ 78 Β· ⏱️ 17.04.2021):

     pip install dedupe
    
ftfy (πŸ₯ˆ29 Β· ⭐ 3K) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 100 Β· πŸ“¦ 3.5K Β· πŸ“‹ 120 - 10% open Β· ⏱️ 17.05.2021):

     git clone https://github.com/LuminosoInsight/python-ftfy
    
  • PyPi (πŸ“₯ 1M / month Β· πŸ“¦ 760 Β· ⏱️ 24.05.2021):

     pip install ftfy
    
  • Conda (πŸ“₯ 110K Β· ⏱️ 25.05.2021):

     conda install -c conda-forge ftfy
    
Rasa (πŸ₯ˆ28 Β· ⭐ 12K) - Open source machine learning framework to automate text- and voice-.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 3.6K Β· πŸ“‹ 5.7K - 13% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/RasaHQ/rasa
    
  • PyPi (πŸ“₯ 190K / month Β· πŸ“¦ 64 Β· ⏱️ 12.07.2021):

     pip install rasa
    
DeepPavlov (πŸ₯ˆ28 Β· ⭐ 5.3K) - An open source library for deep learning end-to-end dialog.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 960 Β· πŸ“¦ 210 Β· πŸ“‹ 590 - 21% open Β· ⏱️ 14.05.2021):

     git clone https://github.com/deepmipt/DeepPavlov
    
  • PyPi (πŸ“₯ 9.3K / month Β· πŸ“¦ 8 Β· ⏱️ 14.05.2021):

     pip install deeppavlov
    
OpenNMT (πŸ₯ˆ28 Β· ⭐ 5.1K) - Open Source Neural Machine Translation in PyTorch. MIT
  • GitHub (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.9K Β· πŸ“¦ 92 Β· πŸ“‹ 1.3K - 8% open Β· ⏱️ 16.06.2021):

     git clone https://github.com/OpenNMT/OpenNMT-py
    
  • PyPi (πŸ“₯ 3.6K / month Β· πŸ“¦ 4 Β· ⏱️ 30.04.2021):

     pip install OpenNMT-py
    
Tokenizers (πŸ₯ˆ28 Β· ⭐ 4.7K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 360 Β· πŸ“¦ 35 Β· πŸ“‹ 470 - 25% open Β· ⏱️ 24.05.2021):

     git clone https://github.com/huggingface/tokenizers
    
  • PyPi (πŸ“₯ 3.1M / month Β· ⏱️ 24.05.2021):

     pip install tokenizers
    
  • Conda (πŸ“₯ 67K Β· ⏱️ 10.03.2021):

     conda install -c conda-forge tokenizers
    
ParlAI (πŸ₯ˆ27 Β· ⭐ 7.3K) - A framework for training and evaluating AI models on a variety of.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.5K Β· πŸ“¦ 28 Β· πŸ“‹ 1K - 9% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/facebookresearch/ParlAI
    
  • PyPi (πŸ“₯ 1.8K / month Β· ⏱️ 07.07.2021):

     pip install parlai
    
Sumy (πŸ₯ˆ27 Β· ⭐ 2.6K) - Module for automatic summarization of text documents and HTML pages. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 460 Β· πŸ“¦ 840 Β· πŸ“‹ 91 - 14% open Β· ⏱️ 17.06.2021):

     git clone https://github.com/miso-belica/sumy
    
  • PyPi (πŸ“₯ 27K / month Β· πŸ“¦ 190 Β· ⏱️ 19.05.2019):

     pip install sumy
    
GluonNLP (πŸ₯ˆ27 Β· ⭐ 2.3K) - Toolkit that enables easy text preprocessing, datasets loading.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 510 Β· πŸ“¦ 530 Β· πŸ“‹ 540 - 46% open Β· ⏱️ 24.05.2021):

     git clone https://github.com/dmlc/gluon-nlp
    
  • PyPi (πŸ“₯ 75K / month Β· πŸ“¦ 22 Β· ⏱️ 13.08.2020):

     pip install gluonnlp
    
spark-nlp (πŸ₯ˆ27 Β· ⭐ 2.2K) - State of the Art Natural Language Processing. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 460 Β· πŸ“‹ 520 - 14% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/JohnSnowLabs/spark-nlp
    
  • PyPi (πŸ“₯ 750K / month Β· ⏱️ 07.07.2021):

     pip install spark-nlp
    
TensorFlow Text (πŸ₯ˆ27 Β· ⭐ 770) - Making text a first-class citizen in TensorFlow. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 110 Β· πŸ“¦ 820 Β· πŸ“‹ 160 - 34% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/tensorflow/text
    
  • PyPi (πŸ“₯ 1.4M / month Β· πŸ“¦ 4 Β· ⏱️ 02.07.2021):

     pip install tensorflow-text
    
vaderSentiment (πŸ₯ˆ26 Β· ⭐ 3.1K) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary and.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 780 Β· πŸ“¦ 2.8K Β· πŸ“‹ 110 - 30% open Β· ⏱️ 15.03.2021):

     git clone https://github.com/cjhutto/vaderSentiment
    
  • PyPi (πŸ“₯ 140K / month Β· πŸ“¦ 290 Β· ⏱️ 22.05.2020):

     pip install vadersentiment
    
haystack (πŸ₯ˆ26 Β· ⭐ 2.1K) - End-to-end Python framework for building natural language search.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 410 Β· πŸ“¦ 62 Β· πŸ“‹ 760 - 15% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/deepset-ai/haystack
    
  • PyPi (πŸ“₯ 1.7K / month Β· πŸ“¦ 170 Β· ⏱️ 03.07.2017):

     pip install haystack
    
CLTK (πŸ₯ˆ26 Β· ⭐ 670) - The Classical Language Toolkit. MIT
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 300 Β· πŸ“₯ 22 Β· πŸ“¦ 170 Β· πŸ“‹ 500 - 24% open Β· ⏱️ 17.06.2021):

     git clone https://github.com/cltk/cltk
    
  • PyPi (πŸ“₯ 2.4K / month Β· πŸ“¦ 68 Β· ⏱️ 17.06.2021):

     pip install cltk
    
PyText (πŸ₯ˆ25 Β· ⭐ 6.2K) - A natural language modeling framework based on PyTorch. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 800 Β· πŸ“₯ 250 Β· πŸ“¦ 90 Β· πŸ“‹ 220 - 66% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/facebookresearch/pytext
    
  • PyPi (πŸ“₯ 540 / month Β· πŸ“¦ 1 Β· ⏱️ 08.06.2020):

     pip install pytext-nlp
    
stanza (πŸ₯ˆ25 Β· ⭐ 5.5K) - Official Stanford NLP Python Library for Many Human Languages. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 720 Β· πŸ“¦ 560 Β· πŸ“‹ 550 - 12% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/stanfordnlp/stanza
    
  • PyPi (πŸ“₯ 48K / month Β· πŸ“¦ 4 Β· ⏱️ 13.07.2021):

     pip install stanza
    
  • Conda (πŸ“₯ 3.9K Β· ⏱️ 14.07.2021):

     conda install -c stanfordnlp stanza
    
textgenrnn (πŸ₯ˆ25 Β· ⭐ 4.5K Β· πŸ’€) - Easily train your own text-generating neural network of any.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 690 Β· πŸ“₯ 540 Β· πŸ“¦ 920 Β· πŸ“‹ 200 - 57% open Β· ⏱️ 14.07.2020):

     git clone https://github.com/minimaxir/textgenrnn
    
  • PyPi (πŸ“₯ 2.8K / month Β· πŸ“¦ 28 Β· ⏱️ 02.02.2020):

     pip install textgenrnn
    
neuralcoref (πŸ₯ˆ25 Β· ⭐ 2.3K) - Fast Coreference Resolution in spaCy with Neural Networks. MIT
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 410 Β· πŸ“₯ 230 Β· πŸ“¦ 370 Β· πŸ“‹ 280 - 18% open Β· ⏱️ 22.06.2021):

     git clone https://github.com/huggingface/neuralcoref
    
  • PyPi (πŸ“₯ 8.6K / month Β· πŸ“¦ 18 Β· ⏱️ 08.04.2019):

     pip install neuralcoref
    
  • Conda (πŸ“₯ 9K Β· ⏱️ 21.02.2020):

     conda install -c conda-forge neuralcoref
    
nlpaug (πŸ₯ˆ25 Β· ⭐ 2.2K) - Data augmentation for NLP. MIT
  • GitHub (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 260 Β· πŸ“¦ 150 Β· πŸ“‹ 130 - 22% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/makcedward/nlpaug
    
  • PyPi (πŸ“₯ 23K / month Β· πŸ“¦ 2 Β· ⏱️ 20.06.2021):

     pip install nlpaug
    
TextDistance (πŸ₯ˆ25 Β· ⭐ 2K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 160 Β· πŸ“₯ 110 Β· πŸ“¦ 750 Β· ⏱️ 22.06.2021):

     git clone https://github.com/life4/textdistance
    
  • PyPi (πŸ“₯ 260K / month Β· πŸ“¦ 28 Β· ⏱️ 29.01.2021):

     pip install textdistance
    
  • Conda (πŸ“₯ 44K Β· ⏱️ 29.01.2021):

     conda install -c conda-forge textdistance
    
scattertext (πŸ₯ˆ25 Β· ⭐ 1.6K) - Beautiful visualizations of how language differs among document.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 220 Β· πŸ“¦ 200 Β· πŸ“‹ 81 - 20% open Β· ⏱️ 07.07.2021):

     git clone https://github.com/JasonKessler/scattertext
    
  • PyPi (πŸ“₯ 3.9K / month Β· πŸ“¦ 16 Β· ⏱️ 07.07.2021):

     pip install scattertext
    
  • Conda (πŸ“₯ 53K Β· ⏱️ 07.07.2021):

     conda install -c conda-forge scattertext
    
jellyfish (πŸ₯ˆ25 Β· ⭐ 1.5K) - a python library for doing approximate and phonetic matching of.. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 130 Β· πŸ“¦ 2.6K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 29.04.2021):

     git clone https://github.com/jamesturk/jellyfish
    
  • PyPi (πŸ“₯ 1.3M / month Β· πŸ“¦ 650 Β· ⏱️ 21.05.2020):

     pip install jellyfish
    
  • Conda (πŸ“₯ 140K Β· ⏱️ 08.01.2021):

     conda install -c conda-forge jellyfish
    
spacy-transformers (πŸ₯ˆ25 Β· ⭐ 980) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy
  • GitHub (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 110 Β· πŸ“¦ 210 Β· ⏱️ 08.07.2021):

     git clone https://github.com/explosion/spacy-transformers
    
  • PyPi (πŸ“₯ 47K / month Β· πŸ“¦ 6 Β· ⏱️ 14.06.2021):

     pip install spacy-transformers
    
Ciphey (πŸ₯‰24 Β· ⭐ 7.4K) - Automatically decrypt encryptions without knowing the key or cipher,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 420 Β· πŸ“‹ 260 - 22% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/Ciphey/Ciphey
    
  • PyPi (πŸ“₯ 8.3K / month Β· ⏱️ 06.06.2021):

     pip install ciphey
    
  • Docker Hub (πŸ“₯ 11K Β· ⭐ 4 Β· ⏱️ 06.06.2021):

     docker pull remnux/ciphey
    
Snips NLU (πŸ₯‰24 Β· ⭐ 3.5K) - Snips Python library to extract meaning from text. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 470 Β· πŸ“‹ 250 - 20% open Β· ⏱️ 03.05.2021):

     git clone https://github.com/snipsco/snips-nlu
    
  • PyPi (πŸ“₯ 4K / month Β· πŸ“¦ 16 Β· ⏱️ 15.01.2020):

     pip install snips-nlu
    
fastNLP (πŸ₯‰24 Β· ⭐ 2.2K) - fastNLP: A Modularized and Extensible NLP Framework. Currently still.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 380 Β· πŸ“₯ 63 Β· πŸ“¦ 35 Β· πŸ“‹ 160 - 12% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/fastnlp/fastNLP
    
  • PyPi (πŸ“₯ 1.1K / month Β· πŸ“¦ 1 Β· ⏱️ 04.02.2019):

     pip install fastnlp
    
pytorch-nlp (πŸ₯‰24 Β· ⭐ 1.9K) - Basic Utilities for PyTorch Natural Language Processing (NLP). BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 240 Β· πŸ“¦ 250 Β· πŸ“‹ 65 - 24% open Β· ⏱️ 10.07.2021):

     git clone https://github.com/PetrochukM/PyTorch-NLP
    
  • PyPi (πŸ“₯ 5.2K / month Β· πŸ“¦ 18 Β· ⏱️ 04.11.2019):

     pip install pytorch-nlp
    
textacy (πŸ₯‰24 Β· ⭐ 1.7K) - NLP, before and after spaCy. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 230 Β· πŸ“‹ 240 - 12% open Β· ⏱️ 31.05.2021):

     git clone https://github.com/chartbeat-labs/textacy
    
  • PyPi (πŸ“₯ 49K / month Β· πŸ“¦ 150 Β· ⏱️ 12.04.2021):

     pip install textacy
    
  • Conda (πŸ“₯ 94K Β· ⏱️ 13.04.2021):

     conda install -c conda-forge textacy
    
sense2vec (πŸ₯‰24 Β· ⭐ 1.3K) - Contextually-keyed word vectors. MIT
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 210 Β· πŸ“₯ 18K Β· πŸ“¦ 77 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 18.04.2021):

     git clone https://github.com/explosion/sense2vec
    
  • PyPi (πŸ“₯ 3.1K / month Β· πŸ“¦ 12 Β· ⏱️ 19.04.2021):

     pip install sense2vec
    
  • Conda (πŸ“₯ 21K Β· ⏱️ 14.07.2021):

     conda install -c conda-forge sense2vec
    
DeepMatcher (πŸ₯‰23 Β· ⭐ 3.7K) - Python package for performing Entity and Text Matching using Deep.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 1.4K Β· πŸ“¦ 14 Β· πŸ“‹ 74 - 70% open Β· ⏱️ 13.06.2021):

     git clone https://github.com/anhaidgroup/deepmatcher
    
  • PyPi (πŸ“₯ 740 / month Β· ⏱️ 13.06.2021):

     pip install deepmatcher
    
MatchZoo (πŸ₯‰23 Β· ⭐ 3.5K) - Facilitating the design, comparison and sharing of deep text.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 880 Β· πŸ“¦ 10 Β· πŸ“‹ 460 - 5% open Β· ⏱️ 02.06.2021):

     git clone https://github.com/NTMC-Community/MatchZoo
    
  • PyPi (πŸ“₯ 210 / month Β· ⏱️ 24.10.2019):

     pip install matchzoo
    
PyTextRank (πŸ₯‰23 Β· ⭐ 1.6K) - Python implementation of TextRank for phrase extraction and.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 300 Β· πŸ“¦ 170 Β· πŸ“‹ 73 - 27% open Β· ⏱️ 30.06.2021):

     git clone https://github.com/DerwenAI/pytextrank
    
  • PyPi (πŸ“₯ 17K / month Β· πŸ“¦ 12 Β· ⏱️ 25.03.2021):

     pip install pytextrank
    
FARM (πŸ₯‰23 Β· ⭐ 1.3K) - Fast & easy transfer learning for NLP. Harvesting language models.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 190 Β· πŸ“‹ 400 - 9% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/deepset-ai/FARM
    
  • PyPi (πŸ“₯ 9K / month Β· πŸ“¦ 2 Β· ⏱️ 10.06.2021):

     pip install farm
    
SciSpacy (πŸ₯‰23 Β· ⭐ 960) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 140 Β· πŸ“¦ 300 Β· πŸ“‹ 200 - 13% open Β· ⏱️ 22.06.2021):

     git clone https://github.com/allenai/scispacy
    
  • PyPi (πŸ“₯ 30K / month Β· πŸ“¦ 12 Β· ⏱️ 12.02.2021):

     pip install scispacy
    
english-words (πŸ₯‰22 Β· ⭐ 5.3K Β· πŸ’€) - A text file containing 479k English words for all your.. Unlicense
  • GitHub (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 1.1K Β· πŸ“‹ 69 - 62% open Β· ⏱️ 15.10.2020):

     git clone https://github.com/dwyl/english-words
    
  • PyPi (πŸ“₯ 15K / month Β· πŸ“¦ 2 Β· ⏱️ 21.08.2018):

     pip install english-words
    
T5 (πŸ₯‰22 Β· ⭐ 3.5K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 470 Β· πŸ“¦ 42 Β· πŸ“‹ 370 - 13% open Β· ⏱️ 30.06.2021):

     git clone https://github.com/google-research/text-to-text-transfer-transformer
    
  • PyPi (πŸ“₯ 6.6K / month Β· ⏱️ 03.03.2021):

     pip install t5
    
gpt-2-simple (πŸ₯‰22 Β· ⭐ 2.7K) - Python package to easily retrain OpenAI's GPT-2 text-.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 550 Β· πŸ“₯ 250 Β· πŸ“‹ 240 - 60% open Β· ⏱️ 14.02.2021):

     git clone https://github.com/minimaxir/gpt-2-simple
    
  • PyPi (πŸ“₯ 11K / month Β· πŸ“¦ 6 Β· ⏱️ 14.02.2021):

     pip install gpt-2-simple
    
Texar (πŸ₯‰22 Β· ⭐ 2.2K Β· πŸ’€) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 360 Β· πŸ“¦ 15 Β· πŸ“‹ 160 - 20% open Β· ⏱️ 29.07.2020):

     git clone https://github.com/asyml/texar
    
  • PyPi (πŸ“₯ 160 / month Β· πŸ“¦ 2 Β· ⏱️ 19.11.2019):

     pip install texar
    
anaGo (πŸ₯‰22 Β· ⭐ 1.4K) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition, Part-of-.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 360 Β· πŸ“¦ 26 Β· πŸ“‹ 110 - 33% open Β· ⏱️ 01.04.2021):

     git clone https://github.com/Hironsan/anago
    
  • PyPi (πŸ“₯ 1.3K / month Β· πŸ“¦ 5 Β· ⏱️ 17.07.2018):

     pip install anago
    
pySBD (πŸ₯‰22 Β· ⭐ 330) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 33 Β· πŸ“¦ 180 Β· πŸ“‹ 56 - 14% open Β· ⏱️ 11.02.2021):

     git clone https://github.com/nipunsadvilkar/pySBD
    
  • PyPi (πŸ“₯ 38K / month Β· πŸ“¦ 4 Β· ⏱️ 11.02.2021):

     pip install pysbd
    
NeMo (πŸ₯‰21 Β· ⭐ 2.9K) - NeMo: a toolkit for conversational AI. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 560 Β· πŸ“₯ 4.9K Β· πŸ“‹ 650 - 14% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/NVIDIA/NeMo
    
  • PyPi (πŸ“₯ 7K / month Β· πŸ“¦ 4 Β· ⏱️ 02.07.2021):

     pip install nemo-toolkit
    
Texthero (πŸ₯‰21 Β· ⭐ 2.3K) - Text preprocessing, representation and visualization from zero to hero. MIT
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 200 Β· πŸ“₯ 78 Β· πŸ“‹ 130 - 57% open Β· ⏱️ 07.04.2021):

     git clone https://github.com/jbesomi/texthero
    
  • PyPi (πŸ“₯ 5.3K / month Β· ⏱️ 01.07.2021):

     pip install texthero
    
jiant (πŸ₯‰21 Β· ⭐ 1.3K Β· πŸ“‰) - jiant is an nlp toolkit. MIT
  • GitHub (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 2 Β· πŸ“‹ 540 - 10% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/nyu-mll/jiant
    
  • PyPi (πŸ“₯ 140 / month Β· ⏱️ 10.05.2021):

     pip install jiant
    
NLP Architect (πŸ₯‰20 Β· ⭐ 2.7K) - A model library for exploring state-of-the-art deep learning.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 400 Β· πŸ“¦ 8 Β· πŸ“‹ 130 - 12% open Β· ⏱️ 13.04.2021):

     git clone https://github.com/IntelLabs/nlp-architect
    
  • PyPi (πŸ“₯ 560 / month Β· ⏱️ 12.04.2020):

     pip install nlp-architect
    
Kashgari (πŸ₯‰20 Β· ⭐ 2.1K) - Kashgari is a production-level NLP Transfer learning framework.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 410 Β· πŸ“¦ 40 Β· πŸ“‹ 350 - 9% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/BrikerMan/Kashgari
    
  • PyPi (πŸ“₯ 140 / month Β· πŸ“¦ 2 Β· ⏱️ 18.10.2019):

     pip install kashgari-tf
    
fast-bert (πŸ₯‰20 Β· ⭐ 1.6K) - Super easy library for BERT based NLP models. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 320 Β· πŸ“‹ 240 - 61% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/utterworks/fast-bert
    
  • PyPi (πŸ“₯ 1.9K / month Β· πŸ“¦ 2 Β· ⏱️ 23.05.2021):

     pip install fast-bert
    
DELTA (πŸ₯‰20 Β· ⭐ 1.4K Β· πŸ’€) - DELTA is a deep learning based natural language and speech.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 290 Β· πŸ“‹ 76 - 6% open Β· ⏱️ 17.12.2020):

     git clone https://github.com/Delta-ML/delta
    
  • PyPi (πŸ“₯ 27 / month Β· ⏱️ 27.03.2020):

     pip install delta-nlp
    
  • Docker Hub (πŸ“₯ 13K Β· ⏱️ 14.07.2021):

     docker pull zh794390558/delta
    
Sockeye (πŸ₯‰20 Β· ⭐ 1K) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 300 Β· πŸ“‹ 250 - 8% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/awslabs/sockeye
    
  • PyPi (πŸ“₯ 530 / month Β· πŸ“¦ 2 Β· ⏱️ 17.06.2021):

     pip install sockeye
    
YouTokenToMe (πŸ₯‰20 Β· ⭐ 750) - Unsupervised text tokenizer focused on computational efficiency. MIT
  • GitHub (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 48 Β· πŸ“¦ 140 Β· πŸ“‹ 46 - 52% open Β· ⏱️ 28.01.2021):

     git clone https://github.com/vkcom/youtokentome
    
  • PyPi (πŸ“₯ 16K / month Β· πŸ“¦ 12 Β· ⏱️ 12.02.2020):

     pip install youtokentome
    
finetune (πŸ₯‰20 Β· ⭐ 650) - Scikit-learn style model finetuning for NLP. MPL-2.0
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 68 Β· πŸ“¦ 9 Β· πŸ“‹ 140 - 15% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/IndicoDataSolutions/finetune
    
  • PyPi (πŸ“₯ 180 / month Β· πŸ“¦ 2 Β· ⏱️ 10.01.2020):

     pip install finetune
    
lightseq (πŸ₯‰18 Β· ⭐ 1.3K) - LightSeq: A High Performance Library for Sequence Processing and.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 120 Β· πŸ“₯ 430 Β· πŸ“‹ 45 - 28% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/bytedance/lightseq
    
  • PyPi (πŸ“₯ 970 / month Β· ⏱️ 29.06.2021):

     pip install lightseq
    
nboost (πŸ₯‰18 Β· ⭐ 580 Β· πŸ’€) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 64 Β· πŸ“¦ 3 Β· πŸ“‹ 78 - 35% open Β· ⏱️ 16.07.2020):

     git clone https://github.com/koursaros-ai/nboost
    
  • PyPi (πŸ“₯ 160 / month Β· ⏱️ 12.06.2020):

     pip install nboost
    
Camphr (πŸ₯‰18 Β· ⭐ 340) - spaCy plugin for Transformers , Udify, ELmo, etc. Apache-2 spacy
  • GitHub (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 33 - 24% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/PKSHATechnology-Research/camphr
    
  • PyPi (πŸ“₯ 640 / month Β· ⏱️ 12.07.2021):

     pip install camphr
    
VizSeq (πŸ₯‰16 Β· ⭐ 340) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 40 Β· πŸ“¦ 2 Β· πŸ“‹ 15 - 46% open Β· ⏱️ 16.06.2021):

     git clone https://github.com/facebookresearch/vizseq
    
  • PyPi (πŸ“₯ 220 / month Β· ⏱️ 07.08.2020):

     pip install vizseq
    
OpenNRE (πŸ₯‰15 Β· ⭐ 3.2K) - An Open-Source Package for Neural Relation Extraction (NRE). MIT
  • GitHub (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 860 Β· πŸ“‹ 330 - 6% open Β· ⏱️ 31.05.2021):

     git clone https://github.com/thunlp/OpenNRE
    
Translate (πŸ₯‰15 Β· ⭐ 700) - Translate - a PyTorch Language Library. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 170 Β· πŸ“‹ 93 - 70% open Β· ⏱️ 05.05.2021):

     git clone https://github.com/pytorch/translate
    
  • PyPi (πŸ“₯ 11 / month Β· ⏱️ 01.05.2018):

     pip install pytorch-translate
    
BLINK (πŸ₯‰12 Β· ⭐ 670) - Entity Linker solution. MIT
  • GitHub (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 110 Β· πŸ“‹ 62 - 54% open Β· ⏱️ 02.04.2021):

     git clone https://github.com/facebookresearch/BLINK
    
Show 19 hidden projects...
  • fuzzywuzzy (πŸ₯‡31 Β· ⭐ 8.3K) - Fuzzy String Matching in Python. ❗️GPL-2.0
  • langid (πŸ₯ˆ26 Β· ⭐ 1.8K Β· πŸ’€) - Stand-alone language identification system. BSD-3
  • polyglot (πŸ₯ˆ25 Β· ⭐ 1.9K Β· πŸ’€) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
  • flashtext (πŸ₯‰23 Β· ⭐ 4.9K Β· πŸ’€) - Extract Keywords from sentence or Replace keywords in sentences. MIT
  • stop-words (πŸ₯‰22 Β· ⭐ 130 Β· πŸ’€) - Get list of common stop words in various languages in Python. BSD-3
  • NeuroNER (πŸ₯‰19 Β· ⭐ 1.6K Β· πŸ’€) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
  • pyfasttext (πŸ₯‰19 Β· ⭐ 230 Β· πŸ’€) - Yet another Python binding for fastText. ❗️GPL-3.0
  • textpipe (πŸ₯‰18 Β· ⭐ 290) - Textpipe: clean and extract metadata from text. MIT
  • textaugment (πŸ₯‰18 Β· ⭐ 150) - TextAugment: Text Augmentation Library. MIT
  • TextBox (πŸ₯‰16 Β· ⭐ 280) - TextBox is an open-source library for building text generation system. MIT
  • Headliner (πŸ₯‰16 Β· ⭐ 230 Β· πŸ’€) - Easy training and deployment of seq2seq models. MIT
  • skift (πŸ₯‰16 Β· ⭐ 220) - scikit-learn wrappers for Python fastText. MIT
  • TransferNLP (πŸ₯‰15 Β· ⭐ 290 Β· πŸ’€) - NLP library designed for reproducible experimentation.. MIT
  • NeuralQA (πŸ₯‰15 Β· ⭐ 200 Β· πŸ’€) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
  • ONNX-T5 (πŸ₯‰15 Β· ⭐ 170) - Summarization, translation, sentiment-analysis, text-generation and.. Apache-2
  • textvec (πŸ₯‰14 Β· ⭐ 170 Β· πŸ’€) - Text vectorization tool to outperform TFIDF for classification.. MIT
  • fastT5 (πŸ₯‰13 Β· ⭐ 180 Β· 🐣) - boost inference speed of T5 models by 5x & reduce the model size.. Apache-2
  • numerizer (πŸ₯‰13 Β· ⭐ 120) - A Python module to convert natural language numerics into ints and.. MIT
  • spacy-dbpedia-spotlight (πŸ₯‰12 Β· ⭐ 37) - A spaCy wrapper for DBpedia Spotlight. MIT spacy

Image Data

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Libraries for image & video processing, manipulation, and augmentation as well as libraries for computer vision tasks such as facial recognition, object detection, and classification.

Pillow (πŸ₯‡40 Β· ⭐ 8.7K) - The friendly PIL fork (Python Imaging Library). ❗️PIL
  • GitHub (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.7K Β· πŸ“¦ 510K Β· πŸ“‹ 2.3K - 8% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/python-pillow/Pillow
    
  • PyPi (πŸ“₯ 33M / month Β· πŸ“¦ 110K Β· ⏱️ 06.07.2021):

     pip install Pillow
    
  • Conda (πŸ“₯ 9.3M Β· ⏱️ 07.07.2021):

     conda install -c conda-forge pillow
    
torchvision (πŸ₯‡36 Β· ⭐ 9.4K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 4.9K Β· πŸ“¦ 56K Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/pytorch/vision
    
  • PyPi (πŸ“₯ 1.7M / month Β· πŸ“¦ 4.6K Β· ⏱️ 15.06.2021):

     pip install torchvision
    
  • Conda (πŸ“₯ 80K Β· ⏱️ 01.07.2021):

     conda install -c conda-forge torchvision
    
scikit-image (πŸ₯‡33 Β· ⭐ 4.4K) - Image processing in Python. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1.8K Β· πŸ“¦ 74K Β· πŸ“‹ 2.2K - 31% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/scikit-image/scikit-image
    
  • PyPi (πŸ“₯ 3.2M / month Β· πŸ“¦ 15K Β· ⏱️ 29.06.2021):

     pip install scikit-image
    
  • Conda (πŸ“₯ 2.6M Β· ⏱️ 08.07.2021):

     conda install -c conda-forge scikit-image
    
imageio (πŸ₯‡32 Β· ⭐ 890) - Python library for reading and writing image data. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 180 Β· πŸ“¦ 45K Β· πŸ“‹ 370 - 18% open Β· ⏱️ 05.07.2021):

     git clone https://github.com/imageio/imageio
    
  • PyPi (πŸ“₯ 7.9M / month Β· πŸ“¦ 3.8K Β· ⏱️ 06.07.2020):

     pip install imageio
    
  • Conda (πŸ“₯ 2.1M Β· ⏱️ 06.07.2020):

     conda install -c conda-forge imageio
    
Albumentations (πŸ₯‡31 Β· ⭐ 8.4K) - Fast image augmentation library and an easy-to-use wrapper.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 1.1K Β· πŸ“¦ 4.4K Β· πŸ“‹ 500 - 43% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/albumentations-team/albumentations
    
  • PyPi (πŸ“₯ 190K / month Β· πŸ“¦ 130 Β· ⏱️ 15.07.2021):

     pip install albumentations
    
  • Conda (πŸ“₯ 21K Β· ⏱️ 15.07.2021):

     conda install -c conda-forge albumentations
    
MoviePy (πŸ₯‡31 Β· ⭐ 7.6K) - Video editing with Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1K Β· πŸ“¦ 8.6K Β· πŸ“‹ 1.1K - 31% open Β· ⏱️ 02.06.2021):

     git clone https://github.com/Zulko/moviepy
    
  • PyPi (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.1K Β· ⏱️ 05.10.2020):

     pip install moviepy
    
  • Conda (πŸ“₯ 85K Β· ⏱️ 23.02.2020):

     conda install -c conda-forge moviepy
    
opencv-python (πŸ₯‡31 Β· ⭐ 2.1K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 400 Β· πŸ“‹ 440 - 4% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/opencv/opencv-python
    
  • PyPi (πŸ“₯ 4.8M / month Β· πŸ“¦ 13K Β· ⏱️ 11.07.2021):

     pip install opencv-python
    
Wand (πŸ₯‡31 Β· ⭐ 1.1K) - The ctypes-based simple ImageMagick binding for Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 190 Β· πŸ“₯ 5.2K Β· πŸ“¦ 5.5K Β· πŸ“‹ 350 - 5% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/emcconville/wand
    
  • PyPi (πŸ“₯ 440K / month Β· πŸ“¦ 1.2K Β· ⏱️ 28.02.2021):

     pip install wand
    
GluonCV (πŸ₯ˆ30 Β· ⭐ 4.8K) - Gluon CV Toolkit. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.1K Β· πŸ“¦ 540 Β· πŸ“‹ 780 - 8% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/dmlc/gluon-cv
    
  • PyPi (πŸ“₯ 480K / month Β· πŸ“¦ 30 Β· ⏱️ 15.07.2021):

     pip install gluoncv
    
Face Recognition (πŸ₯ˆ29 Β· ⭐ 41K Β· πŸ“‰) - The world's simplest facial recognition api for.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 11K Β· πŸ“₯ 440 Β· πŸ“‹ 1.1K - 52% open Β· ⏱️ 14.06.2021):

     git clone https://github.com/ageitgey/face_recognition
    
  • PyPi (πŸ“₯ 60K / month Β· πŸ“¦ 410 Β· ⏱️ 21.08.2018):

     pip install face_recognition
    
detectron2 (πŸ₯ˆ29 Β· ⭐ 17K) - Detectron2 is FAIR's next-generation platform for object.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 4.5K Β· πŸ“¦ 260 Β· πŸ“‹ 2.5K - 4% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/facebookresearch/detectron2
    
  • Conda (πŸ“₯ 25K Β· ⏱️ 14.06.2021):

     conda install -c conda-forge detectron2
    
PyTorch Image Models (πŸ₯ˆ29 Β· ⭐ 12K) - PyTorch image models, scripts, pretrained weights --.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 1.8K Β· πŸ“₯ 480K Β· πŸ“¦ 790 Β· πŸ“‹ 350 - 11% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/rwightman/pytorch-image-models
    
InsightFace (πŸ₯ˆ29 Β· ⭐ 9.6K) - Face Analysis Project on PyTorch and MXNet. MIT
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 3.3K Β· πŸ“¦ 80 Β· πŸ“‹ 1.6K - 52% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/deepinsight/insightface
    
  • PyPi (πŸ“₯ 15K / month Β· πŸ“¦ 2 Β· ⏱️ 09.07.2021):

     pip install insightface
    
Kornia (πŸ₯ˆ29 Β· ⭐ 4.3K) - Open Source Differentiable Computer Vision Library for PyTorch. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 420 Β· πŸ“₯ 61 Β· πŸ“¦ 490 Β· πŸ“‹ 430 - 24% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/kornia/kornia
    
  • PyPi (πŸ“₯ 130K / month Β· ⏱️ 12.07.2021):

     pip install kornia
    
ImageHash (πŸ₯ˆ29 Β· ⭐ 2K) - A Python Perceptual Image Hashing Module. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 270 Β· πŸ“¦ 3K Β· πŸ“‹ 100 - 13% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/JohannesBuchner/imagehash
    
  • PyPi (πŸ“₯ 880K / month Β· πŸ“¦ 530 Β· ⏱️ 15.07.2021):

     pip install ImageHash
    
  • Conda (πŸ“₯ 130K Β· ⏱️ 19.11.2020):

     conda install -c conda-forge imagehash
    
imutils (πŸ₯ˆ28 Β· ⭐ 3.7K) - A series of convenience functions to make basic image processing.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 910 Β· πŸ“¦ 17K Β· πŸ“‹ 220 - 64% open Β· ⏱️ 15.01.2021):

     git clone https://github.com/jrosebr1/imutils
    
  • PyPi (πŸ“₯ 280K / month Β· πŸ“¦ 1.2K Β· ⏱️ 15.01.2021):

     pip install imutils
    
  • Conda (πŸ“₯ 58K Β· ⏱️ 15.01.2021):

     conda install -c conda-forge imutils
    
imageai (πŸ₯ˆ27 Β· ⭐ 6.3K) - A python library built to empower developers to build applications and.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 1.8K Β· πŸ“₯ 610K Β· πŸ“¦ 880 Β· πŸ“‹ 640 - 35% open Β· ⏱️ 08.05.2021):

     git clone https://github.com/OlafenwaMoses/ImageAI
    
  • PyPi (πŸ“₯ 11K / month Β· πŸ“¦ 24 Β· ⏱️ 05.01.2021):

     pip install imageai
    
MMDetection (πŸ₯ˆ26 Β· ⭐ 16K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 5.5K Β· πŸ“¦ 77 Β· πŸ“‹ 4.1K - 8% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/open-mmlab/mmdetection
    
PyTorch3D (πŸ₯ˆ26 Β· ⭐ 5K) - PyTorch3D is FAIR's library of reusable components for deep.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 620 Β· πŸ“¦ 90 Β· πŸ“‹ 650 - 8% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/facebookresearch/pytorch3d
    
  • PyPi (πŸ“₯ 8.4K / month Β· ⏱️ 09.02.2021):

     pip install pytorch3d
    
  • Conda (πŸ“₯ 12K Β· ⏱️ 09.02.2021):

     conda install -c pytorch3d pytorch3d
    
facenet-pytorch (πŸ₯ˆ26 Β· ⭐ 2.2K) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 480 Β· πŸ“₯ 120K Β· πŸ“¦ 400 Β· πŸ“‹ 130 - 33% open Β· ⏱️ 23.05.2021):

     git clone https://github.com/timesler/facenet-pytorch
    
  • PyPi (πŸ“₯ 13K / month Β· πŸ“¦ 6 Β· ⏱️ 10.03.2021):

     pip install facenet-pytorch
    
mtcnn (πŸ₯ˆ26 Β· ⭐ 1.6K Β· πŸ“ˆ) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 420 Β· πŸ“¦ 1.3K Β· πŸ“‹ 100 - 63% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/ipazc/mtcnn
    
  • PyPi (πŸ“₯ 21K / month Β· πŸ“¦ 42 Β· ⏱️ 09.07.2021):

     pip install mtcnn
    
deepface (πŸ₯‰25 Β· ⭐ 1.9K) - DeepFace: A Lightweight Deep Face Recognition and Facial Attribute.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 420 Β· πŸ“¦ 190 Β· πŸ“‹ 270 - 1% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/serengil/deepface
    
  • PyPi (πŸ“₯ 13K / month Β· ⏱️ 13.07.2021):

     pip install deepface
    
mahotas (πŸ₯‰25 Β· ⭐ 690) - Computer Vision in Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 660 Β· πŸ“‹ 74 - 21% open Β· ⏱️ 31.05.2021):

     git clone https://github.com/luispedro/mahotas
    
  • PyPi (πŸ“₯ 36K / month Β· πŸ“¦ 190 Β· ⏱️ 16.08.2020):

     pip install mahotas
    
  • Conda (πŸ“₯ 290K Β· ⏱️ 22.01.2021):

     conda install -c conda-forge mahotas
    
Face Alignment (πŸ₯‰24 Β· ⭐ 5.1K) - 2D and 3D Face alignment library build using pytorch. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 1.1K Β· πŸ“‹ 250 - 15% open Β· ⏱️ 05.05.2021):

     git clone https://github.com/1adrianb/face-alignment
    
  • PyPi (πŸ“₯ 6.7K / month Β· πŸ“¦ 12 Β· ⏱️ 28.04.2021):

     pip install face-alignment
    
CellProfiler (πŸ₯‰24 Β· ⭐ 590) - An open-source application for biological image analysis. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“₯ 1.2K Β· πŸ“¦ 4 Β· πŸ“‹ 3K - 5% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/CellProfiler/CellProfiler
    
  • PyPi (πŸ“₯ 1.3K / month Β· ⏱️ 04.09.2017):

     pip install cellprofiler
    
pyvips (πŸ₯‰24 Β· ⭐ 340) - python binding for libvips using cffi. MIT
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 29 Β· πŸ“¦ 200 Β· πŸ“‹ 230 - 34% open Β· ⏱️ 28.06.2021):

     git clone https://github.com/libvips/pyvips
    
  • PyPi (πŸ“₯ 16K / month Β· πŸ“¦ 22 Β· ⏱️ 28.06.2021):

     pip install pyvips
    
  • Conda (πŸ“₯ 10K Β· ⏱️ 28.06.2021):

     conda install -c conda-forge pyvips
    
Image Super-Resolution (πŸ₯‰23 Β· ⭐ 2.9K) - Super-scale your images and run experiments with.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 550 Β· πŸ“¦ 58 Β· πŸ“‹ 180 - 41% open Β· ⏱️ 02.06.2021):

     git clone https://github.com/idealo/image-super-resolution
    
  • PyPi (πŸ“₯ 5K / month Β· πŸ“¦ 8 Β· ⏱️ 08.01.2020):

     pip install ISR
    
  • Docker Hub (πŸ“₯ 150 Β· ⏱️ 01.04.2019):

     docker pull idealo/image-super-resolution-gpu
    
PaddleSeg (πŸ₯‰23 Β· ⭐ 1.8K) - End-to-end image segmentation kit based on PaddlePaddle. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 440 Β· πŸ“¦ 200 Β· πŸ“‹ 560 - 53% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/PaddlePaddle/PaddleSeg
    
  • PyPi (πŸ“₯ 390 / month Β· ⏱️ 13.07.2021):

     pip install paddleseg
    
Torch Points 3D (πŸ₯‰23 Β· ⭐ 1.4K) - Pytorch framework for doing deep learning on point clouds. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 210 Β· πŸ“¦ 3 Β· πŸ“‹ 260 - 27% open Β· ⏱️ 23.06.2021):

     git clone https://github.com/nicolas-chaulet/torch-points3d
    
  • PyPi (πŸ“₯ 650 / month Β· ⏱️ 30.04.2021):

     pip install torch-points3d
    
Image Deduplicator (πŸ₯‰22 Β· ⭐ 3.7K Β· πŸ’€) - Finding duplicate images made easy!. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 310 Β· πŸ“¦ 15 Β· πŸ“‹ 77 - 25% open Β· ⏱️ 23.11.2020):

     git clone https://github.com/idealo/imagededup
    
  • PyPi (πŸ“₯ 13K / month Β· πŸ“¦ 2 Β· ⏱️ 22.11.2020):

     pip install imagededup
    
tensorflow-graphics (πŸ₯‰22 Β· ⭐ 2.5K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 300 Β· πŸ“¦ 2 Β· πŸ“‹ 200 - 57% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/tensorflow/graphics
    
  • PyPi (πŸ“₯ 4.9K / month Β· πŸ“¦ 3 Β· ⏱️ 20.05.2020):

     pip install tensorflow-graphics
    
layout-parser (πŸ₯‰22 Β· ⭐ 2.2K) - A unified toolkit for Deep Learning Based Document Image.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 180 Β· πŸ“¦ 11 Β· πŸ“‹ 37 - 56% open Β· ⏱️ 26.04.2021):

     git clone https://github.com/Layout-Parser/layout-parser
    
  • PyPi (πŸ“₯ 2K / month Β· ⏱️ 12.04.2021):

     pip install layoutparser
    
vidgear (πŸ₯‰22 Β· ⭐ 1.8K) - High-performance cross-platform Video Processing Python framework.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 130 Β· πŸ“₯ 380 Β· πŸ“¦ 120 Β· πŸ“‹ 160 - 2% open Β· ⏱️ 25.04.2021):

     git clone https://github.com/abhiTronix/vidgear
    
  • PyPi (πŸ“₯ 2.5K / month Β· πŸ“¦ 2 Β· ⏱️ 01.01.2021):

     pip install vidgear
    
Classy Vision (πŸ₯‰22 Β· ⭐ 1.3K) - An end-to-end PyTorch framework for image and video.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 230 Β· πŸ“‹ 110 - 48% open Β· ⏱️ 10.07.2021):

     git clone https://github.com/facebookresearch/ClassyVision
    
  • PyPi (πŸ“₯ 1.3K / month Β· ⏱️ 09.07.2021):

     pip install classy_vision
    
  • Conda (πŸ“₯ 8.5K Β· ⏱️ 11.12.2020):

     conda install -c conda-forge classy_vision
    
vit-pytorch (πŸ₯‰21 Β· ⭐ 5K) - Implementation of Vision Transformer, a simple way to achieve.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 650 Β· πŸ“¦ 24 Β· πŸ“‹ 120 - 43% open Β· ⏱️ 08.07.2021):

     git clone https://github.com/lucidrains/vit-pytorch
    
  • PyPi (πŸ“₯ 3.7K / month Β· ⏱️ 08.07.2021):

     pip install vit-pytorch
    
MMF (πŸ₯‰21 Β· ⭐ 4.5K) - A modular framework for vision & language multimodal research from.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 710 Β· πŸ“¦ 7 Β· πŸ“‹ 560 - 28% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/facebookresearch/mmf
    
  • PyPi (πŸ“₯ 430 / month Β· ⏱️ 12.06.2020):

     pip install mmf
    
deep-daze (πŸ₯‰21 Β· ⭐ 3.5K Β· 🐣) - Simple command line tool for text to image generation using.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 240 Β· πŸ“¦ 20 Β· πŸ“‹ 120 - 44% open Β· ⏱️ 04.07.2021):

     git clone https://github.com/lucidrains/deep-daze
    
  • PyPi (πŸ“₯ 4.2K / month Β· ⏱️ 07.04.2021):

     pip install deep-daze
    
vissl (πŸ₯‰21 Β· ⭐ 1.8K) - VISSL is FAIR's library of extensible, modular and scalable components.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 160 Β· πŸ“‹ 82 - 45% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/facebookresearch/vissl
    
  • PyPi (πŸ“₯ 450 / month Β· ⏱️ 25.01.2021):

     pip install vissl
    
lightly (πŸ₯‰21 Β· ⭐ 1.1K) - A python library for self-supervised learning on images. MIT
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 61 Β· πŸ“¦ 16 Β· πŸ“‹ 200 - 24% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/lightly-ai/lightly
    
  • PyPi (πŸ“₯ 1.3K / month Β· ⏱️ 08.07.2021):

     pip install lightly
    
nude.py (πŸ₯‰20 Β· ⭐ 800 Β· πŸ’€) - Nudity detection with Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 130 Β· πŸ“¦ 500 Β· πŸ“‹ 9 - 77% open Β· ⏱️ 23.11.2020):

     git clone https://github.com/hhatto/nude.py
    
  • PyPi (πŸ“₯ 3.5K / month Β· πŸ“¦ 18 Β· ⏱️ 23.11.2020):

     pip install nudepy
    
image-match (πŸ₯‰19 Β· ⭐ 2.6K) - Quickly search over billions of images. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 370 Β· πŸ“‹ 93 - 48% open Β· ⏱️ 04.01.2021):

     git clone https://github.com/ProvenanceLabs/image-match
    
  • PyPi (πŸ“₯ 890 / month Β· πŸ“¦ 6 Β· ⏱️ 13.02.2017):

     pip install image_match
    
Norfair (πŸ₯‰19 Β· ⭐ 1.1K) - Lightweight Python library for adding real-time 2D object tracking to.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 77 Β· πŸ“‹ 33 - 24% open Β· ⏱️ 10.06.2021):

     git clone https://github.com/tryolabs/norfair
    
  • PyPi (πŸ“₯ 2.1K / month Β· ⏱️ 31.05.2021):

     pip install norfair
    
Caer (πŸ₯‰19 Β· ⭐ 520 Β· πŸ“‰) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
  • GitHub (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 83 Β· πŸ“₯ 19 Β· πŸ“‹ 13 - 23% open Β· ⏱️ 29.05.2021):

     git clone https://github.com/jasmcaus/caer
    
  • PyPi (πŸ“₯ 7.4K / month Β· ⏱️ 28.01.2021):

     pip install caer
    
PaddleDetection (πŸ₯‰18 Β· ⭐ 4.3K) - Object detection and instance segmentation toolkit.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 1.1K Β· πŸ“¦ 5 Β· πŸ“‹ 2.1K - 21% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/PaddlePaddle/PaddleDetection
    
pytorchvideo (πŸ₯‰18 Β· ⭐ 1.7K Β· 🐣) - A deep learning library for video understanding.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 120 Β· πŸ“‹ 64 - 39% open Β· ⏱️ 08.07.2021):

     git clone https://github.com/facebookresearch/pytorchvideo
    
  • PyPi (πŸ“₯ 2.8K / month Β· ⏱️ 26.06.2021):

     pip install pytorchvideo
    
pycls (πŸ₯‰17 Β· ⭐ 1.6K) - Codebase for Image Classification Research, written in PyTorch. MIT
  • GitHub (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 180 Β· πŸ“¦ 3 Β· πŸ“‹ 67 - 25% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/facebookresearch/pycls
    
DEβ«ΆTR (πŸ₯‰16 Β· ⭐ 7.2K) - End-to-End Object Detection with Transformers. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 1.2K Β· πŸ“‹ 350 - 27% open Β· ⏱️ 30.06.2021):

     git clone https://github.com/facebookresearch/detr
    
PySlowFast (πŸ₯‰16 Β· ⭐ 3.9K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 760 Β· πŸ“¦ 4 Β· πŸ“‹ 430 - 48% open Β· ⏱️ 08.07.2021):

     git clone https://github.com/facebookresearch/SlowFast
    
Show 8 hidden projects...
  • imgaug (πŸ₯‡32 Β· ⭐ 11K Β· πŸ’€) - Image augmentation for machine learning experiments. MIT
  • glfw (πŸ₯ˆ30 Β· ⭐ 7.8K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
  • Augmentor (πŸ₯‰25 Β· ⭐ 4.5K Β· πŸ’€) - Image augmentation library in Python for machine learning. MIT
  • chainercv (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
  • Pillow-SIMD (πŸ₯‰24 Β· ⭐ 1.6K Β· πŸ’€) - The friendly PIL fork. ❗️PIL
  • segmentation_models (πŸ₯‰23 Β· ⭐ 3.3K Β· πŸ’€) - Segmentation models with pretrained backbones. Keras.. MIT
  • Luminoth (πŸ₯‰22 Β· ⭐ 2.4K Β· πŸ’€) - Deep Learning toolkit for Computer Vision. BSD-3
  • solt (πŸ₯‰17 Β· ⭐ 250 Β· πŸ’€) - Streaming over lightweight data transformations. MIT

Graph Data

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Libraries for graph processing, clustering, embedding, and machine learning tasks.

networkx (πŸ₯‡35 Β· ⭐ 9.4K) - Network Analysis in Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 2.4K Β· πŸ“₯ 56 Β· πŸ“¦ 80K Β· πŸ“‹ 2.7K - 10% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/networkx/networkx
    
  • PyPi (πŸ“₯ 12M / month Β· πŸ“¦ 21K Β· ⏱️ 08.07.2021):

     pip install networkx
    
  • Conda (πŸ“₯ 4M Β· ⏱️ 09.07.2021):

     conda install -c conda-forge networkx
    
PyTorch Geometric (πŸ₯‡29 Β· ⭐ 12K) - Geometric Deep Learning Extension Library for PyTorch. MIT
  • GitHub (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 2K Β· πŸ“‹ 2.1K - 38% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/rusty1s/pytorch_geometric
    
  • PyPi (πŸ“₯ 47K / month Β· πŸ“¦ 24 Β· ⏱️ 26.06.2021):

     pip install torch-geometric
    
dgl (πŸ₯‡28 Β· ⭐ 7.6K) - Python package built to ease deep learning on graph, on top of existing.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.6K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/dmlc/dgl
    
  • PyPi (πŸ“₯ 91K / month Β· πŸ“¦ 30 Β· ⏱️ 27.05.2021):

     pip install dgl
    
StellarGraph (πŸ₯ˆ26 Β· ⭐ 2K) - StellarGraph - Machine Learning on Graphs. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 290 Β· πŸ“¦ 74 Β· πŸ“‹ 970 - 25% open Β· ⏱️ 18.02.2021):

     git clone https://github.com/stellargraph/stellargraph
    
  • PyPi (πŸ“₯ 13K / month Β· πŸ“¦ 4 Β· ⏱️ 30.06.2020):

     pip install stellargraph
    
Spektral (πŸ₯ˆ24 Β· ⭐ 1.8K) - Graph Neural Networks with Keras and Tensorflow 2. MIT
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 240 Β· πŸ“¦ 60 Β· πŸ“‹ 170 - 20% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/danielegrattarola/spektral
    
  • PyPi (πŸ“₯ 4.2K / month Β· ⏱️ 09.07.2021):

     pip install spektral
    
AmpliGraph (πŸ₯ˆ23 Β· ⭐ 1.6K) - Python library for Representation Learning on Knowledge.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 170 Β· πŸ“¦ 15 Β· πŸ“‹ 200 - 11% open Β· ⏱️ 25.05.2021):

     git clone https://github.com/Accenture/AmpliGraph
    
  • PyPi (πŸ“₯ 1.7K / month Β· ⏱️ 25.05.2021):

     pip install ampligraph
    
pygraphistry (πŸ₯ˆ23 Β· ⭐ 1.4K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 130 Β· πŸ“¦ 46 Β· πŸ“‹ 150 - 35% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/graphistry/pygraphistry
    
  • PyPi (πŸ“₯ 1.3K / month Β· πŸ“¦ 4 Β· ⏱️ 14.07.2021):

     pip install graphistry
    
ogb (πŸ₯ˆ23 Β· ⭐ 1K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 210 Β· πŸ“¦ 130 Β· ⏱️ 22.06.2021):

     git clone https://github.com/snap-stanford/ogb
    
  • PyPi (πŸ“₯ 6.5K / month Β· ⏱️ 07.04.2021):

     pip install ogb
    
PyTorch-BigGraph (πŸ₯ˆ22 Β· ⭐ 2.8K) - Generate embeddings from large-scale graph-structured.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 380 Β· πŸ“₯ 120 Β· πŸ“‹ 160 - 26% open Β· ⏱️ 07.07.2021):

     git clone https://github.com/facebookresearch/PyTorch-BigGraph
    
  • PyPi (πŸ“₯ 1.1K / month Β· πŸ“¦ 4 Β· ⏱️ 01.05.2019):

     pip install torchbiggraph
    
Node2Vec (πŸ₯ˆ22 Β· ⭐ 740) - Implementation of the node2vec algorithm. MIT
  • GitHub (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 180 Β· πŸ“¦ 160 Β· πŸ“‹ 66 - 4% open Β· ⏱️ 16.04.2021):

     git clone https://github.com/eliorc/node2vec
    
  • PyPi (πŸ“₯ 11K / month Β· πŸ“¦ 10 Β· ⏱️ 02.04.2021):

     pip install node2vec
    
  • Conda (πŸ“₯ 18K Β· ⏱️ 25.04.2020):

     conda install -c conda-forge node2vec
    
torch-cluster (πŸ₯ˆ22 Β· ⭐ 390) - PyTorch Extension Library of Optimized Graph Cluster.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 74 Β· πŸ“‹ 85 - 47% open Β· ⏱️ 03.07.2021):

     git clone https://github.com/rusty1s/pytorch_cluster
    
  • PyPi (πŸ“₯ 9.5K / month Β· πŸ“¦ 32 Β· ⏱️ 01.03.2021):

     pip install torch-cluster
    
PyKEEN (πŸ₯‰20 Β· ⭐ 470) - A Python library for learning and evaluating knowledge graph embeddings. MIT
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 71 Β· πŸ“₯ 92 Β· πŸ“‹ 230 - 34% open Β· ⏱️ 03.07.2021):

     git clone https://github.com/pykeen/pykeen
    
  • PyPi (πŸ“₯ 1.1K / month Β· πŸ“¦ 2 Β· ⏱️ 13.06.2021):

     pip install pykeen
    
Paddle Graph Learning (πŸ₯‰19 Β· ⭐ 1.1K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 160 Β· πŸ“¦ 17 Β· πŸ“‹ 78 - 39% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/PaddlePaddle/PGL
    
  • PyPi (πŸ“₯ 890 / month Β· πŸ“¦ 2 Β· ⏱️ 10.07.2021):

     pip install pgl
    
graph4nlp (πŸ₯‰19 Β· ⭐ 880) - Graph4nlp is the library for the easy use of Graph Neural.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 96 Β· πŸ“‹ 64 - 3% open Β· ⏱️ 10.07.2021):

     git clone https://github.com/graph4ai/graph4nlp
    
  • PyPi (πŸ“₯ 180 / month Β· ⏱️ 06.06.2021):

     pip install graph4nlp
    
pytorch_geometric_temporal (πŸ₯‰19 Β· ⭐ 870) - A Temporal Extension Library for PyTorch Geometric. MIT
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 110 Β· πŸ“‹ 44 - 4% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/benedekrozemberczki/pytorch_geometric_temporal
    
  • PyPi (πŸ“₯ 1.6K / month Β· ⏱️ 13.07.2021):

     pip install torch-geometric-temporal
    
graph-nets (πŸ₯‰18 Β· ⭐ 4.9K Β· πŸ’€) - Build Graph Nets in Tensorflow. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 740 Β· πŸ“‹ 120 - 7% open Β· ⏱️ 04.12.2020):

     git clone https://github.com/deepmind/graph_nets
    
  • PyPi (πŸ“₯ 1K / month Β· πŸ“¦ 7 Β· ⏱️ 29.01.2020):

     pip install graph-nets
    
GraphEmbedding (πŸ₯‰16 Β· ⭐ 2.1K Β· πŸ’€) - Implementation and experiments of graph embedding.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 640 Β· πŸ“¦ 12 Β· πŸ“‹ 49 - 71% open Β· ⏱️ 18.10.2020):

     git clone https://github.com/shenweichen/GraphEmbedding
    
kglib (πŸ₯‰16 Β· ⭐ 440) - Grakn Knowledge Graph Library (ML R&D). Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 84 Β· πŸ“₯ 210 Β· πŸ“‹ 61 - 19% open Β· ⏱️ 15.01.2021):

     git clone https://github.com/vaticle/kglib
    
  • PyPi (πŸ“₯ 130 / month Β· ⏱️ 19.08.2020):

     pip install grakn-kglib
    
Euler (πŸ₯‰14 Β· ⭐ 2.6K Β· πŸ’€) - A distributed graph deep learning framework. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 520 Β· πŸ“‹ 310 - 67% open Β· ⏱️ 29.07.2020):

     git clone https://github.com/alibaba/euler
    
  • PyPi (πŸ“₯ 18 / month Β· ⏱️ 10.04.2019):

     pip install euler-gl
    
AutoGL (πŸ₯‰14 Β· ⭐ 650) - An autoML framework & toolkit for machine learning on graphs. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 69 Β· πŸ“‹ 13 - 38% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/THUMNLab/AutoGL
    
  • PyPi (πŸ“₯ 64 / month Β· ⏱️ 23.12.2020):

     pip install auto-graph-learning
    
OpenKE (πŸ₯‰13 Β· ⭐ 2.6K) - An Open-Source Package for Knowledge Embedding (KE). MIT
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 800 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 06.04.2021):

     git clone https://github.com/thunlp/OpenKE
    
GraphVite (πŸ₯‰12 Β· ⭐ 920) - GraphVite: A General and High-performance Graph Embedding System. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 120 Β· πŸ“‹ 86 - 34% open Β· ⏱️ 14.01.2021):

     git clone https://github.com/DeepGraphLearning/graphvite
    
  • Conda (πŸ“₯ 3.8K Β· ⏱️ 19.03.2020):

     conda install -c milagraph graphvite
    
Show 10 hidden projects...
  • igraph (πŸ₯‡28 Β· ⭐ 840) - Python interface for igraph. ❗️GPL-2.0
  • pygal (πŸ₯ˆ26 Β· ⭐ 2.4K) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
  • Karate Club (πŸ₯ˆ23 Β· ⭐ 1.3K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0
  • DeepWalk (πŸ₯‰21 Β· ⭐ 2.3K Β· πŸ’€) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
  • DIG (πŸ₯‰17 Β· ⭐ 780) - A library for graph deep learning research. ❗️GPL-3.0
  • Sematch (πŸ₯‰17 Β· ⭐ 360 Β· πŸ’€) - semantic similarity framework for knowledge graph. Apache-2
  • DeepGraph (πŸ₯‰17 Β· ⭐ 240) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
  • pyRDF2Vec (πŸ₯‰17 Β· ⭐ 120) - Python Implementation and Extension of RDF2Vec. MIT
  • GraphSAGE (πŸ₯‰14 Β· ⭐ 2.4K Β· πŸ’€) - Representation learning on large graphs using stochastic.. MIT
  • OpenNE (πŸ₯‰13 Β· ⭐ 1.5K Β· πŸ’€) - An Open-Source Package for Network Embedding (NE). MIT

Audio Data

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Libraries for audio analysis, manipulation, transformation, and extraction, as well as speech recognition and music generation tasks.

Pydub (πŸ₯‡31 Β· ⭐ 5.5K) - Manipulate audio with a simple and easy high level interface. MIT
  • GitHub (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 740 Β· πŸ“¦ 7.9K Β· πŸ“‹ 450 - 45% open Β· ⏱️ 08.06.2021):

     git clone https://github.com/jiaaro/pydub
    
  • PyPi (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.03.2021):

     pip install pydub
    
  • Conda (πŸ“₯ 16K Β· ⏱️ 13.03.2021):

     conda install -c conda-forge pydub
    
DeepSpeech (πŸ₯‡30 Β· ⭐ 18K Β· πŸ“ˆ) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
  • GitHub (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 3.1K Β· πŸ“₯ 610K Β· πŸ“¦ 520 Β· πŸ“‹ 2K - 5% open Β· ⏱️ 13.05.2021):

     git clone https://github.com/mozilla/DeepSpeech
    
  • PyPi (πŸ“₯ 9.7K / month Β· πŸ“¦ 58 Β· ⏱️ 19.12.2020):

     pip install deepspeech
    
torchaudio (πŸ₯‡30 Β· ⭐ 1.4K) - Data manipulation and transformation for audio signal.. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 320 Β· πŸ“¦ 4.1K Β· πŸ“‹ 510 - 30% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/pytorch/audio
    
  • PyPi (πŸ“₯ 280K / month Β· πŸ“¦ 18 Β· ⏱️ 15.06.2021):

     pip install torchaudio
    
librosa (πŸ₯ˆ28 Β· ⭐ 4.6K) - Python library for audio and music analysis. ISC
  • GitHub (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 740 Β· πŸ“‹ 890 - 5% open Β· ⏱️ 01.07.2021):

     git clone https://github.com/librosa/librosa
    
  • PyPi (πŸ“₯ 640K / month Β· πŸ“¦ 1.8K Β· ⏱️ 26.05.2021):

     pip install librosa
    
  • Conda (πŸ“₯ 370K Β· ⏱️ 26.05.2021):

     conda install -c conda-forge librosa
    
espnet (πŸ₯ˆ28 Β· ⭐ 3.9K) - End-to-End Speech Processing Toolkit. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.2K Β· πŸ“₯ 73 Β· πŸ“¦ 12 Β· πŸ“‹ 1.4K - 15% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/espnet/espnet
    
  • PyPi (πŸ“₯ 3.5K / month Β· ⏱️ 22.06.2021):

     pip install espnet
    
pyAudioAnalysis (πŸ₯ˆ27 Β· ⭐ 4K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 990 Β· πŸ“¦ 230 Β· πŸ“‹ 280 - 60% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/tyiannak/pyAudioAnalysis
    
  • PyPi (πŸ“₯ 14K / month Β· πŸ“¦ 22 Β· ⏱️ 13.05.2021):

     pip install pyAudioAnalysis
    
Magenta (πŸ₯ˆ26 Β· ⭐ 17K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 3.5K Β· πŸ“¦ 300 Β· πŸ“‹ 880 - 35% open Β· ⏱️ 30.06.2021):

     git clone https://github.com/magenta/magenta
    
  • PyPi (πŸ“₯ 4.7K / month Β· πŸ“¦ 70 Β· ⏱️ 12.11.2020):

     pip install magenta
    
audioread (πŸ₯ˆ26 Β· ⭐ 370 Β· πŸ’€) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 83 Β· πŸ“¦ 5.6K Β· πŸ“‹ 75 - 41% open Β· ⏱️ 20.10.2020):

     git clone https://github.com/beetbox/audioread
    
  • PyPi (πŸ“₯ 660K / month Β· πŸ“¦ 590 Β· ⏱️ 20.10.2020):

     pip install audioread
    
  • Conda (πŸ“₯ 320K Β· ⏱️ 16.03.2021):

     conda install -c conda-forge audioread
    
spleeter (πŸ₯ˆ25 Β· ⭐ 17K) - Deezer source separation library including pretrained models. MIT
  • GitHub (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 1.8K Β· πŸ“₯ 1.1M Β· πŸ“‹ 560 - 16% open Β· ⏱️ 02.06.2021):

     git clone https://github.com/deezer/spleeter
    
  • PyPi (πŸ“₯ 8.4K / month Β· ⏱️ 15.04.2021):

     pip install spleeter
    
  • Conda (πŸ“₯ 56K Β· ⏱️ 30.06.2020):

     conda install -c conda-forge spleeter
    
python-soundfile (πŸ₯ˆ25 Β· ⭐ 390 Β· πŸ’€) - SoundFile is an audio library based on libsndfile, CFFI,.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 46 Β· πŸ“₯ 2.5K Β· πŸ“¦ 7.9K Β· πŸ“‹ 150 - 38% open Β· ⏱️ 01.12.2020):

     git clone https://github.com/bastibe/python-soundfile
    
  • PyPi (πŸ“₯ 910K / month Β· πŸ“¦ 740 Β· ⏱️ 27.11.2019):

     pip install soundfile
    
python_speech_features (πŸ₯‰24 Β· ⭐ 1.9K Β· πŸ’€) - This library provides common speech features for ASR.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 560 Β· πŸ“‹ 72 - 31% open Β· ⏱️ 31.12.2020):

     git clone https://github.com/jameslyons/python_speech_features
    
  • PyPi (πŸ“₯ 84K / month Β· πŸ“¦ 300 Β· ⏱️ 16.08.2017):

     pip install python_speech_features
    
speechbrain (πŸ₯‰22 Β· ⭐ 2.6K) - A PyTorch-based Speech Toolkit. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 380 Β· πŸ“¦ 28 Β· πŸ“‹ 320 - 14% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/speechbrain/speechbrain
    
  • PyPi (πŸ“₯ 2.8K / month Β· ⏱️ 17.06.2021):

     pip install speechbrain
    
Porcupine (πŸ₯‰22 Β· ⭐ 2.5K) - On-device wake word detection powered by deep learning. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 360 Β· πŸ“¦ 5 Β· πŸ“‹ 320 - 3% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/Picovoice/Porcupine
    
  • PyPi (πŸ“₯ 740 / month Β· ⏱️ 14.04.2021):

     pip install pvporcupine
    
DDSP (πŸ₯‰22 Β· ⭐ 1.9K) - DDSP: Differentiable Digital Signal Processing. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 190 Β· πŸ“¦ 13 Β· πŸ“‹ 120 - 16% open Β· ⏱️ 08.07.2021):

     git clone https://github.com/magenta/ddsp
    
  • PyPi (πŸ“₯ 1.6K / month Β· ⏱️ 07.07.2021):

     pip install ddsp
    
kapre (πŸ₯‰22 Β· ⭐ 750) - kapre: Keras Audio Preprocessors. MIT
  • GitHub (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 130 Β· πŸ“₯ 13 Β· πŸ“¦ 920 Β· πŸ“‹ 89 - 10% open Β· ⏱️ 25.03.2021):

     git clone https://github.com/keunwoochoi/kapre
    
  • PyPi (πŸ“₯ 1.8K / month Β· πŸ“¦ 22 Β· ⏱️ 29.09.2020):

     pip install kapre
    
audiomentations (πŸ₯‰22 Β· ⭐ 620) - A Python library for audio data augmentation. Inspired by.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 78 Β· πŸ“¦ 54 Β· πŸ“‹ 80 - 27% open Β· ⏱️ 03.07.2021):

     git clone https://github.com/iver56/audiomentations
    
  • PyPi (πŸ“₯ 2.3K / month Β· ⏱️ 25.06.2021):

     pip install audiomentations
    
tinytag (πŸ₯‰22 Β· ⭐ 470) - Read music meta data and length of MP3, OGG, OPUS, MP4, M4A, FLAC, WMA and.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 82 Β· πŸ“¦ 380 Β· πŸ“‹ 82 - 19% open Β· ⏱️ 13.06.2021):

     git clone https://github.com/devsnd/tinytag
    
  • PyPi (πŸ“₯ 4.9K / month Β· πŸ“¦ 96 Β· ⏱️ 05.11.2020):

     pip install tinytag
    
nnAudio (πŸ₯‰21 Β· ⭐ 500) - Audio processing by using pytorch 1D convolution network. MIT
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 51 Β· πŸ“¦ 16 Β· πŸ“‹ 40 - 22% open Β· ⏱️ 29.06.2021):

     git clone https://github.com/KinWaiCheuk/nnAudio
    
  • PyPi (πŸ“₯ 4.3K / month Β· ⏱️ 11.06.2021):

     pip install nnAudio
    
TTS (πŸ₯‰19 Β· ⭐ 4.9K) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
  • GitHub (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 800 Β· πŸ“₯ 820 Β· πŸ“‹ 510 - 3% open Β· ⏱️ 12.02.2021):

     git clone https://github.com/mozilla/TTS
    
Coqui TTS (πŸ₯‰19 Β· ⭐ 1.9K) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0
  • GitHub (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 140 Β· πŸ“₯ 14K Β· πŸ“‹ 100 - 15% open Β· ⏱️ 06.07.2021):

     git clone https://github.com/coqui-ai/TTS
    
  • PyPi (πŸ“₯ 2.7K / month Β· ⏱️ 14.07.2017):

     pip install tts
    
Show 7 hidden projects...
  • SpeechRecognition (πŸ₯‡30 Β· ⭐ 5.7K Β· πŸ’€) - Speech recognition module for Python, supporting.. BSD-3
  • aubio (πŸ₯ˆ26 Β· ⭐ 2.2K) - a library for audio and music analysis. ❗️GPL-3.0
  • Essentia (πŸ₯‰24 Β· ⭐ 1.9K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
  • Madmom (πŸ₯‰22 Β· ⭐ 770 Β· πŸ’€) - Python audio and music signal processing library. BSD-3
  • Dejavu (πŸ₯‰21 Β· ⭐ 5.5K Β· πŸ’€) - Audio fingerprinting and recognition in Python. MIT
  • Muda (πŸ₯‰19 Β· ⭐ 190) - A library for augmenting annotated audio data. ISC
  • Julius (πŸ₯‰17 Β· ⭐ 200) - Fast PyTorch based DSP for audio and 1D signals. MIT

Geospatial Data

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Libraries to load, process, analyze, and write geographic data as well as libraries for spatial analysis, map visualization, and geocoding.

pydeck (πŸ₯‡34 Β· ⭐ 8.8K) - WebGL2 powered geospatial visualization layers. MIT
  • GitHub (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.6K Β· πŸ“¦ 1.6K Β· πŸ“‹ 2.2K - 4% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/visgl/deck.gl
    
  • PyPi (πŸ“₯ 350K / month Β· πŸ“¦ 2 Β· ⏱️ 13.04.2021):

     pip install pydeck
    
  • Conda (πŸ“₯ 41K Β· ⏱️ 13.04.2021):

     conda install -c conda-forge pydeck
    
  • NPM (πŸ“₯ 210K / month Β· πŸ“¦ 560 Β· ⏱️ 06.07.2021):

     npm install deck.gl
    
geopy (πŸ₯‡33 Β· ⭐ 3.4K Β· πŸ“ˆ) - Geocoding library for Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 550 Β· πŸ“¦ 24K Β· πŸ“‹ 250 - 9% open Β· ⏱️ 11.07.2021):

     git clone https://github.com/geopy/geopy
    
  • PyPi (πŸ“₯ 5.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 11.07.2021):

     pip install geopy
    
  • Conda (πŸ“₯ 560K Β· ⏱️ 12.07.2021):

     conda install -c conda-forge geopy
    
Shapely (πŸ₯‡33 Β· ⭐ 2.3K) - Manipulation and analysis of geometric objects. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 410 Β· πŸ“¦ 20K Β· πŸ“‹ 760 - 18% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/Toblerity/Shapely
    
  • PyPi (πŸ“₯ 4.4M / month Β· πŸ“¦ 5.5K Β· ⏱️ 04.03.2021):

     pip install shapely
    
  • Conda (πŸ“₯ 2.5M Β· ⏱️ 02.06.2021):

     conda install -c conda-forge shapely
    
folium (πŸ₯ˆ32 Β· ⭐ 5.3K) - Python Data. Leaflet.js Maps. MIT
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 2K Β· πŸ“¦ 11K Β· πŸ“‹ 870 - 19% open Β· ⏱️ 19.06.2021):

     git clone https://github.com/python-visualization/folium
    
  • PyPi (πŸ“₯ 530K / month Β· πŸ“¦ 970 Β· ⏱️ 18.01.2021):

     pip install folium
    
  • Conda (πŸ“₯ 380K Β· ⏱️ 12.03.2021):

     conda install -c conda-forge folium
    
GeoPandas (πŸ₯ˆ32 Β· ⭐ 2.7K) - Python tools for geographic data. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 600 Β· πŸ“₯ 1.1K Β· πŸ“¦ 9.2K Β· πŸ“‹ 1.1K - 31% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/geopandas/geopandas
    
  • PyPi (πŸ“₯ 1.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 28.02.2021):

     pip install geopandas
    
  • Conda (πŸ“₯ 1.1M Β· ⏱️ 09.06.2021):

     conda install -c conda-forge geopandas
    
Rasterio (πŸ₯ˆ32 Β· ⭐ 1.5K) - Rasterio reads and writes geospatial raster datasets. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 420 Β· πŸ“₯ 740 Β· πŸ“¦ 3.4K Β· πŸ“‹ 1.4K - 10% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/mapbox/rasterio
    
  • PyPi (πŸ“₯ 550K / month Β· πŸ“¦ 850 Β· ⏱️ 23.06.2021):

     pip install rasterio
    
  • Conda (πŸ“₯ 1.1M Β· ⏱️ 24.06.2021):

     conda install -c conda-forge rasterio
    
Fiona (πŸ₯ˆ31 Β· ⭐ 820) - Fiona reads and writes geographic data files. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 180 Β· πŸ“¦ 6.2K Β· πŸ“‹ 640 - 12% open Β· ⏱️ 24.06.2021):

     git clone https://github.com/Toblerity/Fiona
    
  • PyPi (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 31.05.2021):

     pip install fiona
    
  • Conda (πŸ“₯ 2.1M Β· ⏱️ 14.06.2021):

     conda install -c conda-forge fiona
    
pyproj (πŸ₯ˆ31 Β· ⭐ 630) - Python interface to PROJ (cartographic projections and coordinate.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 160 Β· πŸ“¦ 10K Β· πŸ“‹ 420 - 2% open Β· ⏱️ 10.07.2021):

     git clone https://github.com/pyproj4/pyproj
    
  • PyPi (πŸ“₯ 3.1M / month Β· πŸ“¦ 2.5K Β· ⏱️ 24.05.2021):

     pip install pyproj
    
  • Conda (πŸ“₯ 2.3M Β· ⏱️ 16.06.2021):

     conda install -c conda-forge pyproj
    
ipyleaflet (πŸ₯‰29 Β· ⭐ 1.2K) - A Jupyter - Leaflet.js bridge. MIT
  • GitHub (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 300 Β· πŸ“¦ 940 Β· πŸ“‹ 430 - 38% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/jupyter-widgets/ipyleaflet
    
  • PyPi (πŸ“₯ 48K / month Β· πŸ“¦ 98 Β· ⏱️ 17.06.2021):

     pip install ipyleaflet
    
  • Conda (πŸ“₯ 720K Β· ⏱️ 17.06.2021):

     conda install -c conda-forge ipyleaflet
    
  • NPM (πŸ“₯ 25K / month Β· πŸ“¦ 2 Β· ⏱️ 17.06.2021):

     npm install jupyter-leaflet
    
geojson (πŸ₯‰27 Β· ⭐ 630) - Python bindings and utilities for GeoJSON. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 85 Β· πŸ“¦ 7.1K Β· πŸ“‹ 75 - 29% open Β· ⏱️ 21.03.2021):

     git clone https://github.com/jazzband/geojson
    
  • PyPi (πŸ“₯ 700K / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.08.2019):

     pip install geojson
    
  • Conda (πŸ“₯ 420K Β· ⏱️ 11.08.2019):

     conda install -c conda-forge geojson
    
ArcGIS API (πŸ₯‰24 Β· ⭐ 1.1K) - Documentation and samples for ArcGIS API for Python. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 780 Β· πŸ“‹ 370 - 34% open Β· ⏱️ 06.07.2021):

     git clone https://github.com/Esri/arcgis-python-api
    
  • PyPi (πŸ“₯ 36K / month Β· πŸ“¦ 20 Β· ⏱️ 08.07.2021):

     pip install arcgis
    
  • Docker Hub (πŸ“₯ 4.4K Β· ⭐ 33 Β· ⏱️ 06.03.2020):

     docker pull esridocker/arcgis-api-python-notebook
    
PySAL (πŸ₯‰24 Β· ⭐ 860) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 240 Β· πŸ“‹ 640 - 9% open Β· ⏱️ 01.02.2021):

     git clone https://github.com/pysal/pysal
    
  • PyPi (πŸ“₯ 14K / month Β· πŸ“¦ 36 Β· ⏱️ 02.02.2021):

     pip install pysal
    
  • Conda (πŸ“₯ 420K Β· ⏱️ 08.02.2021):

     conda install -c conda-forge pysal
    
Mapbox GL (πŸ₯‰22 Β· ⭐ 570) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 120 Β· πŸ“¦ 110 Β· πŸ“‹ 100 - 34% open Β· ⏱️ 19.04.2021):

     git clone https://github.com/mapbox/mapboxgl-jupyter
    
  • PyPi (πŸ“₯ 5.2K / month Β· πŸ“¦ 18 Β· ⏱️ 02.06.2019):

     pip install mapboxgl
    
GeoViews (πŸ₯‰22 Β· ⭐ 350) - Simple, concise geographical visualization in Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 64 Β· πŸ“‹ 260 - 31% open Β· ⏱️ 13.04.2021):

     git clone https://github.com/holoviz/geoviews
    
  • PyPi (πŸ“₯ 6.5K / month Β· πŸ“¦ 20 Β· ⏱️ 13.03.2021):

     pip install geoviews
    
  • Conda (πŸ“₯ 73K Β· ⏱️ 14.03.2021):

     conda install -c conda-forge geoviews
    
Show 7 hidden projects...
  • Geocoder (πŸ₯ˆ30 Β· ⭐ 1.4K Β· πŸ’€) - Python Geocoder. MIT
  • Sentinelsat (πŸ₯‰23 Β· ⭐ 640) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
  • gmaps (πŸ₯‰22 Β· ⭐ 720 Β· πŸ’€) - Google maps for Jupyter notebooks. BSD-3
  • geoplotlib (πŸ₯‰21 Β· ⭐ 920 Β· πŸ’€) - python toolbox for visualizing geographical data and making maps. MIT
  • Satpy (πŸ₯‰21 Β· ⭐ 730) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
  • EarthPy (πŸ₯‰20 Β· ⭐ 270) - A package built to support working with spatial data using open source.. BSD-3
  • pymap3d (πŸ₯‰19 Β· ⭐ 200) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2

Financial Data

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Libraries for algorithmic stock/crypto trading, risk analytics, backtesting, technical analysis, and other tasks on financial data.

zipline (πŸ₯‡29 Β· ⭐ 14K Β· πŸ’€) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 4.1K Β· πŸ“¦ 740 Β· πŸ“‹ 990 - 34% open Β· ⏱️ 14.10.2020):

     git clone https://github.com/quantopian/zipline
    
  • PyPi (πŸ“₯ 5.6K / month Β· πŸ“¦ 160 Β· ⏱️ 05.10.2020):

     pip install zipline
    
yfinance (πŸ₯‡29 Β· ⭐ 5.3K) - Yahoo! Finance market data downloader (+faster Pandas Datareader). Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 1.3K Β· πŸ“¦ 5.6K Β· πŸ“‹ 590 - 54% open Β· ⏱️ 10.07.2021):

     git clone https://github.com/ranaroussi/yfinance
    
  • PyPi (πŸ“₯ 300K / month Β· πŸ“¦ 26 Β· ⏱️ 10.07.2021):

     pip install yfinance
    
  • Conda (πŸ“₯ 1.2K Β· ⏱️ 10.07.2021):

     conda install -c ranaroussi yfinance
    
pyfolio (πŸ₯‡28 Β· ⭐ 3.9K Β· πŸ’€) - Portfolio and risk analytics in Python. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 1.2K Β· πŸ“¦ 280 Β· πŸ“‹ 400 - 33% open Β· ⏱️ 15.07.2020):

     git clone https://github.com/quantopian/pyfolio
    
  • PyPi (πŸ“₯ 8.1K / month Β· πŸ“¦ 54 Β· ⏱️ 15.04.2019):

     pip install pyfolio
    
  • Conda (πŸ“₯ 6.8K Β· ⏱️ 16.05.2020):

     conda install -c conda-forge pyfolio
    
ta (πŸ₯ˆ27 Β· ⭐ 2.3K Β· πŸ’€) - Technical Analysis Library using Pandas and Numpy. MIT
  • GitHub (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 580 Β· πŸ“¦ 650 Β· πŸ“‹ 190 - 53% open Β· ⏱️ 29.11.2020):

     git clone https://github.com/bukosabino/ta
    
  • PyPi (πŸ“₯ 79K / month Β· πŸ“¦ 12 Β· ⏱️ 29.11.2020):

     pip install ta
    
Alpha Vantage (πŸ₯ˆ26 Β· ⭐ 3.4K) - A python wrapper for Alpha Vantage API for financial data. MIT
  • GitHub (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 600 Β· πŸ“‹ 240 - 6% open Β· ⏱️ 14.06.2021):

     git clone https://github.com/RomelTorres/alpha_vantage
    
  • PyPi (πŸ“₯ 30K / month Β· πŸ“¦ 200 Β· ⏱️ 26.08.2018):

     pip install alpha_vantage
    
bt (πŸ₯ˆ26 Β· ⭐ 1.1K) - bt - flexible backtesting for Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 290 Β· πŸ“¦ 62 Β· πŸ“‹ 250 - 14% open Β· ⏱️ 15.05.2021):

     git clone https://github.com/pmorissette/bt
    
  • PyPi (πŸ“₯ 8.5K / month Β· πŸ“¦ 40 Β· ⏱️ 21.04.2021):

     pip install bt
    
IB-insync (πŸ₯ˆ25 Β· ⭐ 1.5K) - Python sync/async framework for Interactive Brokers API. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 430 Β· πŸ“‹ 330 - 2% open Β· ⏱️ 08.07.2021):

     git clone https://github.com/erdewit/ib_insync
    
  • PyPi (πŸ“₯ 13K / month Β· πŸ“¦ 12 Β· ⏱️ 26.04.2021):

     pip install ib_insync
    
  • Conda (πŸ“₯ 11K Β· ⏱️ 25.02.2021):

     conda install -c conda-forge ib-insync
    
ffn (πŸ₯ˆ25 Β· ⭐ 900) - ffn - a financial function library for Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 200 Β· πŸ“¦ 130 Β· πŸ“‹ 94 - 19% open Β· ⏱️ 24.04.2021):

     git clone https://github.com/pmorissette/ffn
    
  • PyPi (πŸ“₯ 29K / month Β· πŸ“¦ 42 Β· ⏱️ 21.04.2021):

     pip install ffn
    
empyrical (πŸ₯ˆ25 Β· ⭐ 810 Β· πŸ’€) - Common financial risk and performance metrics. Used by zipline.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 270 Β· πŸ“¦ 660 Β· πŸ“‹ 53 - 50% open Β· ⏱️ 14.10.2020):

     git clone https://github.com/quantopian/empyrical
    
  • PyPi (πŸ“₯ 54K / month Β· πŸ“¦ 220 Β· ⏱️ 13.10.2020):

     pip install empyrical
    
  • Conda (πŸ“₯ 12K Β· ⏱️ 14.10.2020):

     conda install -c conda-forge empyrical
    
TensorTrade (πŸ₯‰23 Β· ⭐ 3.3K Β· πŸ“‰) - An open source reinforcement learning framework for.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 770 Β· πŸ“¦ 20 Β· πŸ“‹ 170 - 10% open Β· ⏱️ 19.06.2021):

     git clone https://github.com/tensortrade-org/tensortrade
    
  • PyPi (πŸ“₯ 1.1K / month Β· πŸ“¦ 1 Β· ⏱️ 10.05.2021):

     pip install tensortrade
    
Enigma Catalyst (πŸ₯‰23 Β· ⭐ 2.2K Β· πŸ’€) - An Algorithmic Trading Library for Crypto-Assets in.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“¦ 23 Β· πŸ“‹ 490 - 27% open Β· ⏱️ 28.12.2020):

     git clone https://github.com/enigmampc/catalyst
    
  • PyPi (πŸ“₯ 2.4K / month Β· πŸ“¦ 2 Β· ⏱️ 11.11.2018):

     pip install enigma-catalyst
    
stockstats (πŸ₯‰23 Β· ⭐ 810 Β· πŸ’€) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 220 Β· πŸ“¦ 280 Β· πŸ“‹ 65 - 50% open Β· ⏱️ 17.10.2020):

     git clone https://github.com/jealous/stockstats
    
  • PyPi (πŸ“₯ 33K / month Β· πŸ“¦ 48 Β· ⏱️ 17.10.2020):

     pip install stockstats
    
Qlib (πŸ₯‰21 Β· ⭐ 5.3K) - Qlib is an AI-oriented quantitative investment platform, which aims to.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 880 Β· πŸ“₯ 260 Β· πŸ“¦ 4 Β· πŸ“‹ 270 - 30% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/microsoft/qlib
    
  • PyPi (πŸ“₯ 4.5K / month Β· ⏱️ 11.07.2021):

     pip install pyqlib
    
finmarketpy (πŸ₯‰21 Β· ⭐ 2.6K) - Python library for backtesting trading strategies & analyzing.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 440 Β· πŸ“₯ 39 Β· πŸ“¦ 3 Β· πŸ“‹ 26 - 88% open Β· ⏱️ 29.06.2021):

     git clone https://github.com/cuemacro/finmarketpy
    
  • PyPi (πŸ“₯ 160 / month Β· ⏱️ 01.06.2021):

     pip install finmarketpy
    
tf-quant-finance (πŸ₯‰20 Β· ⭐ 2.7K) - High-performance TensorFlow library for quantitative.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 360 Β· πŸ“¦ 7 Β· πŸ“‹ 34 - 52% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/google/tf-quant-finance
    
  • PyPi (πŸ“₯ 280 / month Β· ⏱️ 13.07.2021):

     pip install tf-quant-finance
    
Crypto Signals (πŸ₯‰19 Β· ⭐ 3.2K) - Github.com/CryptoSignal - #1 Quant Trading & Technical Analysis.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 840 Β· πŸ“‹ 240 - 17% open Β· ⏱️ 28.06.2021):

     git clone https://github.com/CryptoSignal/crypto-signal
    
  • Docker Hub (πŸ“₯ 140K Β· ⭐ 7 Β· ⏱️ 03.09.2020):

     docker pull shadowreaver/crypto-signal
    
Show 7 hidden projects...

Time Series Data

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Libraries for forecasting, anomaly detection, feature extraction, and machine learning on time-series and sequential data.

Prophet (πŸ₯‡29 Β· ⭐ 13K) - Tool for producing high quality forecasts for time series data that has.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 3.7K Β· πŸ“₯ 620 Β· πŸ“‹ 1.6K - 6% open Β· ⏱️ 11.05.2021):

     git clone https://github.com/facebook/prophet
    
  • PyPi (πŸ“₯ 920K / month Β· πŸ“¦ 150 Β· ⏱️ 05.09.2020):

     pip install fbprophet
    
pmdarima (πŸ₯‡28 Β· ⭐ 930) - A statistical library designed to fill the void in Python's time series.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 170 Β· πŸ“¦ 1.2K Β· πŸ“‹ 240 - 8% open Β· ⏱️ 07.05.2021):

     git clone https://github.com/alkaline-ml/pmdarima
    
  • PyPi (πŸ“₯ 530K / month Β· πŸ“¦ 12 Β· ⏱️ 19.04.2021):

     pip install pmdarima
    
tsfresh (πŸ₯‡27 Β· ⭐ 5.8K) - Automatic extraction of relevant features from time series:. MIT
  • GitHub (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 890 Β· πŸ“‹ 470 - 8% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/blue-yonder/tsfresh
    
  • PyPi (πŸ“₯ 200K / month Β· πŸ“¦ 66 Β· ⏱️ 09.09.2020):

     pip install tsfresh
    
  • Conda (πŸ“₯ 37K Β· ⏱️ 07.03.2021):

     conda install -c conda-forge tsfresh
    
sktime (πŸ₯ˆ26 Β· ⭐ 4.2K) - A unified framework for machine learning with time series. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 580 Β· πŸ“₯ 63 Β· πŸ“¦ 200 Β· πŸ“‹ 590 - 37% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/alan-turing-institute/sktime
    
  • PyPi (πŸ“₯ 110K / month Β· ⏱️ 12.07.2021):

     pip install sktime
    
tslearn (πŸ₯ˆ25 Β· ⭐ 1.7K) - A machine learning toolkit dedicated to time-series data. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 240 Β· πŸ“¦ 260 Β· πŸ“‹ 240 - 28% open Β· ⏱️ 18.06.2021):

     git clone https://github.com/tslearn-team/tslearn
    
  • PyPi (πŸ“₯ 110K / month Β· πŸ“¦ 22 Β· ⏱️ 17.05.2021):

     pip install tslearn
    
  • Conda (πŸ“₯ 220K Β· ⏱️ 18.05.2021):

     conda install -c conda-forge tslearn
    
Streamz (πŸ₯ˆ24 Β· ⭐ 960) - Real-time stream processing for python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 120 Β· πŸ“¦ 220 Β· πŸ“‹ 230 - 41% open Β· ⏱️ 23.06.2021):

     git clone https://github.com/python-streamz/streamz
    
  • PyPi (πŸ“₯ 10K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2021):

     pip install streamz
    
  • Conda (πŸ“₯ 180K Β· ⏱️ 15.01.2021):

     conda install -c conda-forge streamz
    
GluonTS (πŸ₯ˆ23 Β· ⭐ 2K) - Probabilistic time series modeling in Python. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 420 Β· πŸ“‹ 630 - 35% open Β· ⏱️ 06.07.2021):

     git clone https://github.com/awslabs/gluon-ts
    
  • PyPi (πŸ“₯ 52K / month Β· ⏱️ 05.07.2021):

     pip install gluonts
    
STUMPY (πŸ₯ˆ22 Β· ⭐ 1.8K) - STUMPY is a powerful and scalable Python library for computing a Matrix.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 180 Β· πŸ“‹ 250 - 10% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/TDAmeritrade/stumpy
    
  • PyPi (πŸ“₯ 66K / month Β· ⏱️ 04.02.2021):

     pip install stumpy
    
  • Conda (πŸ“₯ 25K Β· ⏱️ 05.02.2021):

     conda install -c conda-forge stumpy
    
Darts (πŸ₯ˆ22 Β· ⭐ 1.2K) - A python library for easy manipulation and forecasting of time series. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“¦ 6 Β· πŸ“‹ 110 - 20% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/unit8co/darts
    
  • PyPi (πŸ“₯ 4.3K / month Β· ⏱️ 09.07.2021):

     pip install u8darts
    
  • Docker Hub (πŸ“₯ 130 Β· ⏱️ 22.05.2021):

     docker pull unit8/darts
    
pytorch-forecasting (πŸ₯‰21 Β· ⭐ 1.2K) - Time series forecasting with PyTorch. MIT
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 140 Β· πŸ“‹ 270 - 28% open Β· ⏱️ 08.07.2021):

     git clone https://github.com/jdb78/pytorch-forecasting
    
  • PyPi (πŸ“₯ 10K / month Β· ⏱️ 04.06.2021):

     pip install pytorch-forecasting
    
pyts (πŸ₯‰20 Β· ⭐ 990) - A Python package for time series classification. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 100 Β· πŸ“¦ 130 Β· πŸ“‹ 47 - 59% open Β· ⏱️ 26.05.2021):

     git clone https://github.com/johannfaouzi/pyts
    
  • PyPi (πŸ“₯ 16K / month Β· πŸ“¦ 4 Β· ⏱️ 21.03.2020):

     pip install pyts
    
  • Conda (πŸ“₯ 8K Β· ⏱️ 21.03.2020):

     conda install -c conda-forge pyts
    
seglearn (πŸ₯‰19 Β· ⭐ 460) - Python module for machine learning time series:. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 47 Β· πŸ“¦ 8 Β· πŸ“‹ 28 - 17% open Β· ⏱️ 12.03.2021):

     git clone https://github.com/dmbee/seglearn
    
  • PyPi (πŸ“₯ 1.4K / month Β· πŸ“¦ 1 Β· ⏱️ 13.03.2021):

     pip install seglearn
    
greykite (πŸ₯‰17 Β· ⭐ 1.2K Β· 🐣) - A flexible, intuitive and fast forecasting library. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 43 Β· πŸ“¦ 2 Β· πŸ“‹ 28 - 32% open Β· ⏱️ 01.07.2021):

     git clone https://github.com/linkedin/greykite
    
  • PyPi (πŸ“₯ 7.9K / month Β· ⏱️ 01.07.2021):

     pip install greykite
    
atspy (πŸ₯‰16 Β· ⭐ 360 Β· πŸ’€) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT
  • GitHub (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 68 Β· πŸ“¦ 3 Β· πŸ“‹ 20 - 90% open Β· ⏱️ 12.11.2020):

     git clone https://github.com/firmai/atspy
    
  • PyPi (πŸ“₯ 690 / month Β· ⏱️ 24.04.2020):

     pip install atspy
    
Show 8 hidden projects...
  • PyFlux (πŸ₯ˆ23 Β· ⭐ 1.9K Β· πŸ’€) - Open source time series library for Python. BSD-3
  • luminol (πŸ₯‰21 Β· ⭐ 940 Β· πŸ’€) - Anomaly Detection and Correlation library. Apache-2
  • pydlm (πŸ₯‰20 Β· ⭐ 400 Β· πŸ’€) - A python library for Bayesian time series modeling. BSD-3
  • matrixprofile-ts (πŸ₯‰19 Β· ⭐ 640 Β· πŸ’€) - A Python library for detecting patterns and anomalies.. Apache-2
  • Auto TS (πŸ₯‰19 Β· ⭐ 260) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost.. Apache-2
  • ADTK (πŸ₯‰18 Β· ⭐ 680 Β· πŸ’€) - A Python toolkit for rule-based/unsupervised anomaly detection in time.. MPL-2.0
  • tick (πŸ₯‰18 Β· ⭐ 350 Β· πŸ’€) - Module for statistical learning, with a particular emphasis on time-.. BSD-3
  • tsaug (πŸ₯‰14 Β· ⭐ 200 Β· πŸ’€) - A Python package for time series augmentation. Apache-2

Medical Data

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Libraries for processing and analyzing medical data such as MRIs, EEGs, genomic data, and other medical imaging formats.

NIPYPE (πŸ₯‡30 Β· ⭐ 570) - Workflows and interfaces for neuroimaging packages. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 460 Β· πŸ“¦ 660 Β· πŸ“‹ 1.2K - 27% open Β· ⏱️ 16.06.2021):

     git clone https://github.com/nipy/nipype
    
  • PyPi (πŸ“₯ 64K / month Β· πŸ“¦ 190 Β· ⏱️ 16.06.2021):

     pip install nipype
    
  • Conda (πŸ“₯ 420K Β· ⏱️ 13.07.2021):

     conda install -c conda-forge nipype
    
Lifelines (πŸ₯‡29 Β· ⭐ 1.7K) - Survival analysis in Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 430 Β· πŸ“¦ 620 Β· πŸ“‹ 810 - 25% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/CamDavidsonPilon/lifelines
    
  • PyPi (πŸ“₯ 240K / month Β· πŸ“¦ 130 Β· ⏱️ 27.05.2021):

     pip install lifelines
    
  • Conda (πŸ“₯ 160K Β· ⏱️ 27.05.2021):

     conda install -c conda-forge lifelines
    
NiBabel (πŸ₯‡29 Β· ⭐ 420) - Python package to access a cacophony of neuro-imaging file formats. MIT
  • GitHub (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 210 Β· πŸ“¦ 4.9K Β· πŸ“‹ 410 - 27% open Β· ⏱️ 25.06.2021):

     git clone https://github.com/nipy/nibabel
    
  • PyPi (πŸ“₯ 160K / month Β· πŸ“¦ 1.3K Β· ⏱️ 28.11.2020):

     pip install nibabel
    
  • Conda (πŸ“₯ 360K Β· ⏱️ 29.11.2020):

     conda install -c conda-forge nibabel
    
DIPY (πŸ₯ˆ28 Β· ⭐ 450) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 400 Β· πŸ“‹ 780 - 20% open Β· ⏱️ 07.07.2021):

     git clone https://github.com/dipy/dipy
    
  • PyPi (πŸ“₯ 15K / month Β· πŸ“¦ 94 Β· ⏱️ 06.05.2021):

     pip install dipy
    
  • Conda (πŸ“₯ 240K Β· ⏱️ 06.05.2021):

     conda install -c conda-forge dipy
    
MNE (πŸ₯ˆ27 Β· ⭐ 1.6K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 910 Β· πŸ“¦ 1K Β· πŸ“‹ 3.7K - 8% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/mne-tools/mne-python
    
  • PyPi (πŸ“₯ 41K / month Β· πŸ“¦ 200 Β· ⏱️ 27.04.2021):

     pip install mne
    
  • Conda (πŸ“₯ 150K Β· ⏱️ 27.04.2021):

     conda install -c conda-forge mne
    
Nilearn (πŸ₯ˆ26 Β· ⭐ 750) - Machine learning for NeuroImaging in Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 420 Β· πŸ“₯ 5 Β· πŸ“¦ 1.1K Β· πŸ“‹ 1.6K - 23% open Β· ⏱️ 05.07.2021):

     git clone https://github.com/nilearn/nilearn
    
  • PyPi (πŸ“₯ 31K / month Β· πŸ“¦ 300 Β· ⏱️ 16.06.2021):

     pip install nilearn
    
  • Conda (πŸ“₯ 100K Β· ⏱️ 16.06.2021):

     conda install -c conda-forge nilearn
    
Hail (πŸ₯ˆ26 Β· ⭐ 730) - Scalable genomic data analysis. MIT
  • GitHub (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 200 Β· πŸ“¦ 43 Β· πŸ“‹ 2K - 2% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/hail-is/hail
    
  • PyPi (πŸ“₯ 8.6K / month Β· ⏱️ 09.07.2021):

     pip install hail
    
MONAI (πŸ₯ˆ24 Β· ⭐ 2.1K Β· πŸ“ˆ) - AI Toolkit for Healthcare Imaging. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 400 Β· πŸ“¦ 87 Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/Project-MONAI/MONAI
    
  • PyPi (πŸ“₯ 9.6K / month Β· ⏱️ 08.07.2021):

     pip install monai
    
NIPY (πŸ₯‰23 Β· ⭐ 300) - Neuroimaging in Python FMRI analysis package. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 28% open Β· ⏱️ 29.03.2021):

     git clone https://github.com/nipy/nipy
    
  • PyPi (πŸ“₯ 1.8K / month Β· πŸ“¦ 82 Β· ⏱️ 19.02.2018):

     pip install nipy
    
  • Conda (πŸ“₯ 84K Β· ⏱️ 04.05.2020):

     conda install -c conda-forge nipy
    
DeepVariant (πŸ₯‰20 Β· ⭐ 2.3K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 550 Β· πŸ“₯ 3.4K Β· πŸ“‹ 420 - 0% open Β· ⏱️ 31.03.2021):

     git clone https://github.com/google/deepvariant
    
  • Conda (πŸ“₯ 31K Β· ⏱️ 30.04.2021):

     conda install -c bioconda deepvariant
    
MedicalTorch (πŸ₯‰15 Β· ⭐ 740) - A medical imaging framework for Pytorch. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 110 Β· πŸ“¦ 10 Β· πŸ“‹ 23 - 60% open Β· ⏱️ 16.04.2021):

     git clone https://github.com/perone/medicaltorch
    
  • PyPi (πŸ“₯ 100 / month Β· ⏱️ 24.11.2018):

     pip install medicaltorch
    
Medical Detection Toolkit (πŸ₯‰13 Β· ⭐ 1K) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 260 Β· πŸ“‹ 120 - 30% open Β· ⏱️ 31.05.2021):

     git clone https://github.com/MIC-DKFZ/medicaldetectiontoolkit
    
MedicalNet (πŸ₯‰12 Β· ⭐ 1.1K Β· πŸ’€) - Many studies have shown that the performance on deep learning is.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 320 Β· πŸ“‹ 61 - 77% open Β· ⏱️ 27.08.2020):

     git clone https://github.com/Tencent/MedicalNet
    
Show 6 hidden projects...
  • NiftyNet (πŸ₯‰22 Β· ⭐ 1.3K Β· πŸ’€) - [unmaintained] An open-source convolutional neural.. Apache-2
  • MedPy (πŸ₯‰21 Β· ⭐ 360 Β· πŸ’€) - Medical image processing in Python. ❗️GPL-3.0
  • DLTK (πŸ₯‰20 Β· ⭐ 1.3K Β· πŸ’€) - Deep Learning Toolkit for Medical Image Analysis. Apache-2
  • Brainiak (πŸ₯‰20 Β· ⭐ 250) - Brain Imaging Analysis Kit. Apache-2
  • Glow (πŸ₯‰20 Β· ⭐ 170) - An open-source toolkit for large-scale genomic analysis. Apache-2
  • DeepNeuro (πŸ₯‰14 Β· ⭐ 100 Β· πŸ’€) - A deep learning python package for neuroimaging data. Made by:. MIT

Tabular Data

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Libraries for processing tabular and structured data.

carefree-learn (πŸ₯‡17 Β· ⭐ 340) - Tabular Datasets PyTorch. MIT
  • GitHub (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 28 Β· πŸ“¦ 2 Β· πŸ“‹ 79 - 5% open Β· ⏱️ 12.04.2021):

     git clone https://github.com/carefree0910/carefree-learn
    
  • PyPi (πŸ“₯ 320 / month Β· ⏱️ 18.03.2021):

     pip install carefree-learn
    
pytorch_tabular (πŸ₯‰15 Β· ⭐ 360) - A standard framework for modelling Deep Learning Models.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 30 Β· πŸ“‹ 28 - 42% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/manujosephv/pytorch_tabular
    
  • PyPi (πŸ“₯ 1.1K / month Β· ⏱️ 20.06.2021):

     pip install pytorch_tabular
    
deltapy (πŸ₯‰13 Β· ⭐ 360) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT
  • GitHub (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 33 Β· πŸ“¦ 2 Β· ⏱️ 21.01.2021):

     git clone https://github.com/firmai/deltapy
    
  • PyPi (πŸ“₯ 81 / month Β· ⏱️ 09.04.2020):

     pip install deltapy
    

Optical Character Recognition

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Libraries for optical character recognition (OCR) and text extraction from images or videos.

Tesseract (πŸ₯‡30 Β· ⭐ 3.7K) - Python-tesseract is an optical character recognition (OCR) tool.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 540 Β· πŸ“‹ 270 - 3% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/madmaze/pytesseract
    
  • PyPi (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 28.06.2021):

     pip install pytesseract
    
  • Conda (πŸ“₯ 460K Β· ⏱️ 05.06.2021):

     conda install -c conda-forge pytesseract
    
EasyOCR (πŸ₯‡29 Β· ⭐ 12K) - Ready-to-use OCR with 80+ supported languages and all popular writing.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 1.4K Β· πŸ“₯ 380K Β· πŸ“¦ 350 Β· πŸ“‹ 360 - 30% open Β· ⏱️ 02.07.2021):

     git clone https://github.com/JaidedAI/EasyOCR
    
  • PyPi (πŸ“₯ 53K / month Β· ⏱️ 30.05.2021):

     pip install easyocr
    
tesserocr (πŸ₯ˆ28 Β· ⭐ 1.5K) - A Python wrapper for the tesseract-ocr API. MIT
  • GitHub (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 200 Β· πŸ“¦ 530 Β· πŸ“‹ 210 - 28% open Β· ⏱️ 19.06.2021):

     git clone https://github.com/sirfz/tesserocr
    
  • PyPi (πŸ“₯ 66K / month Β· πŸ“¦ 100 Β· ⏱️ 19.06.2021):

     pip install tesserocr
    
  • Conda (πŸ“₯ 52K Β· ⏱️ 13.01.2021):

     conda install -c conda-forge tesserocr
    
PaddleOCR (πŸ₯ˆ27 Β· ⭐ 13K) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 2.7K Β· πŸ“¦ 220 Β· πŸ“‹ 2.3K - 29% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/PaddlePaddle/PaddleOCR
    
  • PyPi (πŸ“₯ 33K / month Β· ⏱️ 13.04.2021):

     pip install paddleocr
    
OCRmyPDF (πŸ₯ˆ26 Β· ⭐ 4.6K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0
  • GitHub (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 460 Β· πŸ“‹ 720 - 12% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/jbarlow83/OCRmyPDF
    
  • PyPi (πŸ“₯ 17K / month Β· πŸ“¦ 12 Β· ⏱️ 14.07.2021):

     pip install ocrmypdf
    
keras-ocr (πŸ₯‰21 Β· ⭐ 880) - A packaged and flexible version of the CRAFT text detector and.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 220 Β· πŸ“₯ 62K Β· πŸ“‹ 140 - 29% open Β· ⏱️ 18.06.2021):

     git clone https://github.com/faustomorales/keras-ocr
    
  • PyPi (πŸ“₯ 6K / month Β· πŸ“¦ 2 Β· ⏱️ 14.06.2021):

     pip install keras-ocr
    
attention-ocr (πŸ₯‰21 Β· ⭐ 870 Β· πŸ’€) - A Tensorflow model for text recognition (CNN + seq2seq.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 230 Β· πŸ“¦ 17 Β· πŸ“‹ 150 - 14% open Β· ⏱️ 31.10.2020):

     git clone https://github.com/emedvedev/attention-ocr
    
  • PyPi (πŸ“₯ 1.4K / month Β· ⏱️ 19.04.2019):

     pip install aocr
    
calamari (πŸ₯‰19 Β· ⭐ 850) - Line based ATR Engine based on OCRopy. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 180 Β· πŸ“‹ 210 - 15% open Β· ⏱️ 01.07.2021):

     git clone https://github.com/Calamari-OCR/calamari
    
  • PyPi (πŸ“₯ 980 / month Β· πŸ“¦ 2 Β· ⏱️ 13.11.2018):

     pip install calamari_ocr
    
doc2text (πŸ₯‰18 Β· ⭐ 1.2K Β· πŸ’€) - Detect text blocks and OCR poorly scanned PDFs in bulk. Python.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 100 Β· πŸ“¦ 41 Β· πŸ“‹ 23 - 60% open Β· ⏱️ 01.12.2020):

     git clone https://github.com/jlsutherland/doc2text
    
  • PyPi (πŸ“₯ 570 / month Β· ⏱️ 06.09.2016):

     pip install doc2text
    
Show 2 hidden projects...
  • pdftabextract (πŸ₯‰19 Β· ⭐ 1.9K Β· πŸ’€) - A set of tools for extracting tables from PDF files.. Apache-2
  • Mozart (πŸ₯‰11 Β· ⭐ 280) - An optical music recognition (OMR) system. Converts sheet music.. Apache-2

Data Containers & Structures

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General-purpose data containers & structures as well as utilities & extensions for pandas.

pandas (πŸ₯‡43 Β· ⭐ 30K) - Flexible and powerful data analysis / manipulation library for.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 13K Β· πŸ“₯ 110K Β· πŸ“¦ 490K Β· πŸ“‹ 21K - 17% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/pandas-dev/pandas
    
  • PyPi (πŸ“₯ 56M / month Β· πŸ“¦ 77K Β· ⏱️ 02.07.2021):

     pip install pandas
    
  • Conda (πŸ“₯ 18M Β· ⏱️ 02.07.2021):

     conda install -c conda-forge pandas
    
numpy (πŸ₯‡38 Β· ⭐ 18K) - The fundamental package for scientific computing with Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 5.6K Β· πŸ“₯ 370K Β· πŸ“¦ 770K Β· πŸ“‹ 10K - 23% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/numpy/numpy
    
  • PyPi (πŸ“₯ 80M / month Β· πŸ“¦ 170K Β· ⏱️ 22.06.2021):

     pip install numpy
    
  • Conda (πŸ“₯ 21M Β· ⏱️ 23.06.2021):

     conda install -c conda-forge numpy
    
Arrow (πŸ₯‡37 Β· ⭐ 8.1K) - Apache Arrow is a multi-language toolbox for accelerated data.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 2K Β· πŸ“¦ 47 Β· πŸ“‹ 790 - 21% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/apache/arrow
    
  • PyPi (πŸ“₯ 25M / month Β· πŸ“¦ 990 Β· ⏱️ 30.05.2021):

     pip install pyarrow
    
  • Conda (πŸ“₯ 670K Β· ⏱️ 24.06.2021):

     conda install -c conda-forge arrow
    
h5py (πŸ₯ˆ36 Β· ⭐ 1.5K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 410 Β· πŸ“₯ 1.2K Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 08.07.2021):

     git clone https://github.com/h5py/h5py
    
  • PyPi (πŸ“₯ 12M / month Β· πŸ“¦ 23K Β· ⏱️ 22.06.2021):

     pip install h5py
    
  • Conda (πŸ“₯ 5.6M Β· ⏱️ 23.06.2021):

     conda install -c conda-forge h5py
    
numexpr (πŸ₯ˆ31 Β· ⭐ 1.6K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 170 Β· πŸ“‹ 310 - 17% open Β· ⏱️ 03.03.2021):

     git clone https://github.com/pydata/numexpr
    
  • PyPi (πŸ“₯ 1.4M / month Β· πŸ“¦ 5.5K Β· ⏱️ 03.03.2021):

     pip install numexpr
    
  • Conda (πŸ“₯ 2.7M Β· ⏱️ 05.03.2021):

     conda install -c conda-forge numexpr
    
xarray (πŸ₯ˆ30 Β· ⭐ 2.1K) - N-D labeled arrays and datasets in Python. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 680 Β· πŸ“¦ 6.9K Β· πŸ“‹ 2.9K - 28% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/pydata/xarray
    
  • PyPi (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.05.2021):

     pip install xarray
    
  • Conda (πŸ“₯ 3.5M Β· ⏱️ 20.05.2021):

     conda install -c conda-forge xarray
    
Bottleneck (πŸ₯ˆ30 Β· ⭐ 630) - Fast NumPy array functions written in C. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 73 Β· πŸ“¦ 24K Β· πŸ“‹ 210 - 15% open Β· ⏱️ 24.01.2021):

     git clone https://github.com/pydata/bottleneck
    
  • PyPi (πŸ“₯ 620K / month Β· πŸ“¦ 2.9K Β· ⏱️ 21.02.2020):

     pip install Bottleneck
    
  • Conda (πŸ“₯ 1.6M Β· ⏱️ 21.01.2021):

     conda install -c conda-forge bottleneck
    
Modin (πŸ₯ˆ29 Β· ⭐ 6.2K) - Modin: Speed up your Pandas workflows by changing a single line of.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 440 Β· πŸ“₯ 200K Β· πŸ“¦ 410 Β· πŸ“‹ 1.9K - 30% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/modin-project/modin
    
  • PyPi (πŸ“₯ 110K / month Β· πŸ“¦ 18 Β· ⏱️ 13.07.2021):

     pip install modin
    
TinyDB (πŸ₯ˆ29 Β· ⭐ 4.4K) - TinyDB is a lightweight document oriented database optimized for your.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 390 Β· πŸ“‹ 270 - 4% open Β· ⏱️ 28.06.2021):

     git clone https://github.com/msiemens/tinydb
    
  • PyPi (πŸ“₯ 280K / month Β· πŸ“¦ 1.1K Β· ⏱️ 26.06.2021):

     pip install tinydb
    
  • Conda (πŸ“₯ 130K Β· ⏱️ 11.02.2021):

     conda install -c conda-forge tinydb
    
Koalas (πŸ₯ˆ29 Β· ⭐ 2.9K) - Koalas: pandas API on Apache Spark. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 320 Β· πŸ“₯ 1K Β· πŸ“¦ 100 Β· πŸ“‹ 570 - 21% open Β· ⏱️ 18.06.2021):

     git clone https://github.com/databricks/koalas
    
  • PyPi (πŸ“₯ 3.3M / month Β· πŸ“¦ 2 Β· ⏱️ 18.06.2021):

     pip install koalas
    
  • Conda (πŸ“₯ 93K Β· ⏱️ 18.06.2021):

     conda install -c conda-forge koalas
    
PyTables (πŸ₯ˆ28 Β· ⭐ 1K) - A Python package to manage extremely large amounts of data. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 200 Β· πŸ“₯ 160 Β· πŸ“‹ 620 - 27% open Β· ⏱️ 20.03.2021):

     git clone https://github.com/PyTables/PyTables
    
  • PyPi (πŸ“₯ 760K / month Β· πŸ“¦ 3.8K Β· ⏱️ 30.10.2019):

     pip install tables
    
  • Conda (πŸ“₯ 2.8M Β· ⏱️ 14.01.2021):

     conda install -c conda-forge pytables
    
swifter (πŸ₯‰26 Β· ⭐ 1.7K) - A package which efficiently applies any function to a pandas.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 83 Β· πŸ“¦ 350 Β· πŸ“‹ 100 - 18% open Β· ⏱️ 25.06.2021):

     git clone https://github.com/jmcarpenter2/swifter
    
  • PyPi (πŸ“₯ 82K / month Β· πŸ“¦ 32 Β· ⏱️ 25.06.2021):

     pip install swifter
    
  • Conda (πŸ“₯ 110K Β· ⏱️ 26.06.2021):

     conda install -c conda-forge swifter
    
datasketch (πŸ₯‰26 Β· ⭐ 1.5K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 210 Β· πŸ“₯ 18 Β· πŸ“¦ 300 Β· πŸ“‹ 120 - 19% open Β· ⏱️ 02.06.2021):

     git clone https://github.com/ekzhu/datasketch
    
  • PyPi (πŸ“₯ 280K / month Β· πŸ“¦ 86 Β· ⏱️ 23.12.2020):

     pip install datasketch
    
zarr (πŸ₯‰26 Β· ⭐ 730) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 120 Β· πŸ“¦ 760 Β· πŸ“‹ 440 - 44% open Β· ⏱️ 02.07.2021):

     git clone https://github.com/zarr-developers/zarr-python
    
  • PyPi (πŸ“₯ 44K / month Β· πŸ“¦ 72 Β· ⏱️ 20.05.2021):

     pip install zarr
    
  • Conda (πŸ“₯ 820K Β· ⏱️ 21.05.2021):

     conda install -c conda-forge zarr
    
Vaex (πŸ₯‰25 Β· ⭐ 6.4K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualize and.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 500 Β· πŸ“₯ 220 Β· πŸ“‹ 830 - 38% open Β· ⏱️ 11.07.2021):

     git clone https://github.com/vaexio/vaex
    
  • PyPi (πŸ“₯ 19K / month Β· πŸ“¦ 4 Β· ⏱️ 17.06.2021):

     pip install vaex
    
  • Conda (πŸ“₯ 110K Β· ⏱️ 18.06.2021):

     conda install -c conda-forge vaex
    
PandaralΒ·lel (πŸ₯‰25 Β· ⭐ 1.6K) - A simple and efficient tool to parallelize Pandas.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 110 Β· πŸ“¦ 250 Β· πŸ“‹ 130 - 56% open Β· ⏱️ 04.02.2021):

     git clone https://github.com/nalepae/pandarallel
    
  • PyPi (πŸ“₯ 130K / month Β· ⏱️ 04.02.2021):

     pip install pandarallel
    
bcolz (πŸ₯‰25 Β· ⭐ 920 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 120 Β· πŸ“¦ 1.6K Β· πŸ“‹ 250 - 50% open Β· ⏱️ 10.09.2020):

     git clone https://github.com/Blosc/bcolz
    
  • PyPi (πŸ“₯ 27K / month Β· πŸ“¦ 970 Β· ⏱️ 13.04.2018):

     pip install bcolz
    
  • Conda (πŸ“₯ 250K Β· ⏱️ 05.11.2019):

     conda install -c conda-forge bcolz
    
Arctic (πŸ₯‰23 Β· ⭐ 2.3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1
  • GitHub (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 460 Β· πŸ“₯ 150 Β· πŸ“¦ 120 Β· πŸ“‹ 520 - 16% open Β· ⏱️ 16.04.2021):

     git clone https://github.com/man-group/arctic
    
  • PyPi (πŸ“₯ 3.7K / month Β· πŸ“¦ 42 Β· ⏱️ 01.12.2020):

     pip install arctic
    
  • Conda (πŸ“₯ 14K Β· ⏱️ 16.12.2019):

     conda install -c conda-forge arctic
    
polars (πŸ₯‰23 Β· ⭐ 2K) - Fast multi-threaded DataFrame library in Rust and Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 110 Β· πŸ“¦ 3 Β· πŸ“‹ 400 - 9% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/pola-rs/polars
    
  • PyPi (πŸ“₯ 6.8K / month Β· ⏱️ 15.07.2021):

     pip install polars
    
datatable (πŸ₯‰21 Β· ⭐ 1.2K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0
  • GitHub (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 110 Β· πŸ“₯ 1.1K Β· πŸ“‹ 1.3K - 9% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/h2oai/datatable
    
  • PyPi (πŸ“₯ 58K / month Β· πŸ“¦ 6 Β· ⏱️ 01.07.2021):

     pip install datatable
    
Bounter (πŸ₯‰18 Β· ⭐ 920) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 48 Β· πŸ“¦ 24 Β· πŸ“‹ 21 - 57% open Β· ⏱️ 24.05.2021):

     git clone https://github.com/RaRe-Technologies/bounter
    
  • PyPi (πŸ“₯ 140 / month Β· πŸ“¦ 14 Β· ⏱️ 17.08.2020):

     pip install bounter
    
PandaPy (πŸ₯‰14 Β· ⭐ 480 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 49 Β· πŸ“¦ 1 Β· πŸ“‹ 3 - 66% open Β· ⏱️ 12.11.2020):

     git clone https://github.com/firmai/pandapy
    
  • PyPi (πŸ“₯ 66 / month Β· ⏱️ 25.01.2020):

     pip install pandapy
    
Show 7 hidden projects...
  • Blaze (πŸ₯ˆ28 Β· ⭐ 3K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3
  • sklearn-pandas (πŸ₯ˆ28 Β· ⭐ 2.5K) - Pandas integration with sklearn. ❗️Zlib
  • pandasql (πŸ₯‰24 Β· ⭐ 1K Β· πŸ’€) - sqldf for pandas. MIT
  • pickleDB (πŸ₯‰21 Β· ⭐ 570 Β· πŸ’€) - pickleDB is an open source key-value store using Python's json.. BSD-3
  • Pandas Summary (πŸ₯‰21 Β· ⭐ 360 Β· πŸ’€) - An extension to pandas dataframes describe function. MIT
  • StaticFrame (πŸ₯‰21 Β· ⭐ 230) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT
  • fletcher (πŸ₯‰18 Β· ⭐ 210) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT

Data Loading & Extraction

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Libraries for loading, collecting, and extracting data from a variety of data sources and formats.

πŸ”—Β best-of-python - Data Extraction ( ⭐ 1.7K Β· 🐣) - Collection of data-loading and -extraction libraries.


Web Scraping & Crawling

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Libraries for web scraping, crawling, downloading, and mining as well as libraries.

πŸ”—Β best-of-web-python - Web Scraping ( ⭐ 1.3K Β· 🐣) - Collection of web-scraping and crawling libraries.


Data Pipelines & Streaming

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Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.

Celery (πŸ₯‡40 Β· ⭐ 18K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 4K Β· πŸ“¦ 55K Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/celery/celery
    
  • PyPi (πŸ“₯ 5M / month Β· πŸ“¦ 28K Β· ⏱️ 28.06.2021):

     pip install celery
    
  • Conda (πŸ“₯ 540K Β· ⏱️ 29.06.2021):

     conda install -c conda-forge celery
    
joblib (πŸ₯‡36 Β· ⭐ 2.5K) - Computing with Python functions. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 290 Β· πŸ“¦ 120K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 11.06.2021):

     git clone https://github.com/joblib/joblib
    
  • PyPi (πŸ“₯ 27M / month Β· πŸ“¦ 6.6K Β· ⏱️ 09.02.2021):

     pip install joblib
    
  • Conda (πŸ“₯ 4.6M Β· ⏱️ 09.02.2021):

     conda install -c conda-forge joblib
    
luigi (πŸ₯‡34 Β· ⭐ 15K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.3K Β· πŸ“¦ 1.5K Β· πŸ“‹ 930 - 9% open Β· ⏱️ 07.07.2021):

     git clone https://github.com/spotify/luigi
    
  • PyPi (πŸ“₯ 750K / month Β· πŸ“¦ 680 Β· ⏱️ 23.09.2020):

     pip install luigi
    
  • Conda (πŸ“₯ 7.4K Β· ⏱️ 17.04.2021):

     conda install -c anaconda luigi
    
rq (πŸ₯‡34 Β· ⭐ 7.8K) - Simple job queues for Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.2K Β· πŸ“¦ 8.3K Β· πŸ“‹ 880 - 17% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/rq/rq
    
  • PyPi (πŸ“₯ 490K / month Β· πŸ“¦ 3.3K Β· ⏱️ 30.06.2021):

     pip install rq
    
  • Conda (πŸ“₯ 56K Β· ⏱️ 30.06.2021):

     conda install -c conda-forge rq
    
Airflow (πŸ₯‡33 Β· ⭐ 23K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 1.9K Β· πŸ”€ 8.8K Β· πŸ“₯ 150K Β· πŸ“‹ 3.8K - 26% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/apache/airflow
    
  • PyPi (πŸ“₯ 3M / month Β· πŸ“¦ 290 Β· ⏱️ 14.07.2021):

     pip install apache-airflow
    
  • Conda (πŸ“₯ 360K Β· ⏱️ 04.07.2021):

     conda install -c conda-forge airflow
    
  • Docker Hub (πŸ“₯ 30M Β· ⭐ 270 Β· ⏱️ 15.07.2021):

     docker pull apache/airflow
    
Beam (πŸ₯ˆ32 Β· ⭐ 4.9K) - Unified programming model to define and execute data processing.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 3.1K Β· ⏱️ 14.07.2021):

     git clone https://github.com/apache/beam
    
  • PyPi (πŸ“₯ 3M / month Β· πŸ“¦ 190 Β· ⏱️ 08.07.2021):

     pip install apache-beam
    
Prefect (πŸ₯ˆ31 Β· ⭐ 6.5K) - The easiest way to automate your data. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 620 Β· πŸ“¦ 380 Β· πŸ“‹ 1.8K - 19% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/PrefectHQ/prefect
    
  • PyPi (πŸ“₯ 100K / month Β· πŸ“¦ 2 Β· ⏱️ 12.07.2021):

     pip install prefect
    
  • Conda (πŸ“₯ 110K Β· ⏱️ 13.07.2021):

     conda install -c conda-forge prefect
    
dbt (πŸ₯ˆ31 Β· ⭐ 3.2K) - dbt (data build tool) enables data analysts and engineers to transform.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 610 Β· πŸ“¦ 320 Β· πŸ“‹ 2K - 17% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/fishtown-analytics/dbt
    
  • PyPi (πŸ“₯ 950K / month Β· πŸ“¦ 18 Β· ⏱️ 12.07.2021):

     pip install dbt
    
  • Conda (πŸ“₯ 170K Β· ⏱️ 04.05.2021):

     conda install -c conda-forge dbt
    
Dagster (πŸ₯ˆ30 Β· ⭐ 3.6K) - A data orchestrator for machine learning, analytics, and ETL. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 400 Β· πŸ“¦ 200 Β· πŸ“‹ 3K - 20% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/dagster-io/dagster
    
  • PyPi (πŸ“₯ 300K / month Β· πŸ“¦ 4 Β· ⏱️ 09.07.2021):

     pip install dagster
    
  • Conda (πŸ“₯ 320K Β· ⏱️ 25.06.2021):

     conda install -c conda-forge dagster
    
faust (πŸ₯ˆ29 Β· ⭐ 5.7K Β· πŸ’€) - Python Stream Processing. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 470 Β· πŸ“¦ 800 Β· πŸ“‹ 460 - 50% open Β· ⏱️ 09.10.2020):

     git clone https://github.com/robinhood/faust
    
  • PyPi (πŸ“₯ 1.1M / month Β· πŸ“¦ 28 Β· ⏱️ 25.02.2020):

     pip install faust
    
Kedro (πŸ₯ˆ29 Β· ⭐ 4.1K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 470 Β· πŸ“¦ 510 Β· πŸ“‹ 500 - 7% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/quantumblacklabs/kedro
    
  • PyPi (πŸ“₯ 210K / month Β· πŸ“¦ 16 Β· ⏱️ 16.06.2021):

     pip install kedro
    
mrjob (πŸ₯ˆ29 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 590 Β· πŸ“¦ 790 Β· πŸ“‹ 1.3K - 15% open Β· ⏱️ 16.11.2020):

     git clone https://github.com/Yelp/mrjob
    
  • PyPi (πŸ“₯ 110K / month Β· πŸ“¦ 110 Β· ⏱️ 17.09.2020):

     pip install mrjob
    
  • Conda (πŸ“₯ 380K Β· ⏱️ 24.12.2020):

     conda install -c conda-forge mrjob
    
huey (πŸ₯ˆ28 Β· ⭐ 3.6K) - a little task queue for python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 310 Β· πŸ“¦ 750 Β· ⏱️ 23.06.2021):

     git clone https://github.com/coleifer/huey
    
  • PyPi (πŸ“₯ 42K / month Β· πŸ“¦ 290 Β· ⏱️ 20.04.2021):

     pip install huey
    
  • Conda (πŸ“₯ 20K Β· ⏱️ 16.10.2019):

     conda install -c conda-forge huey
    
mleap (πŸ₯ˆ28 Β· ⭐ 1.3K) - MLeap: Deploy ML Pipelines to Production. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 280 Β· πŸ“¦ 150 Β· πŸ“‹ 430 - 20% open Β· ⏱️ 17.06.2021):

     git clone https://github.com/combust/mleap
    
  • PyPi (πŸ“₯ 510K / month Β· πŸ“¦ 32 Β· ⏱️ 07.05.2021):

     pip install mleap
    
  • Conda (πŸ“₯ 36K Β· ⏱️ 10.05.2021):

     conda install -c conda-forge mleap
    
TFX (πŸ₯ˆ27 Β· ⭐ 1.5K) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 460 Β· πŸ“‹ 660 - 36% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/tensorflow/tfx
    
  • PyPi (πŸ“₯ 850K / month Β· πŸ“¦ 4 Β· ⏱️ 09.07.2021):

     pip install tfx
    
petl (πŸ₯ˆ27 Β· ⭐ 910) - Python Extract Transform and Load Tables of Data. MIT
  • GitHub (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 150 Β· πŸ“¦ 460 Β· πŸ“‹ 420 - 16% open Β· ⏱️ 11.06.2021):

     git clone https://github.com/petl-developers/petl
    
  • PyPi (πŸ“₯ 36K / month Β· πŸ“¦ 110 Β· ⏱️ 27.03.2021):

     pip install petl
    
  • Conda (πŸ“₯ 27K Β· ⏱️ 05.04.2021):

     conda install -c conda-forge petl
    
PyFunctional (πŸ₯ˆ26 Β· ⭐ 1.9K) - Python library for creating data pipelines with chain functional.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 100 Β· πŸ“¦ 300 Β· πŸ“‹ 120 - 2% open Β· ⏱️ 06.07.2021):

     git clone https://github.com/EntilZha/PyFunctional
    
  • PyPi (πŸ“₯ 73K / month Β· ⏱️ 12.01.2021):

     pip install pyfunctional
    
Activeloop (πŸ₯‰25 Β· ⭐ 3.3K) - Fastest dataset optimization and management for machine and deep.. MPL-2.0
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 260 Β· πŸ“¦ 130 Β· πŸ“‹ 280 - 11% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/activeloopai/Hub
    
  • PyPi (πŸ“₯ 2.2K / month Β· πŸ“¦ 52 Β· ⏱️ 07.07.2021):

     pip install hub
    
Great Expectations (πŸ₯‰24 Β· ⭐ 4.7K Β· πŸ“‰) - Always know what to expect from your data. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 600 Β· πŸ“‹ 910 - 11% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/great-expectations/great_expectations
    
  • PyPi (πŸ“₯ 940K / month Β· πŸ“¦ 6 Β· ⏱️ 09.07.2021):

     pip install great_expectations
    
bonobo (πŸ₯‰24 Β· ⭐ 1.4K) - Extract Transform Load for Python 3.5+. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 120 Β· πŸ“¦ 120 Β· πŸ“‹ 180 - 38% open Β· ⏱️ 10.03.2021):

     git clone https://github.com/python-bonobo/bonobo
    
  • PyPi (πŸ“₯ 11K / month Β· πŸ“¦ 52 Β· ⏱️ 20.07.2019):

     pip install bonobo
    
streamparse (πŸ₯‰24 Β· ⭐ 1.4K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 220 Β· πŸ“¦ 48 Β· πŸ“‹ 330 - 20% open Β· ⏱️ 18.12.2020):

     git clone https://github.com/Parsely/streamparse
    
  • PyPi (πŸ“₯ 4.2K / month Β· πŸ“¦ 52 Β· ⏱️ 07.10.2020):

     pip install streamparse
    
arq (πŸ₯‰23 Β· ⭐ 860) - Fast job queuing and RPC in python with asyncio and redis. MIT
  • GitHub (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 71 Β· πŸ“¦ 64 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 06.07.2021):

     git clone https://github.com/samuelcolvin/arq
    
  • PyPi (πŸ“₯ 15K / month Β· πŸ“¦ 8 Β· ⏱️ 06.07.2021):

     pip install arq
    
Pypeline (πŸ₯‰22 Β· ⭐ 1.2K) - Concurrent data pipelines in Python . MIT
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 71 Β· πŸ“‹ 51 - 27% open Β· ⏱️ 13.04.2021):

     git clone https://github.com/cgarciae/pypeln
    
  • PyPi (πŸ“₯ 27K / month Β· πŸ“¦ 10 Β· ⏱️ 05.01.2021):

     pip install pypeln
    
Optimus (πŸ₯‰22 Β· ⭐ 1K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 200 Β· πŸ“‹ 210 - 18% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/hi-primus/optimus
    
  • PyPi (πŸ“₯ 8.4K / month Β· ⏱️ 30.05.2019):

     pip install optimuspyspark
    
TaskTiger (πŸ₯‰21 Β· ⭐ 1.1K) - Python task queue using Redis. MIT
  • GitHub (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 59 Β· πŸ“¦ 20 Β· πŸ“‹ 71 - 50% open Β· ⏱️ 14.06.2021):

     git clone https://github.com/closeio/tasktiger
    
  • PyPi (πŸ“₯ 1.6K / month Β· πŸ“¦ 18 Β· ⏱️ 16.04.2021):

     pip install tasktiger
    
pdpipe (πŸ₯‰21 Β· ⭐ 610) - Easy pipelines for pandas DataFrames. MIT
  • GitHub (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 28 Β· πŸ“¦ 32 Β· πŸ“‹ 22 - 31% open Β· ⏱️ 20.06.2021):

     git clone https://github.com/pdpipe/pdpipe
    
  • PyPi (πŸ“₯ 2.3K / month Β· ⏱️ 09.11.2020):

     pip install pdpipe
    
ploomber (πŸ₯‰21 Β· ⭐ 330) - Write maintainable, production-ready pipelines using Jupyter or your.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 9 Β· πŸ“¦ 13 Β· πŸ“‹ 310 - 15% open Β· ⏱️ 11.07.2021):

     git clone https://github.com/ploomber/ploomber
    
  • PyPi (πŸ“₯ 3.1K / month Β· ⏱️ 09.07.2021):

     pip install ploomber
    
dpark (πŸ₯‰20 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 550 Β· πŸ“¦ 3 Β· ⏱️ 25.12.2020):

     git clone https://github.com/douban/dpark
    
  • PyPi (πŸ“₯ 110 / month Β· πŸ“¦ 1 Β· ⏱️ 27.07.2018):

     pip install dpark
    
mrq (πŸ₯‰20 Β· ⭐ 840 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
  • GitHub (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 110 Β· πŸ“¦ 23 Β· πŸ“‹ 180 - 33% open Β· ⏱️ 13.12.2020):

     git clone https://github.com/pricingassistant/mrq
    
  • PyPi (πŸ“₯ 440 / month Β· πŸ“¦ 12 Β· ⏱️ 31.08.2018):

     pip install mrq
    
kale (πŸ₯‰20 Β· ⭐ 400) - Kubeflows superfood for Data Scientists. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 74 Β· πŸ“¦ 9 Β· πŸ“‹ 140 - 57% open Β· ⏱️ 19.05.2021):

     git clone https://github.com/kubeflow-kale/kale
    
  • PyPi (πŸ“₯ 1.6K / month Β· ⏱️ 19.05.2021):

     pip install kubeflow-kale
    
Databolt Flow (πŸ₯‰19 Β· ⭐ 920) - Python library for building highly effective data science workflows. MIT
  • GitHub (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 67 Β· πŸ“¦ 13 Β· πŸ“‹ 21 - 38% open Β· ⏱️ 28.04.2021):

     git clone https://github.com/d6t/d6tflow
    
  • PyPi (πŸ“₯ 290 / month Β· ⏱️ 17.03.2021):

     pip install d6tflow
    
spark-deep-learning (πŸ₯‰18 Β· ⭐ 1.9K) - Deep Learning Pipelines for Apache Spark. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 450 Β· πŸ“¦ 17 Β· πŸ“‹ 100 - 73% open Β· ⏱️ 20.01.2021):

     git clone https://github.com/databricks/spark-deep-learning
    
riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 72 Β· πŸ“‹ 30 - 73% open Β· ⏱️ 14.08.2020):

     git clone https://github.com/nerevu/riko
    
  • PyPi (πŸ“₯ 240 / month Β· πŸ“¦ 1 Β· ⏱️ 14.08.2020):

     pip install riko
    
Mara Pipelines (πŸ₯‰17 Β· ⭐ 1.7K) - A lightweight opinionated ETL framework, halfway between plain.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 80 Β· πŸ“¦ 7 Β· πŸ“‹ 23 - 47% open Β· ⏱️ 08.03.2021):

     git clone https://github.com/mara/mara-pipelines
    
  • PyPi (πŸ“₯ 97 / month Β· ⏱️ 23.01.2021):

     pip install mara-pipelines
    
zenml (πŸ₯‰17 Β· ⭐ 1.2K) - ZenML : MLOps framework to create reproducible ML pipelines for.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 62 Β· πŸ“¦ 1 Β· πŸ“‹ 47 - 34% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/maiot-io/zenml
    
  • PyPi (πŸ“₯ 700 / month Β· ⏱️ 10.06.2021):

     pip install zenml
    
Show 6 hidden projects...
  • dbnd (πŸ₯‰24 Β· ⭐ 190) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
  • pysparkling (πŸ₯‰22 Β· ⭐ 240) - A pure Python implementation of Apache Spark's RDD and DStream.. MIT
  • BatchFlow (πŸ₯‰19 Β· ⭐ 160) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
  • flupy (πŸ₯‰19 Β· ⭐ 160) - Fluent data pipelines for python and your shell. MIT
  • bodywork-core (πŸ₯‰17 Β· ⭐ 260) - MLOps tool for deploying machine learning projects to.. ❗️AGPL-3.0
  • Botflow (πŸ₯‰16 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3

Distributed Machine Learning

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Libraries that provide capabilities to distribute and parallelize machine learning tasks across large-scale compute infrastructure.

Ray (πŸ₯‡35 Β· ⭐ 17K) - An open source framework that provides a simple, universal API for.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.8K Β· πŸ“¦ 2.4K Β· πŸ“‹ 7.3K - 22% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/ray-project/ray
    
  • PyPi (πŸ“₯ 530K / month Β· πŸ“¦ 160 Β· ⏱️ 30.06.2021):

     pip install ray
    
dask (πŸ₯‡34 Β· ⭐ 8.6K) - Parallel computing with task scheduling. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.3K Β· πŸ“¦ 29K Β· πŸ“‹ 3.9K - 20% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/dask/dask
    
  • PyPi (πŸ“₯ 4.8M / month Β· πŸ“¦ 3.9K Β· ⏱️ 09.07.2021):

     pip install dask
    
  • Conda (πŸ“₯ 3.7M Β· ⏱️ 10.07.2021):

     conda install -c conda-forge dask
    
dask.distributed (πŸ₯‡32 Β· ⭐ 1.2K) - A distributed task scheduler for Dask. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 540 Β· πŸ“¦ 19K Β· πŸ“‹ 2.3K - 37% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/dask/distributed
    
  • PyPi (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.07.2021):

     pip install distributed
    
  • Conda (πŸ“₯ 4.7M Β· ⏱️ 10.07.2021):

     conda install -c conda-forge distributed
    
horovod (πŸ₯ˆ29 Β· ⭐ 11K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.9K Β· πŸ“¦ 400 Β· πŸ“‹ 1.8K - 14% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/horovod/horovod
    
  • PyPi (πŸ“₯ 47K / month Β· πŸ“¦ 40 Β· ⏱️ 10.06.2021):

     pip install horovod
    
Mesh (πŸ₯ˆ28 Β· ⭐ 1.1K) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 170 Β· πŸ“¦ 550 Β· πŸ“‹ 92 - 85% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/tensorflow/mesh
    
  • PyPi (πŸ“₯ 610K / month Β· πŸ“¦ 56 Β· ⏱️ 24.03.2021):

     pip install mesh-tensorflow
    
DeepSpeed (πŸ₯ˆ26 Β· ⭐ 5.2K) - DeepSpeed is a deep learning optimization library that makes.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 530 Β· πŸ“¦ 56 Β· πŸ“‹ 570 - 50% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/microsoft/DeepSpeed
    
  • PyPi (πŸ“₯ 54K / month Β· ⏱️ 12.07.2021):

     pip install deepspeed
    
  • Docker Hub (πŸ“₯ 8.9K Β· ⭐ 2 Β· ⏱️ 05.05.2021):

     docker pull deepspeed/deepspeed
    
ipyparallel (πŸ₯ˆ26 Β· ⭐ 2K) - Interactive Parallel Computing in Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 800 Β· πŸ“¦ 1.6K Β· πŸ“‹ 290 - 22% open Β· ⏱️ 10.07.2021):

     git clone https://github.com/ipython/ipyparallel
    
  • PyPi (πŸ“₯ 58K / month Β· πŸ“¦ 490 Β· ⏱️ 10.07.2021):

     pip install ipyparallel
    
  • Conda (πŸ“₯ 470K Β· ⏱️ 22.01.2021):

     conda install -c conda-forge ipyparallel
    
petastorm (πŸ₯ˆ26 Β· ⭐ 1.2K) - Petastorm library enables single machine or distributed training.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 200 Β· πŸ“₯ 310 Β· πŸ“¦ 36 Β· πŸ“‹ 260 - 53% open Β· ⏱️ 29.06.2021):

     git clone https://github.com/uber/petastorm
    
  • PyPi (πŸ“₯ 120K / month Β· ⏱️ 02.06.2021):

     pip install petastorm
    
BigDL (πŸ₯ˆ25 Β· ⭐ 3.7K) - BigDL: Distributed Deep Learning Framework for Apache Spark. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 920 Β· πŸ“¦ 26 Β· πŸ“‹ 920 - 20% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/intel-analytics/BigDL
    
  • PyPi (πŸ“₯ 3.4K / month Β· πŸ“¦ 6 Β· ⏱️ 09.07.2021):

     pip install bigdl
    
  • Maven (⏱️ 20.04.2021):

     <dependency>
     	<groupId>com.intel.analytics.bigdl</groupId>
     	<artifactId>bigdl-SPARK_2.4</artifactId>
     	<version>[VERSION]</version>
     </dependency>
    
TensorFlowOnSpark (πŸ₯ˆ25 Β· ⭐ 3.7K) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 940 Β· πŸ“‹ 360 - 3% open Β· ⏱️ 07.07.2021):

     git clone https://github.com/yahoo/TensorFlowOnSpark
    
  • PyPi (πŸ“₯ 98K / month Β· πŸ“¦ 5 Β· ⏱️ 25.05.2021):

     pip install tensorflowonspark
    
Elephas (πŸ₯ˆ25 Β· ⭐ 1.5K) - Distributed Deep learning with Keras & Spark. MIT keras
  • GitHub (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 290 Β· πŸ“¦ 42 Β· πŸ“‹ 150 - 15% open Β· ⏱️ 21.04.2021):

     git clone https://github.com/maxpumperla/elephas
    
  • PyPi (πŸ“₯ 19K / month Β· πŸ“¦ 3 Β· ⏱️ 21.04.2021):

     pip install elephas
    
dask-ml (πŸ₯ˆ25 Β· ⭐ 730) - Scalable Machine Learning with Dask. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 200 Β· πŸ“¦ 440 Β· πŸ“‹ 420 - 47% open Β· ⏱️ 23.05.2021):

     git clone https://github.com/dask/dask-ml
    
  • PyPi (πŸ“₯ 83K / month Β· πŸ“¦ 42 Β· ⏱️ 03.05.2021):

     pip install dask-ml
    
  • Conda (πŸ“₯ 230K Β· ⏱️ 03.05.2021):

     conda install -c conda-forge dask-ml
    
mpi4py (πŸ₯ˆ25 Β· ⭐ 430) - Python bindings for MPI. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 67 Β· πŸ“₯ 1.2K Β· πŸ“‹ 31 - 22% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/mpi4py/mpi4py
    
  • PyPi (πŸ“₯ 110K / month Β· πŸ“¦ 750 Β· ⏱️ 04.11.2019):

     pip install mpi4py
    
  • Conda (πŸ“₯ 700K Β· ⏱️ 29.06.2021):

     conda install -c conda-forge mpi4py
    
FairScale (πŸ₯‰24 Β· ⭐ 1.3K) - PyTorch extensions for high performance and large scale training. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 94 Β· πŸ“¦ 39 Β· πŸ“‹ 190 - 23% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/facebookresearch/fairscale
    
  • PyPi (πŸ“₯ 13K / month Β· ⏱️ 12.07.2021):

     pip install fairscale
    
metrics (πŸ₯‰24 Β· ⭐ 380) - Machine learning metrics for distributed, scalable PyTorch.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 66 Β· πŸ“₯ 140 Β· πŸ“¦ 440 Β· πŸ“‹ 120 - 22% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/PyTorchLightning/metrics
    
  • PyPi (πŸ“₯ 3K / month Β· πŸ“¦ 12 Β· ⏱️ 28.04.2018):

     pip install metrics
    
analytics-zoo (πŸ₯‰23 Β· ⭐ 2.3K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 680 Β· πŸ“¦ 2 Β· πŸ“‹ 1.2K - 42% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/intel-analytics/analytics-zoo
    
  • PyPi (πŸ“₯ 1.7K / month Β· ⏱️ 15.07.2021):

     pip install analytics-zoo
    
MMLSpark (πŸ₯‰22 Β· ⭐ 2.4K) - Microsoft Machine Learning for Apache Spark. MIT
  • GitHub (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 540 Β· πŸ“‹ 460 - 46% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/Azure/mmlspark
    
  • PyPi (πŸ“₯ 29K / month Β· ⏱️ 18.03.2020):

     pip install mmlspark
    
Submit it (πŸ₯‰21 Β· ⭐ 420) - Python 3.6+ toolbox for submitting jobs to Slurm. MIT
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 33 Β· πŸ“¦ 180 Β· πŸ“‹ 47 - 46% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/facebookincubator/submitit
    
  • PyPi (πŸ“₯ 5.4K / month Β· ⏱️ 08.04.2021):

     pip install submitit
    
  • Conda (πŸ“₯ 3.3K Β· ⏱️ 10.02.2021):

     conda install -c conda-forge submitit
    
BytePS (πŸ₯‰19 Β· ⭐ 2.9K) - A high performance and generic framework for distributed DNN training. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 400 Β· πŸ“‹ 240 - 37% open Β· ⏱️ 26.06.2021):

     git clone https://github.com/bytedance/byteps
    
  • PyPi (πŸ“₯ 270 / month Β· ⏱️ 04.11.2020):

     pip install byteps
    
  • Docker Hub (πŸ“₯ 1.1K Β· ⏱️ 03.03.2020):

     docker pull bytepsimage/tensorflow
    
Apache Singa (πŸ₯‰19 Β· ⭐ 2.3K) - a distributed deep learning platform. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 640 Β· πŸ“¦ 1 Β· πŸ“‹ 78 - 51% open Β· ⏱️ 11.07.2021):

     git clone https://github.com/apache/singa
    
  • Conda (πŸ“₯ 270 Β· ⏱️ 11.07.2021):

     conda install -c nusdbsystem singa
    
  • Docker Hub (πŸ“₯ 170 Β· ⭐ 2 Β· ⏱️ 04.06.2019):

     docker pull apache/singa
    
Fiber (πŸ₯‰19 Β· ⭐ 910) - Distributed Computing for AI Made Simple. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 100 Β· πŸ“¦ 28 Β· πŸ“‹ 28 - 71% open Β· ⏱️ 15.03.2021):

     git clone https://github.com/uber/fiber
    
  • PyPi (πŸ“₯ 1.5K / month Β· πŸ“¦ 1 Β· ⏱️ 09.07.2020):

     pip install fiber
    
Hivemind (πŸ₯‰19 Β· ⭐ 720) - Decentralized deep learning in PyTorch. Built to train models on.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 42 Β· πŸ“¦ 3 Β· πŸ“‹ 94 - 45% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/learning-at-home/hivemind
    
  • PyPi (πŸ“₯ 270 / month Β· πŸ“¦ 1 Β· ⏱️ 22.06.2021):

     pip install hivemind
    
Show 7 hidden projects...
  • DEAP (πŸ₯ˆ28 Β· ⭐ 4.3K) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
  • TensorFrames (πŸ₯‰20 Β· ⭐ 760 Β· πŸ’€) - [DEPRECATED] Tensorflow wrapper for DataFrames on.. Apache-2
  • sk-dist (πŸ₯‰19 Β· ⭐ 270) - Distributed scikit-learn meta-estimators in PySpark. Apache-2
  • somoclu (πŸ₯‰19 Β· ⭐ 230) - Massively parallel self-organizing maps: accelerate training on multicore.. MIT
  • launchpad (πŸ₯‰14 Β· ⭐ 200 Β· 🐣) - Launchpad is a library that simplifies writing.. Apache-2
  • autodist (πŸ₯‰12 Β· ⭐ 100) - Simple Distributed Deep Learning on TensorFlow. Apache-2
  • LazyCluster (πŸ₯‰12 Β· ⭐ 40 Β· πŸ’€) - Distributed machine learning made simple. Apache-2

Hyperparameter Optimization & AutoML

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Libraries for hyperparameter optimization, automl and neural architecture search.

Optuna (πŸ₯‡32 Β· ⭐ 4.8K) - A hyperparameter optimization framework. MIT
  • GitHub (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 530 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 18% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/optuna/optuna
    
  • PyPi (πŸ“₯ 580K / month Β· πŸ“¦ 52 Β· ⏱️ 07.06.2021):

     pip install optuna
    
  • Conda (πŸ“₯ 32K Β· ⏱️ 07.06.2021):

     conda install -c conda-forge optuna
    
Hyperopt (πŸ₯‡31 Β· ⭐ 5.7K) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 880 Β· πŸ“¦ 3.7K Β· πŸ“‹ 570 - 60% open Β· ⏱️ 30.06.2021):

     git clone https://github.com/hyperopt/hyperopt
    
  • PyPi (πŸ“₯ 1M / month Β· πŸ“¦ 500 Β· ⏱️ 07.10.2020):

     pip install hyperopt
    
  • Conda (πŸ“₯ 240K Β· ⏱️ 14.10.2020):

     conda install -c conda-forge hyperopt
    
scikit-optimize (πŸ₯‡30 Β· ⭐ 2.1K) - Sequential model-based optimization with a `scipy.optimize`.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 400 Β· πŸ“¦ 1.8K Β· πŸ“‹ 580 - 35% open Β· ⏱️ 22.06.2021):

     git clone https://github.com/scikit-optimize/scikit-optimize
    
  • PyPi (πŸ“₯ 910K / month Β· πŸ“¦ 160 Β· ⏱️ 04.09.2020):

     pip install scikit-optimize
    
  • Conda (πŸ“₯ 340K Β· ⏱️ 04.09.2020):

     conda install -c conda-forge scikit-optimize
    
AutoKeras (πŸ₯‡29 Β· ⭐ 8.1K) - AutoML library for deep learning. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.3K Β· πŸ“₯ 340 Β· πŸ“¦ 200 Β· πŸ“‹ 760 - 8% open Β· ⏱️ 30.06.2021):

     git clone https://github.com/keras-team/autokeras
    
  • PyPi (πŸ“₯ 33K / month Β· πŸ“¦ 14 Β· ⏱️ 17.06.2021):

     pip install autokeras
    
Bayesian Optimization (πŸ₯‡29 Β· ⭐ 5.2K Β· πŸ’€) - A Python implementation of global optimization with.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 1.1K Β· πŸ“₯ 63 Β· πŸ“¦ 800 Β· πŸ“‹ 210 - 20% open Β· ⏱️ 19.12.2020):

     git clone https://github.com/fmfn/BayesianOptimization
    
  • PyPi (πŸ“₯ 120K / month Β· πŸ“¦ 92 Β· ⏱️ 16.05.2020):

     pip install bayesian-optimization
    
Keras Tuner (πŸ₯‡29 Β· ⭐ 2.3K) - Hyperparameter tuning for humans. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 290 Β· πŸ“¦ 730 Β· πŸ“‹ 340 - 51% open Β· ⏱️ 25.06.2021):

     git clone https://github.com/keras-team/keras-tuner
    
  • PyPi (πŸ“₯ 950K / month Β· πŸ“¦ 4 Β· ⏱️ 17.06.2021):

     pip install keras-tuner
    
NNI (πŸ₯ˆ28 Β· ⭐ 9.9K) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.4K Β· πŸ“¦ 130 Β· πŸ“‹ 1.3K - 15% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/microsoft/nni
    
  • PyPi (πŸ“₯ 15K / month Β· πŸ“¦ 16 Β· ⏱️ 15.06.2021):

     pip install nni
    
auto-sklearn (πŸ₯ˆ28 Β· ⭐ 5.5K) - Automated Machine Learning with scikit-learn. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 1K Β· πŸ“¦ 180 Β· πŸ“‹ 740 - 14% open Β· ⏱️ 14.05.2021):

     git clone https://github.com/automl/auto-sklearn
    
  • PyPi (πŸ“₯ 22K / month Β· πŸ“¦ 30 Β· ⏱️ 20.04.2021):

     pip install auto-sklearn
    
featuretools (πŸ₯ˆ27 Β· ⭐ 5.6K) - An open source python library for automated feature engineering. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 730 Β· πŸ“¦ 790 Β· πŸ“‹ 590 - 21% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/alteryx/featuretools
    
  • PyPi (πŸ“₯ 230K / month Β· πŸ“¦ 70 Β· ⏱️ 11.06.2021):

     pip install featuretools
    
  • Conda (πŸ“₯ 58K Β· ⏱️ 29.06.2021):

     conda install -c conda-forge featuretools
    
BoTorch (πŸ₯ˆ27 Β· ⭐ 2K) - Bayesian optimization in PyTorch. MIT
  • GitHub (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 210 Β· πŸ“¦ 140 Β· πŸ“‹ 180 - 21% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/pytorch/botorch
    
  • PyPi (πŸ“₯ 71K / month Β· ⏱️ 29.06.2021):

     pip install botorch
    
Ax (πŸ₯ˆ27 Β· ⭐ 1.5K) - Adaptive Experimentation Platform. MIT
  • GitHub (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 160 Β· πŸ“¦ 190 Β· πŸ“‹ 270 - 9% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/facebook/Ax
    
  • PyPi (πŸ“₯ 56K / month Β· πŸ“¦ 4 Β· ⏱️ 30.06.2021):

     pip install ax-platform
    
AutoGluon (πŸ₯ˆ26 Β· ⭐ 3.5K) - AutoGluon: AutoML for Text, Image, and Tabular Data. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 450 Β· πŸ“¦ 61 Β· πŸ“‹ 510 - 22% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/awslabs/autogluon
    
  • PyPi (πŸ“₯ 25K / month Β· ⏱️ 15.07.2021):

     pip install autogluon
    
nevergrad (πŸ₯ˆ26 Β· ⭐ 3K) - A Python toolbox for performing gradient-free optimization. MIT
  • GitHub (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 290 Β· πŸ“¦ 200 Β· πŸ“‹ 230 - 40% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/facebookresearch/nevergrad
    
  • PyPi (πŸ“₯ 29K / month Β· πŸ“¦ 14 Β· ⏱️ 04.06.2021):

     pip install nevergrad
    
  • Conda (πŸ“₯ 11K Β· ⏱️ 14.06.2021):

     conda install -c conda-forge nevergrad
    
SMAC3 (πŸ₯ˆ26 Β· ⭐ 590 Β· πŸ’€) - Sequential Model-based Algorithm Configuration. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 160 Β· πŸ“‹ 330 - 23% open Β· ⏱️ 29.10.2020):

     git clone https://github.com/automl/SMAC3
    
  • PyPi (πŸ“₯ 29K / month Β· πŸ“¦ 58 Β· ⏱️ 29.10.2020):

     pip install smac
    
Hyperas (πŸ₯ˆ25 Β· ⭐ 2.1K Β· πŸ’€) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 300 Β· πŸ“¦ 210 Β· πŸ“‹ 250 - 35% open Β· ⏱️ 22.12.2020):

     git clone https://github.com/maxpumperla/hyperas
    
  • PyPi (πŸ“₯ 42K / month Β· πŸ“¦ 42 Β· ⏱️ 28.02.2019):

     pip install hyperas
    
GPyOpt (πŸ₯ˆ24 Β· ⭐ 740 Β· πŸ’€) - Gaussian Process Optimization using GPy. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 230 Β· πŸ“¦ 200 Β· πŸ“‹ 290 - 34% open Β· ⏱️ 05.11.2020):

     git clone https://github.com/SheffieldML/GPyOpt
    
  • PyPi (πŸ“₯ 14K / month Β· πŸ“¦ 36 Β· ⏱️ 19.03.2020):

     pip install gpyopt
    
mljar-supervised (πŸ₯ˆ23 Β· ⭐ 1.4K) - Automated Machine Learning Pipeline with Feature Engineering.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 180 Β· πŸ“¦ 14 Β· πŸ“‹ 400 - 13% open Β· ⏱️ 23.06.2021):

     git clone https://github.com/mljar/mljar-supervised
    
  • PyPi (πŸ“₯ 8K / month Β· ⏱️ 08.06.2021):

     pip install mljar-supervised
    
AdaNet (πŸ₯‰22 Β· ⭐ 3.3K Β· πŸ’€) - Fast and flexible AutoML with learning guarantees. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 510 Β· πŸ“¦ 39 Β· πŸ“‹ 110 - 58% open Β· ⏱️ 09.07.2020):

     git clone https://github.com/tensorflow/adanet
    
  • PyPi (πŸ“₯ 1.2K / month Β· πŸ“¦ 2 Β· ⏱️ 09.07.2020):

     pip install adanet
    
Talos (πŸ₯‰22 Β· ⭐ 1.4K) - Hyperparameter Optimization for TensorFlow, Keras and PyTorch. MIT
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 240 Β· πŸ“¦ 120 Β· πŸ“‹ 390 - 10% open Β· ⏱️ 27.05.2021):

     git clone https://github.com/autonomio/talos
    
  • PyPi (πŸ“₯ 2.3K / month Β· πŸ“¦ 6 Β· ⏱️ 09.11.2020):

     pip install talos
    
lazypredict (πŸ₯‰22 Β· ⭐ 380) - Lazy Predict help build a lot of basic models without much code.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 84 Β· πŸ“¦ 100 Β· πŸ“‹ 53 - 43% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/shankarpandala/lazypredict
    
  • PyPi (πŸ“₯ 5.1K / month Β· ⏱️ 17.02.2021):

     pip install lazypredict
    
Neuraxle (πŸ₯‰21 Β· ⭐ 430) - A Sklearn-like Framework for Hyperparameter Tuning and AutoML in.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 48 Β· πŸ“¦ 21 Β· πŸ“‹ 310 - 47% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/Neuraxio/Neuraxle
    
  • PyPi (πŸ“₯ 380 / month Β· ⏱️ 29.06.2021):

     pip install neuraxle
    
Dragonfly (πŸ₯‰18 Β· ⭐ 580 Β· πŸ’€) - An open source python library for scalable Bayesian optimisation. MIT
  • GitHub (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 80 Β· πŸ“‹ 43 - 60% open Β· ⏱️ 03.07.2020):

     git clone https://github.com/dragonfly/dragonfly
    
  • PyPi (πŸ“₯ 24K / month Β· πŸ“¦ 2 Β· ⏱️ 03.07.2020):

     pip install dragonfly-opt
    
AlphaPy (πŸ₯‰17 Β· ⭐ 610) - Automated Machine Learning [AutoML] with Python, scikit-learn, Keras,.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 140 Β· πŸ“¦ 3 Β· πŸ“‹ 38 - 23% open Β· ⏱️ 08.02.2021):

     git clone https://github.com/ScottfreeLLC/AlphaPy
    
  • PyPi (πŸ“₯ 160 / month Β· ⏱️ 29.08.2020):

     pip install alphapy
    
HyperparameterHunter (πŸ₯‰15 Β· ⭐ 660) - Easy hyperparameter optimization and automatic result.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 83 Β· πŸ“₯ 330 Β· πŸ“‹ 120 - 30% open Β· ⏱️ 20.01.2021):

     git clone https://github.com/HunterMcGushion/hyperparameter_hunter
    
  • PyPi (πŸ“₯ 120 / month Β· πŸ“¦ 2 Β· ⏱️ 06.08.2019):

     pip install hyperparameter-hunter
    
model_search (πŸ₯‰11 Β· ⭐ 3.1K Β· 🐣) - AutoML algorithms for model architecture search at scale. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 300 Β· πŸ“‹ 47 - 72% open Β· ⏱️ 17.03.2021):

     git clone https://github.com/google/model_search
    
Devol (πŸ₯‰11 Β· ⭐ 930 Β· πŸ’€) - Genetic neural architecture search with Keras. MIT
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 110 Β· πŸ“‹ 27 - 25% open Β· ⏱️ 05.07.2020):

     git clone https://github.com/joeddav/devol
    
Show 21 hidden projects...
  • TPOT (πŸ₯‡29 Β· ⭐ 8.1K) - A Python Automated Machine Learning tool that optimizes machine.. ❗️LGPL-3.0
  • Orion (πŸ₯ˆ24 Β· ⭐ 190) - Asynchronous Distributed Hyperparameter Optimization. BSD-3
  • MLBox (πŸ₯‰22 Β· ⭐ 1.2K Β· πŸ’€) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause
  • optunity (πŸ₯‰21 Β· ⭐ 370 Β· πŸ’€) - optimization routines for hyperparameter tuning. BSD-3
  • Hyperactive (πŸ₯‰21 Β· ⭐ 280) - A hyperparameter optimization and data collection toolbox for.. MIT
  • Auto ViML (πŸ₯‰21 Β· ⭐ 270) - Automatically Build Multiple ML Models with a Single Line of Code... Apache-2
  • auto_ml (πŸ₯‰20 Β· ⭐ 1.5K Β· πŸ’€) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT
  • HpBandSter (πŸ₯‰20 Β· ⭐ 480 Β· πŸ’€) - a distributed Hyperband implementation on Steroids. BSD-3
  • Test Tube (πŸ₯‰19 Β· ⭐ 690 Β· πŸ’€) - Python library to easily log experiments and parallelize.. MIT
  • sklearn-deap (πŸ₯‰18 Β· ⭐ 640 Β· πŸ’€) - Use evolutionary algorithms instead of gridsearch in.. MIT
  • Sherpa (πŸ₯‰18 Β· ⭐ 300 Β· πŸ’€) - Hyperparameter optimization that enables researchers to.. ❗️GPL-3.0
  • Advisor (πŸ₯‰17 Β· ⭐ 1.4K Β· πŸ’€) - Open-source implementation of Google Vizier for hyper parameters.. Apache-2
  • automl-gs (πŸ₯‰16 Β· ⭐ 1.7K Β· πŸ’€) - Provide an input CSV and a target field to predict, generate a.. MIT
  • Xcessiv (πŸ₯‰16 Β· ⭐ 1.3K Β· πŸ’€) - A web-based application for quick, scalable, and automated.. Apache-2
  • Auto Tune Models (πŸ₯‰16 Β· ⭐ 510 Β· πŸ’€) - Auto Tune Models - A multi-tenant, multi-data system for.. MIT
  • Parfit (πŸ₯‰16 Β· ⭐ 200 Β· πŸ’€) - A package for parallelizing the fit and flexibly scoring of.. MIT
  • Auptimizer (πŸ₯‰15 Β· ⭐ 170) - An automatic ML model optimization tool. ❗️GPL-3.0
  • Hypermax (πŸ₯‰14 Β· ⭐ 96 Β· πŸ’€) - Better, faster hyper-parameter optimization. BSD-3
  • ENAS (πŸ₯‰13 Β· ⭐ 2.5K Β· πŸ’€) - PyTorch implementation of Efficient Neural Architecture Search via.. Apache-2
  • featurewiz (πŸ₯‰13 Β· ⭐ 67) - Use advanced feature engineering strategies and select the best.. Apache-2
  • Hypertunity (πŸ₯‰11 Β· ⭐ 120 Β· πŸ’€) - A toolset for black-box hyperparameter optimisation. Apache-2

Reinforcement Learning

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Libraries for building and evaluating reinforcement learning & agent-based systems.

OpenAI Gym (πŸ₯‡36 Β· ⭐ 25K) - A toolkit for developing and comparing reinforcement learning.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 7K Β· πŸ“¦ 22K Β· πŸ“‹ 1.4K - 22% open Β· ⏱️ 17.05.2021):

     git clone https://github.com/openai/gym
    
  • PyPi (πŸ“₯ 970K / month Β· πŸ“¦ 3.6K Β· ⏱️ 18.05.2021):

     pip install gym
    
Dopamine (πŸ₯‡29 Β· ⭐ 9.5K) - Dopamine is a research framework for fast prototyping of.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 1.3K Β· πŸ“‹ 160 - 49% open Β· ⏱️ 29.06.2021):

     git clone https://github.com/google/dopamine
    
  • PyPi (πŸ“₯ 2.5M / month Β· πŸ“¦ 62 Β· ⏱️ 29.06.2021):

     pip install dopamine-rl
    
TF-Agents (πŸ₯‡28 Β· ⭐ 2K) - TF-Agents: A reliable, scalable and easy to use TensorFlow.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 540 Β· πŸ“¦ 520 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/tensorflow/agents
    
  • PyPi (πŸ“₯ 20K / month Β· πŸ“¦ 12 Β· ⏱️ 16.05.2021):

     pip install tf-agents
    
TensorLayer (πŸ₯ˆ26 Β· ⭐ 6.7K) - Deep Learning and Reinforcement Learning Library for.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.5K Β· πŸ“₯ 1.3K Β· πŸ“‹ 450 - 4% open Β· ⏱️ 05.07.2021):

     git clone https://github.com/tensorlayer/tensorlayer
    
  • PyPi (πŸ“₯ 2.8K / month Β· πŸ“¦ 68 Β· ⏱️ 19.06.2020):

     pip install tensorlayer
    
Stable Baselines (πŸ₯ˆ26 Β· ⭐ 3.2K) - A fork of OpenAI Baselines, implementations of reinforcement.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 620 Β· πŸ“‹ 890 - 14% open Β· ⏱️ 02.06.2021):

     git clone https://github.com/hill-a/stable-baselines
    
  • PyPi (πŸ“₯ 9.9K / month Β· πŸ“¦ 50 Β· ⏱️ 06.04.2021):

     pip install stable-baselines
    
TensorForce (πŸ₯ˆ26 Β· ⭐ 3K) - Tensorforce: a TensorFlow library for applied reinforcement.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 510 Β· πŸ“‹ 590 - 1% open Β· ⏱️ 10.07.2021):

     git clone https://github.com/tensorforce/tensorforce
    
  • PyPi (πŸ“₯ 1.6K / month Β· πŸ“¦ 46 Β· ⏱️ 07.09.2019):

     pip install tensorforce
    
ViZDoom (πŸ₯ˆ25 Β· ⭐ 1.2K) - Doom-based AI Research Platform for Reinforcement Learning from Raw.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 300 Β· πŸ“₯ 11K Β· πŸ“¦ 120 Β· πŸ“‹ 420 - 21% open Β· ⏱️ 16.06.2021):

     git clone https://github.com/mwydmuch/ViZDoom
    
  • PyPi (πŸ“₯ 1.2K / month Β· πŸ“¦ 24 Β· ⏱️ 29.10.2020):

     pip install vizdoom
    
Acme (πŸ₯‰24 Β· ⭐ 2.2K) - A library of reinforcement learning components and agents. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 250 Β· πŸ“¦ 36 Β· πŸ“‹ 120 - 45% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/deepmind/acme
    
  • PyPi (πŸ“₯ 1.6K / month Β· ⏱️ 26.05.2021):

     pip install dm-acme
    
garage (πŸ₯‰24 Β· ⭐ 1.2K) - A toolkit for reproducible reinforcement learning research. MIT
  • GitHub (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 230 Β· πŸ“¦ 19 Β· πŸ“‹ 1K - 20% open Β· ⏱️ 22.06.2021):

     git clone https://github.com/rlworkgroup/garage
    
  • PyPi (πŸ“₯ 310 / month Β· ⏱️ 23.03.2021):

     pip install garage
    
FinRL (πŸ₯‰22 Β· ⭐ 2.3K) - A Deep Reinforcement Learning Library for Automated Trading in Quantitative.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 590 Β· πŸ“¦ 7 Β· πŸ“‹ 160 - 37% open Β· ⏱️ 06.07.2021):

     git clone https://github.com/AI4Finance-LLC/FinRL
    
  • PyPi (πŸ“₯ 210 / month Β· ⏱️ 28.02.2021):

     pip install finrl
    
ChainerRL (πŸ₯‰22 Β· ⭐ 970) - ChainerRL is a deep reinforcement learning library built on top of.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 210 Β· πŸ“¦ 100 Β· πŸ“‹ 220 - 33% open Β· ⏱️ 17.04.2021):

     git clone https://github.com/chainer/chainerrl
    
  • PyPi (πŸ“₯ 750 / month Β· πŸ“¦ 14 Β· ⏱️ 14.02.2020):

     pip install chainerrl
    
PARL (πŸ₯‰21 Β· ⭐ 2.1K) - A high-performance distributed training framework for Reinforcement.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 500 Β· πŸ“¦ 73 Β· πŸ“‹ 240 - 22% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/PaddlePaddle/PARL
    
  • PyPi (πŸ“₯ 760 / month Β· ⏱️ 08.07.2021):

     pip install parl
    
Coach (πŸ₯‰20 Β· ⭐ 2K) - Reinforcement Learning Coach by Intel AI Lab enables easy.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 390 Β· πŸ“‹ 270 - 31% open Β· ⏱️ 28.06.2021):

     git clone https://github.com/IntelLabs/coach
    
  • PyPi (πŸ“₯ 290 / month Β· πŸ“¦ 2 Β· ⏱️ 10.10.2019):

     pip install rl_coach
    
PFRL (πŸ₯‰20 Β· ⭐ 650) - PFRL: a PyTorch-based deep reinforcement learning library. MIT
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 81 Β· πŸ“¦ 15 Β· πŸ“‹ 51 - 43% open Β· ⏱️ 07.07.2021):

     git clone https://github.com/pfnet/pfrl
    
  • PyPi (πŸ“₯ 700 / month Β· ⏱️ 07.07.2021):

     pip install pfrl
    
RLax (πŸ₯‰20 Β· ⭐ 630) - A library of reinforcement learning building blocks in JAX. Apache-2 jax
  • GitHub (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 46 Β· πŸ“¦ 20 Β· πŸ“‹ 13 - 53% open Β· ⏱️ 08.07.2021):

     git clone https://github.com/deepmind/rlax
    
  • PyPi (πŸ“₯ 1.3K / month Β· ⏱️ 19.02.2020):

     pip install rlax
    
ReAgent (πŸ₯‰17 Β· ⭐ 3K) - A platform for Reasoning systems (Reinforcement Learning, Contextual.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 430 Β· πŸ“‹ 120 - 35% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/facebookresearch/ReAgent
    
Show 5 hidden projects...
  • baselines (πŸ₯ˆ27 Β· ⭐ 12K Β· πŸ’€) - OpenAI Baselines: high-quality implementations of reinforcement.. MIT
  • keras-rl (πŸ₯ˆ25 Β· ⭐ 5.1K Β· πŸ’€) - Deep Reinforcement Learning for Keras. MIT
  • TRFL (πŸ₯‰21 Β· ⭐ 3.1K Β· πŸ’€) - TensorFlow Reinforcement Learning. Apache-2
  • DeepMind Lab (πŸ₯‰16 Β· ⭐ 6.5K) - A customisable 3D platform for agent-based AI research. ❗️GPL-2.0
  • Maze (πŸ₯‰11 Β· ⭐ 140 Β· 🐣) - Maze Applied Reinforcement Learning Framework. ❗️Custom

Recommender Systems

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Libraries for building and evaluating recommendation systems.

scikit-surprise (πŸ₯‡27 Β· ⭐ 4.9K Β· πŸ’€) - A Python scikit for building and analyzing recommender.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 870 Β· πŸ“¦ 1.2K Β· πŸ“‹ 340 - 14% open Β· ⏱️ 05.08.2020):

     git clone https://github.com/NicolasHug/Surprise
    
  • PyPi (πŸ“₯ 61K / month Β· πŸ“¦ 48 Β· ⏱️ 19.07.2020):

     pip install scikit-surprise
    
  • Conda (πŸ“₯ 180K Β· ⏱️ 13.10.2020):

     conda install -c conda-forge scikit-surprise
    
implicit (πŸ₯‡27 Β· ⭐ 2.4K) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT
  • GitHub (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 490 Β· πŸ“¦ 440 Β· πŸ“‹ 350 - 23% open Β· ⏱️ 08.05.2021):

     git clone https://github.com/benfred/implicit
    
  • PyPi (πŸ“₯ 150K / month Β· πŸ“¦ 44 Β· ⏱️ 15.09.2020):

     pip install implicit
    
  • Conda (πŸ“₯ 270K Β· ⏱️ 24.11.2020):

     conda install -c conda-forge implicit
    
lightfm (πŸ₯ˆ25 Β· ⭐ 3.7K) - A Python implementation of LightFM, a hybrid recommendation algorithm. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 590 Β· πŸ“¦ 510 Β· πŸ“‹ 420 - 18% open Β· ⏱️ 07.02.2021):

     git clone https://github.com/lyst/lightfm
    
  • PyPi (πŸ“₯ 160K / month Β· πŸ“¦ 56 Β· ⏱️ 27.11.2020):

     pip install lightfm
    
  • Conda (πŸ“₯ 99K Β· ⏱️ 07.02.2021):

     conda install -c conda-forge lightfm
    
Cornac (πŸ₯ˆ24 Β· ⭐ 380) - A Comparative Framework for Multimodal Recommender Systems. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 70 Β· πŸ“¦ 50 Β· πŸ“‹ 55 - 5% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/PreferredAI/cornac
    
  • PyPi (πŸ“₯ 5.6K / month Β· πŸ“¦ 2 Β· ⏱️ 13.07.2021):

     pip install cornac
    
  • Conda (πŸ“₯ 160K Β· ⏱️ 13.07.2021):

     conda install -c conda-forge cornac
    
TF Ranking (πŸ₯ˆ23 Β· ⭐ 2.2K) - Learning to Rank in TensorFlow. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 380 Β· πŸ“‹ 250 - 11% open Β· ⏱️ 24.05.2021):

     git clone https://github.com/tensorflow/ranking
    
  • PyPi (πŸ“₯ 94K / month Β· πŸ“¦ 2 Β· ⏱️ 25.05.2021):

     pip install tensorflow_ranking
    
RecBole (πŸ₯ˆ22 Β· ⭐ 1.1K) - A unified, comprehensive and efficient recommendation library. MIT
  • GitHub (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 170 Β· πŸ“‹ 150 - 29% open Β· ⏱️ 11.07.2021):

     git clone https://github.com/RUCAIBox/RecBole
    
  • PyPi (πŸ“₯ 420 / month Β· ⏱️ 22.03.2021):

     pip install recbole
    
  • Conda (πŸ“₯ 530 Β· ⏱️ 22.03.2021):

     conda install -c aibox recbole
    
Recommenders (πŸ₯‰21 Β· ⭐ 11K) - Best Practices on Recommendation Systems. MIT
  • GitHub (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 1.8K Β· πŸ“₯ 39 Β· πŸ“¦ 2 Β· πŸ“‹ 600 - 24% open Β· ⏱️ 17.06.2021):

     git clone https://github.com/microsoft/recommenders
    
TF Recommenders (πŸ₯‰21 Β· ⭐ 920) - TensorFlow Recommenders is a library for building.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 29 Β· πŸ“‹ 160 - 50% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/tensorflow/recommenders
    
  • PyPi (πŸ“₯ 22K / month Β· ⏱️ 17.05.2021):

     pip install tensorflow-recommenders
    
fastFM (πŸ₯‰20 Β· ⭐ 920) - fastFM: A Library for Factorization Machines. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 190 Β· πŸ“₯ 390 Β· πŸ“¦ 83 Β· πŸ“‹ 100 - 42% open Β· ⏱️ 24.03.2021):

     git clone https://github.com/ibayer/fastFM
    
  • PyPi (πŸ“₯ 670 / month Β· πŸ“¦ 8 Β· ⏱️ 23.11.2017):

     pip install fastfm
    
Case Recommender (πŸ₯‰18 Β· ⭐ 350) - Case Recommender: A Flexible and Extensible Python.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 73 Β· πŸ“¦ 9 Β· πŸ“‹ 24 - 29% open Β· ⏱️ 17.06.2021):

     git clone https://github.com/caserec/CaseRecommender
    
  • PyPi (πŸ“₯ 340 / month Β· ⏱️ 20.08.2019):

     pip install caserecommender
    
Show 5 hidden projects...
  • tensorrec (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - A TensorFlow recommendation algorithm and framework in.. Apache-2
  • recmetrics (πŸ₯‰18 Β· ⭐ 280 Β· πŸ’€) - A library of metrics for evaluating recommender systems. MIT
  • Spotlight (πŸ₯‰17 Β· ⭐ 2.5K Β· πŸ’€) - Deep recommender models using PyTorch. MIT
  • lkpy (πŸ₯‰17 Β· ⭐ 170) - Python recommendation toolkit. MIT
  • OpenRec (πŸ₯‰16 Β· ⭐ 380 Β· πŸ’€) - OpenRec is an open-source and modular library for neural network-.. Apache-2

Privacy Machine Learning

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Libraries for encrypted and privacy-preserving machine learning using methods like federated learning & differential privacy.

PySyft (πŸ₯‡27 Β· ⭐ 7.4K) - A library for answering questions using data you cannot see. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.7K Β· πŸ“‹ 3K - 8% open Β· ⏱️ 07.07.2021):

     git clone https://github.com/OpenMined/PySyft
    
  • PyPi (πŸ“₯ 3.4K / month Β· πŸ“¦ 6 Β· ⏱️ 28.06.2021):

     pip install syft
    
TensorFlow Privacy (πŸ₯ˆ23 Β· ⭐ 1.4K) - Library for training machine learning models with.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 320 Β· πŸ“₯ 46 Β· πŸ“‹ 140 - 42% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/tensorflow/privacy
    
  • PyPi (πŸ“₯ 19K / month Β· πŸ“¦ 2 Β· ⏱️ 14.07.2021):

     pip install tensorflow-privacy
    
Opacus (πŸ₯ˆ23 Β· ⭐ 850) - Training PyTorch models with differential privacy. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 130 Β· πŸ“₯ 40 Β· πŸ“¦ 42 Β· πŸ“‹ 85 - 16% open Β· ⏱️ 28.06.2021):

     git clone https://github.com/pytorch/opacus
    
  • PyPi (πŸ“₯ 10K / month Β· ⏱️ 23.06.2021):

     pip install opacus
    
TFEncrypted (πŸ₯‰21 Β· ⭐ 900 Β· πŸ’€) - A Framework for Encrypted Machine Learning in TensorFlow. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 150 Β· πŸ“¦ 54 Β· πŸ“‹ 400 - 42% open Β· ⏱️ 19.08.2020):

     git clone https://github.com/tf-encrypted/tf-encrypted
    
  • PyPi (πŸ“₯ 780 / month Β· πŸ“¦ 16 Β· ⏱️ 21.10.2019):

     pip install tf-encrypted
    
FATE (πŸ₯‰20 Β· ⭐ 3.3K) - An Industrial Grade Federated Learning Framework. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 940 Β· πŸ“‹ 910 - 33% open Β· ⏱️ 07.07.2021):

     git clone https://github.com/FederatedAI/FATE
    
CrypTen (πŸ₯‰18 Β· ⭐ 850) - A framework for Privacy Preserving Machine Learning. MIT
  • GitHub (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 11 Β· πŸ“‹ 89 - 30% open Β· ⏱️ 25.06.2021):

     git clone https://github.com/facebookresearch/CrypTen
    
  • PyPi (πŸ“₯ 330 / month Β· ⏱️ 05.02.2020):

     pip install crypten
    

Workflow & Experiment Tracking

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Libraries to organize, track, and visualize machine learning experiments.

Tensorboard (πŸ₯‡36 Β· ⭐ 5.6K) - TensorFlow's Visualization Toolkit. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1.4K Β· πŸ“¦ 72K Β· πŸ“‹ 1.5K - 35% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/tensorflow/tensorboard
    
  • PyPi (πŸ“₯ 11M / month Β· πŸ“¦ 3.6K Β· ⏱️ 14.01.2021):

     pip install tensorboard
    
  • Conda (πŸ“₯ 2.2M Β· ⏱️ 11.06.2021):

     conda install -c conda-forge tensorboard
    
mlflow (πŸ₯‡33 Β· ⭐ 9.8K) - Open source platform for the machine learning lifecycle. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 2.1K Β· πŸ“‹ 1.9K - 43% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/mlflow/mlflow
    
  • PyPi (πŸ“₯ 8.6M / month Β· πŸ“¦ 150 Β· ⏱️ 14.07.2021):

     pip install mlflow
    
  • Conda (πŸ“₯ 360K Β· ⏱️ 14.07.2021):

     conda install -c conda-forge mlflow
    
DVC (πŸ₯‡32 Β· ⭐ 8.3K) - Data Version Control | Git for Data & Models | ML Experiments Management. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 790 Β· πŸ“₯ 30K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.1K - 18% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/iterative/dvc
    
  • PyPi (πŸ“₯ 290K / month Β· πŸ“¦ 46 Β· ⏱️ 08.07.2021):

     pip install dvc
    
  • Conda (πŸ“₯ 780K Β· ⏱️ 09.07.2021):

     conda install -c conda-forge dvc
    
wandb client (πŸ₯‡31 Β· ⭐ 3.1K) - A tool for visualizing and tracking your machine learning.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 230 Β· πŸ“¦ 3.7K Β· πŸ“‹ 1.2K - 28% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/wandb/client
    
  • PyPi (πŸ“₯ 620K / month Β· πŸ“¦ 78 Β· ⏱️ 30.06.2021):

     pip install wandb
    
SageMaker SDK (πŸ₯‡31 Β· ⭐ 1.4K) - A library for training and deploying machine learning.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 650 Β· πŸ“¦ 770 Β· πŸ“‹ 860 - 29% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/aws/sagemaker-python-sdk
    
  • PyPi (πŸ“₯ 820K / month Β· πŸ“¦ 28 Β· ⏱️ 12.07.2021):

     pip install sagemaker
    
tensorboardX (πŸ₯ˆ30 Β· ⭐ 7K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT
  • GitHub (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 820 Β· πŸ“₯ 330 Β· πŸ“¦ 13K Β· πŸ“‹ 430 - 15% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/lanpa/tensorboardX
    
  • PyPi (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 30.06.2021):

     pip install tensorboardX
    
  • Conda (πŸ“₯ 420K Β· ⏱️ 06.04.2021):

     conda install -c conda-forge tensorboardx
    
PyCaret (πŸ₯ˆ30 Β· ⭐ 3.7K) - An open-source, low-code machine learning library in Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 830 Β· πŸ“₯ 420 Β· πŸ“¦ 1.1K Β· πŸ“‹ 960 - 15% open Β· ⏱️ 08.07.2021):

     git clone https://github.com/pycaret/pycaret
    
  • PyPi (πŸ“₯ 91K / month Β· ⏱️ 07.07.2021):

     pip install pycaret
    
AzureML SDK (πŸ₯ˆ30 Β· ⭐ 2.4K) - This is a publish-only repository. All pull requests are ignored... MIT
  • GitHub (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 1.8K Β· πŸ“₯ 430 Β· πŸ“‹ 1.1K - 15% open Β· ⏱️ 06.07.2021):

     git clone https://github.com/Azure/MachineLearningNotebooks
    
  • PyPi (πŸ“₯ 700K / month Β· πŸ“¦ 60 Β· ⏱️ 06.07.2021):

     pip install azureml-sdk
    
kaggle (πŸ₯ˆ29 Β· ⭐ 4.2K) - Official Kaggle API. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 810 Β· πŸ“¦ 6K Β· πŸ“‹ 300 - 58% open Β· ⏱️ 15.03.2021):

     git clone https://github.com/Kaggle/kaggle-api
    
  • PyPi (πŸ“₯ 190K / month Β· πŸ“¦ 560 Β· ⏱️ 13.03.2021):

     pip install kaggle
    
  • Conda (πŸ“₯ 64K Β· ⏱️ 16.03.2021):

     conda install -c conda-forge kaggle
    
sacred (πŸ₯ˆ28 Β· ⭐ 3.5K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 320 Β· πŸ“¦ 980 Β· πŸ“‹ 510 - 17% open Β· ⏱️ 28.06.2021):

     git clone https://github.com/IDSIA/sacred
    
  • PyPi (πŸ“₯ 24K / month Β· πŸ“¦ 150 Β· ⏱️ 14.12.2020):

     pip install sacred
    
Metaflow (πŸ₯ˆ27 Β· ⭐ 4.5K) - Build and manage real-life data science projects with ease. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 380 Β· πŸ“¦ 170 Β· πŸ“‹ 330 - 48% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/Netflix/metaflow
    
  • PyPi (πŸ“₯ 69K / month Β· πŸ“¦ 2 Β· ⏱️ 29.06.2021):

     pip install metaflow
    
  • Conda (πŸ“₯ 19K Β· ⏱️ 30.06.2021):

     conda install -c conda-forge metaflow
    
Catalyst (πŸ₯ˆ27 Β· ⭐ 2.7K) - Accelerated deep learning R&D. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 320 Β· πŸ“¦ 380 Β· πŸ“‹ 320 - 5% open Β· ⏱️ 08.07.2021):

     git clone https://github.com/catalyst-team/catalyst
    
  • PyPi (πŸ“₯ 11K / month Β· πŸ“¦ 38 Β· ⏱️ 29.06.2021):

     pip install catalyst
    
ClearML (πŸ₯ˆ27 Β· ⭐ 2.6K) - ClearML - Auto-Magical Suite of tools to streamline your ML.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 370 Β· πŸ“₯ 370 Β· πŸ“¦ 52 Β· πŸ“‹ 340 - 31% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/allegroai/clearml
    
  • PyPi (πŸ“₯ 26K / month Β· ⏱️ 22.06.2021):

     pip install clearml
    
  • Docker Hub (πŸ“₯ 30K Β· ⏱️ 05.10.2020):

     docker pull allegroai/trains
    
snakemake (πŸ₯ˆ26 Β· ⭐ 1K Β· πŸ“‰) - This is the development home of the workflow management system.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 230 Β· πŸ“¦ 850 Β· πŸ“‹ 680 - 61% open Β· ⏱️ 06.07.2021):

     git clone https://github.com/snakemake/snakemake
    
  • PyPi (πŸ“₯ 27K / month Β· πŸ“¦ 290 Β· ⏱️ 06.07.2021):

     pip install snakemake
    
  • Conda (πŸ“₯ 310K Β· ⏱️ 07.07.2021):

     conda install -c bioconda snakemake
    
VisualDL (πŸ₯ˆ25 Β· ⭐ 4.2K) - Deep Learning Visualization Toolkit. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 560 Β· πŸ“₯ 140 Β· πŸ“¦ 480 Β· πŸ“‹ 360 - 9% open Β· ⏱️ 21.06.2021):

     git clone https://github.com/PaddlePaddle/VisualDL
    
  • PyPi (πŸ“₯ 21K / month Β· πŸ“¦ 10 Β· ⏱️ 23.05.2021):

     pip install visualdl
    
ml-metadata (πŸ₯ˆ25 Β· ⭐ 350) - For recording and retrieving metadata associated with ML.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 71 Β· πŸ“₯ 1.5K Β· πŸ“¦ 140 Β· πŸ“‹ 69 - 28% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/google/ml-metadata
    
  • PyPi (πŸ“₯ 870K / month Β· ⏱️ 09.07.2021):

     pip install ml-metadata
    
TNT (πŸ₯‰24 Β· ⭐ 1.3K) - Simple tools for logging and visualizing, loading and training. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 190 Β· πŸ“¦ 610 Β· πŸ“‹ 65 - 46% open Β· ⏱️ 05.01.2021):

     git clone https://github.com/pytorch/tnt
    
  • PyPi (πŸ“₯ 28K / month Β· πŸ“¦ 50 Β· ⏱️ 29.07.2018):

     pip install torchnet
    
livelossplot (πŸ₯‰24 Β· ⭐ 1.1K) - Live training loss plot in Jupyter Notebook for Keras,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 140 Β· πŸ“¦ 580 Β· πŸ“‹ 73 - 4% open Β· ⏱️ 04.06.2021):

     git clone https://github.com/stared/livelossplot
    
  • PyPi (πŸ“₯ 35K / month Β· πŸ“¦ 10 Β· ⏱️ 03.02.2021):

     pip install livelossplot
    
TensorWatch (πŸ₯‰22 Β· ⭐ 3.1K) - Debugging, monitoring and visualization for Python Machine Learning.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 330 Β· πŸ“¦ 52 Β· πŸ“‹ 65 - 76% open Β· ⏱️ 15.01.2021):

     git clone https://github.com/microsoft/tensorwatch
    
  • PyPi (πŸ“₯ 27K / month Β· πŸ“¦ 6 Β· ⏱️ 04.03.2020):

     pip install tensorwatch
    
Guild AI (πŸ₯‰22 Β· ⭐ 600) - Experiment tracking, ML developer tools. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 44 Β· πŸ“¦ 33 Β· πŸ“‹ 280 - 37% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/guildai/guildai
    
  • PyPi (πŸ“₯ 3.1K / month Β· ⏱️ 12.04.2021):

     pip install guildai
    
Studio.ml (πŸ₯‰22 Β· ⭐ 370) - Studio: Simplify and expedite model building process. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 52 Β· πŸ“¦ 4 Β· πŸ“‹ 250 - 22% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/studioml/studio
    
  • PyPi (πŸ“₯ 2K / month Β· ⏱️ 13.07.2021):

     pip install studioml
    
Labml (πŸ₯‰21 Β· ⭐ 600) - Monitor deep learning model training and hardware usage from your mobile.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 50 Β· πŸ“¦ 31 Β· πŸ“‹ 15 - 46% open Β· ⏱️ 10.07.2021):

     git clone https://github.com/labmlai/labml
    
  • PyPi (πŸ“₯ 1.2K / month Β· ⏱️ 05.07.2021):

     pip install labml
    
keepsake (πŸ₯‰18 Β· ⭐ 1.5K) - Version control for machine learning. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 56 Β· πŸ“‹ 190 - 65% open Β· ⏱️ 07.05.2021):

     git clone https://github.com/replicate/keepsake
    
  • PyPi (πŸ“₯ 1.2K / month Β· ⏱️ 11.03.2021):

     pip install keepsake
    
aim (πŸ₯‰18 Β· ⭐ 1.4K) - Aim a super-easy way to record, search and compare 1000s of ML training.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 80 Β· πŸ“‹ 190 - 52% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/aimhubio/aim
    
  • PyPi (πŸ“₯ 41K / month Β· πŸ“¦ 2 Β· ⏱️ 06.11.2019):

     pip install aim
    
Show 12 hidden projects...
  • knockknock (πŸ₯‰23 Β· ⭐ 2.2K Β· πŸ’€) - Knock Knock: Get notified when your training ends with only two.. MIT
  • lore (πŸ₯‰22 Β· ⭐ 1.5K Β· πŸ’€) - Lore makes machine learning approachable for Software Engineers and.. MIT
  • TensorBoard Logger (πŸ₯‰22 Β· ⭐ 610 Β· πŸ’€) - Log TensorBoard events without touching TensorFlow. MIT
  • hiddenlayer (πŸ₯‰21 Β· ⭐ 1.5K Β· πŸ’€) - Neural network graphs and training metrics for.. MIT
  • quinn (πŸ₯‰20 Β· ⭐ 260) - pyspark methods to enhance developer productivity. Apache-2
  • MXBoard (πŸ₯‰19 Β· ⭐ 330 Β· πŸ’€) - Logging MXNet data for visualization in TensorBoard. Apache-2
  • gokart (πŸ₯‰19 Β· ⭐ 200) - Gokart solves reproducibility, task dependencies, constraints of good code,.. MIT
  • SKLL (πŸ₯‰18 Β· ⭐ 520) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine.. ❗️BSD-1-Clause
  • datmo (πŸ₯‰17 Β· ⭐ 330 Β· πŸ’€) - Open source production model management tool for data scientists. MIT
  • steppy (πŸ₯‰16 Β· ⭐ 130 Β· πŸ’€) - Lightweight, Python library for fast and reproducible experimentation. MIT
  • ModelChimp (πŸ₯‰15 Β· ⭐ 120) - Experiment tracking for machine and deep learning projects. BSD-2
  • traintool (πŸ₯‰10 Β· ⭐ 9) - Train off-the-shelf machine learning models in one.. Apache-2

Model Serialization & Deployment

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Libraries to serialize models to files, convert between a variety of model formats, and optimize models for deployment.

onnx (πŸ₯‡35 Β· ⭐ 11K Β· πŸ“ˆ) - Open standard for machine learning interoperability. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 2K Β· πŸ“₯ 15K Β· πŸ“¦ 3.6K Β· πŸ“‹ 1.6K - 30% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/onnx/onnx
    
  • PyPi (πŸ“₯ 1.8M / month Β· πŸ“¦ 300 Β· ⏱️ 19.04.2021):

     pip install onnx
    
  • Conda (πŸ“₯ 260K Β· ⏱️ 08.05.2021):

     conda install -c conda-forge onnx
    
BentoML (πŸ₯‡27 Β· ⭐ 2.6K) - Model Serving Made Easy. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 310 Β· πŸ“₯ 880 Β· πŸ“¦ 96 Β· πŸ“‹ 460 - 16% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/bentoml/BentoML
    
  • PyPi (πŸ“₯ 11K / month Β· πŸ“¦ 8 Β· ⏱️ 13.07.2021):

     pip install bentoml
    
TorchServe (πŸ₯‡27 Β· ⭐ 1.9K) - Model Serving on PyTorch. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 340 Β· πŸ“₯ 420 Β· πŸ“¦ 64 Β· πŸ“‹ 640 - 17% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/pytorch/serve
    
  • PyPi (πŸ“₯ 9K / month Β· ⏱️ 20.05.2021):

     pip install torchserve
    
  • Conda (πŸ“₯ 10K Β· ⏱️ 21.05.2021):

     conda install -c pytorch torchserve
    
  • Docker Hub (πŸ“₯ 67K Β· ⭐ 3 Β· ⏱️ 20.05.2021):

     docker pull pytorch/torchserve
    
Core ML Tools (πŸ₯ˆ24 Β· ⭐ 2.3K) - Core ML tools contain supporting tools for Core ML model.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“₯ 3K Β· πŸ“¦ 560 Β· πŸ“‹ 760 - 51% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/apple/coremltools
    
  • PyPi (πŸ“₯ 53K / month Β· πŸ“¦ 270 Β· ⏱️ 07.07.2021):

     pip install coremltools
    
cortex (πŸ₯ˆ23 Β· ⭐ 7.6K) - Cost-effective serverless computing. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 570 Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/cortexlabs/cortex
    
  • PyPi (πŸ“₯ 1.6K / month Β· ⏱️ 06.07.2021):

     pip install cortex
    
mmdnn (πŸ₯ˆ22 Β· ⭐ 5.4K Β· πŸ’€) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 940 Β· πŸ“₯ 3.4K Β· πŸ“¦ 63 Β· πŸ“‹ 600 - 52% open Β· ⏱️ 14.08.2020):

     git clone https://github.com/Microsoft/MMdnn
    
  • PyPi (πŸ“₯ 840 / month Β· πŸ“¦ 3 Β· ⏱️ 24.07.2020):

     pip install mmdnn
    
Hummingbird (πŸ₯ˆ22 Β· ⭐ 2.5K) - Hummingbird compiles trained ML models into tensor computation for.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“₯ 140 Β· πŸ“¦ 18 Β· πŸ“‹ 210 - 22% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/microsoft/hummingbird
    
  • PyPi (πŸ“₯ 3.2K / month Β· ⏱️ 22.06.2021):

     pip install hummingbird-ml
    
m2cgen (πŸ₯ˆ22 Β· ⭐ 1.8K) - Transform ML models into a native code (Java, C, Python, Go, JavaScript,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 150 Β· πŸ“¦ 6 Β· πŸ“‹ 81 - 44% open Β· ⏱️ 11.07.2021):

     git clone https://github.com/BayesWitnesses/m2cgen
    
  • PyPi (πŸ“₯ 32K / month Β· ⏱️ 18.09.2020):

     pip install m2cgen
    
pytorch2keras (πŸ₯‰19 Β· ⭐ 720) - PyTorch to Keras model convertor. MIT
  • GitHub (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 120 Β· πŸ“¦ 24 Β· πŸ“‹ 120 - 42% open Β· ⏱️ 09.05.2021):

     git clone https://github.com/gmalivenko/pytorch2keras
    
  • PyPi (πŸ“₯ 890 / month Β· πŸ“¦ 1 Β· ⏱️ 14.05.2020):

     pip install pytorch2keras
    
tfdeploy (πŸ₯‰15 Β· ⭐ 350) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 38 Β· πŸ“‹ 33 - 30% open Β· ⏱️ 08.01.2021):

     git clone https://github.com/riga/tfdeploy
    
  • PyPi (πŸ“₯ 93 / month Β· πŸ“¦ 2 Β· ⏱️ 30.03.2017):

     pip install tfdeploy
    
Show 4 hidden projects...
  • huggingface_hub (πŸ₯‰21 Β· ⭐ 160) - Client library to download and publish models and other.. Apache-2
  • sklearn-porter (πŸ₯‰17 Β· ⭐ 1.1K Β· πŸ’€) - Transpile trained scikit-learn estimators to C, Java,.. MIT
  • Larq Compute Engine (πŸ₯‰17 Β· ⭐ 150) - Highly optimized inference engine for Binarized.. Apache-2
  • backprop (πŸ₯‰15 Β· ⭐ 190) - Backprop makes it simple to use, finetune, and deploy state-of-the-.. Apache-2

Model Interpretability

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Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.

shap (πŸ₯‡34 Β· ⭐ 13K) - A game theoretic approach to explain the output of any machine learning model. MIT
  • GitHub (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.9K Β· πŸ“¦ 3K Β· πŸ“‹ 1.6K - 66% open Β· ⏱️ 17.05.2021):

     git clone https://github.com/slundberg/shap
    
  • PyPi (πŸ“₯ 2.4M / month Β· πŸ“¦ 140 Β· ⏱️ 15.01.2021):

     pip install shap
    
  • Conda (πŸ“₯ 560K Β· ⏱️ 29.04.2021):

     conda install -c conda-forge shap
    
Lime (πŸ₯‡29 Β· ⭐ 8.9K) - Lime: Explaining the predictions of any machine learning classifier. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 1.4K Β· πŸ“¦ 1.4K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 09.06.2021):

     git clone https://github.com/marcotcr/lime
    
  • PyPi (πŸ“₯ 360K / month Β· πŸ“¦ 130 Β· ⏱️ 26.06.2020):

     pip install lime
    
  • Conda (πŸ“₯ 77K Β· ⏱️ 28.06.2020):

     conda install -c conda-forge lime
    
pyLDAvis (πŸ₯‡29 Β· ⭐ 1.5K) - Python library for interactive topic model visualization. Port of.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 310 Β· πŸ“¦ 2.4K Β· πŸ“‹ 150 - 50% open Β· ⏱️ 24.03.2021):

     git clone https://github.com/bmabey/pyLDAvis
    
  • PyPi (πŸ“₯ 210K / month Β· πŸ“¦ 200 Β· ⏱️ 24.03.2021):

     pip install pyldavis
    
  • Conda (πŸ“₯ 26K Β· ⏱️ 24.03.2021):

     conda install -c conda-forge pyldavis
    
InterpretML (πŸ₯‡27 Β· ⭐ 3.9K) - Fit interpretable models. Explain blackbox machine learning. MIT
  • GitHub (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 490 Β· πŸ“¦ 99 Β· πŸ“‹ 230 - 33% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/interpretml/interpret
    
  • PyPi (πŸ“₯ 38K / month Β· πŸ“¦ 2 Β· ⏱️ 22.06.2021):

     pip install interpret
    
Captum (πŸ₯‡27 Β· ⭐ 2.5K) - Model interpretability and understanding for PyTorch. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 260 Β· πŸ“¦ 230 Β· πŸ“‹ 250 - 24% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/pytorch/captum
    
  • PyPi (πŸ“₯ 27K / month Β· ⏱️ 07.07.2021):

     pip install captum
    
Model Analysis (πŸ₯‡27 Β· ⭐ 1.1K) - Model analysis tools for TensorFlow. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 220 Β· πŸ“‹ 73 - 41% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/tensorflow/model-analysis
    
  • PyPi (πŸ“₯ 5.2M / month Β· πŸ“¦ 20 Β· ⏱️ 24.06.2021):

     pip install tensorflow-model-analysis
    
arviz (πŸ₯‡27 Β· ⭐ 1.1K) - Exploratory analysis of Bayesian models with Python. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 220 Β· πŸ“₯ 110 Β· πŸ“¦ 1.1K Β· πŸ“‹ 620 - 22% open Β· ⏱️ 05.07.2021):

     git clone https://github.com/arviz-devs/arviz
    
  • PyPi (πŸ“₯ 650K / month Β· πŸ“¦ 36 Β· ⏱️ 21.02.2021):

     pip install arviz
    
  • Conda (πŸ“₯ 370K Β· ⏱️ 20.04.2021):

     conda install -c conda-forge arviz
    
Lucid (πŸ₯ˆ26 Β· ⭐ 4.2K) - A collection of infrastructure and tools for research in neural.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 590 Β· πŸ“¦ 570 Β· πŸ“‹ 160 - 39% open Β· ⏱️ 19.03.2021):

     git clone https://github.com/tensorflow/lucid
    
  • PyPi (πŸ“₯ 1.1K / month Β· πŸ“¦ 6 Β· ⏱️ 19.03.2021):

     pip install lucid
    
DoWhy (πŸ₯ˆ25 Β· ⭐ 3.1K) - DoWhy is a Python library for causal inference that supports explicit.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 450 Β· πŸ“₯ 24 Β· πŸ“¦ 51 Β· πŸ“‹ 130 - 25% open Β· ⏱️ 02.07.2021):

     git clone https://github.com/Microsoft/dowhy
    
  • PyPi (πŸ“₯ 40K / month Β· ⏱️ 03.03.2021):

     pip install dowhy
    
  • Conda (πŸ“₯ 2.5K Β· ⏱️ 28.04.2021):

     conda install -c conda-forge dowhy
    
Fairness 360 (πŸ₯ˆ25 Β· ⭐ 1.4K) - A comprehensive set of fairness metrics for datasets and.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 460 Β· πŸ“¦ 100 Β· πŸ“‹ 100 - 46% open Β· ⏱️ 15.06.2021):

     git clone https://github.com/Trusted-AI/AIF360
    
  • PyPi (πŸ“₯ 6.6K / month Β· πŸ“¦ 4 Β· ⏱️ 04.03.2021):

     pip install aif360
    
shapash (πŸ₯ˆ25 Β· ⭐ 1.1K) - Shapash makes Machine Learning models transparent and.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 160 Β· πŸ“¦ 21 Β· πŸ“‹ 72 - 9% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/MAIF/shapash
    
  • PyPi (πŸ“₯ 16K / month Β· ⏱️ 18.06.2021):

     pip install shapash
    
yellowbrick (πŸ₯ˆ24 Β· ⭐ 3.3K Β· πŸ“‰) - Visual analysis and diagnostic tools to facilitate.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 480 Β· πŸ“‹ 640 - 14% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/DistrictDataLabs/yellowbrick
    
  • PyPi (πŸ“₯ 240K / month Β· πŸ“¦ 62 Β· ⏱️ 13.02.2021):

     pip install yellowbrick
    
dtreeviz (πŸ₯ˆ24 Β· ⭐ 1.6K) - A python library for decision tree visualization and model interpretation. MIT
  • GitHub (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 210 Β· πŸ“¦ 180 Β· πŸ“‹ 100 - 19% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/parrt/dtreeviz
    
  • PyPi (πŸ“₯ 50K / month Β· πŸ“¦ 4 Β· ⏱️ 05.04.2021):

     pip install dtreeviz
    
checklist (πŸ₯ˆ23 Β· ⭐ 1.4K) - Beyond Accuracy: Behavioral Testing of NLP models with CheckList. MIT
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 130 Β· πŸ“¦ 13 Β· πŸ“‹ 78 - 10% open Β· ⏱️ 07.07.2021):

     git clone https://github.com/marcotcr/checklist
    
  • PyPi (πŸ“₯ 15K / month Β· πŸ“¦ 2 Β· ⏱️ 24.05.2021):

     pip install checklist
    
Alibi (πŸ₯ˆ23 Β· ⭐ 1.1K) - Algorithms for explaining machine learning models. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 140 Β· πŸ“¦ 94 Β· πŸ“‹ 230 - 45% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/SeldonIO/alibi
    
  • PyPi (πŸ“₯ 14K / month Β· πŸ“¦ 18 Β· ⏱️ 08.07.2021):

     pip install alibi
    
keract (πŸ₯ˆ23 Β· ⭐ 900) - Layers Outputs and Gradients in Keras. Made easy. MIT
  • GitHub (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 180 Β· πŸ“¦ 92 Β· πŸ“‹ 82 - 1% open Β· ⏱️ 21.06.2021):

     git clone https://github.com/philipperemy/keract
    
  • PyPi (πŸ“₯ 1.3K / month Β· πŸ“¦ 5 Β· ⏱️ 19.06.2021):

     pip install keract
    
Explainability 360 (πŸ₯ˆ22 Β· ⭐ 880) - Interpretability and explainability of data and machine.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 180 Β· πŸ“¦ 22 Β· πŸ“‹ 51 - 54% open Β· ⏱️ 02.05.2021):

     git clone https://github.com/Trusted-AI/AIX360
    
  • PyPi (πŸ“₯ 1.1K / month Β· πŸ“¦ 1 Β· ⏱️ 28.10.2020):

     pip install aix360
    
tf-explain (πŸ₯ˆ22 Β· ⭐ 840) - Interpretability Methods for tf.keras models with Tensorflow 2.x. MIT
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 80 Β· πŸ“¦ 84 Β· πŸ“‹ 81 - 40% open Β· ⏱️ 22.06.2021):

     git clone https://github.com/sicara/tf-explain
    
  • PyPi (πŸ“₯ 2K / month Β· πŸ“¦ 2 Β· ⏱️ 16.02.2021):

     pip install tf-explain
    
CausalNex (πŸ₯‰21 Β· ⭐ 1.2K) - A Python library that helps data scientists to infer.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 130 Β· πŸ“¦ 14 Β· πŸ“‹ 82 - 46% open Β· ⏱️ 11.05.2021):

     git clone https://github.com/quantumblacklabs/causalnex
    
  • PyPi (πŸ“₯ 2.3K / month Β· ⏱️ 11.05.2021):

     pip install causalnex
    
TreeInterpreter (πŸ₯‰21 Β· ⭐ 670) - Package for interpreting scikit-learn's decision tree.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 130 Β· πŸ“¦ 150 Β· πŸ“‹ 28 - 85% open Β· ⏱️ 28.02.2021):

     git clone https://github.com/andosa/treeinterpreter
    
  • PyPi (πŸ“₯ 190K / month Β· πŸ“¦ 18 Β· ⏱️ 10.01.2021):

     pip install treeinterpreter
    
explainerdashboard (πŸ₯‰21 Β· ⭐ 590) - Quickly build Explainable AI dashboards that show the inner.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 72 Β· πŸ“¦ 28 Β· πŸ“‹ 110 - 8% open Β· ⏱️ 08.07.2021):

     git clone https://github.com/oegedijk/explainerdashboard
    
  • PyPi (πŸ“₯ 6.3K / month Β· ⏱️ 08.07.2021):

     pip install explainerdashboard
    
random-forest-importances (πŸ₯‰21 Β· ⭐ 460) - Code to compute permutation and drop-column.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 100 Β· πŸ“¦ 72 Β· πŸ“‹ 31 - 12% open Β· ⏱️ 30.01.2021):

     git clone https://github.com/parrt/random-forest-importances
    
  • PyPi (πŸ“₯ 19K / month Β· πŸ“¦ 4 Β· ⏱️ 28.01.2021):

     pip install rfpimp
    
aequitas (πŸ₯‰21 Β· ⭐ 400) - Bias and Fairness Audit Toolkit. MIT
  • GitHub (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 77 Β· πŸ“¦ 77 Β· πŸ“‹ 58 - 63% open Β· ⏱️ 27.05.2021):

     git clone https://github.com/dssg/aequitas
    
  • PyPi (πŸ“₯ 1.4K / month Β· πŸ“¦ 6 Β· ⏱️ 16.12.2020):

     pip install aequitas
    
sklearn-evaluation (πŸ₯‰21 Β· ⭐ 310) - Machine learning model evaluation made easy: plots,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 29 Β· πŸ“‹ 37 - 21% open Β· ⏱️ 10.07.2021):

     git clone https://github.com/edublancas/sklearn-evaluation
    
  • PyPi (πŸ“₯ 1.5K / month Β· πŸ“¦ 2 Β· ⏱️ 26.06.2021):

     pip install sklearn-evaluation
    
fairlearn (πŸ₯‰20 Β· ⭐ 1K) - A Python package to assess and improve fairness of machine learning.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 230 Β· πŸ“‹ 280 - 43% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/fairlearn/fairlearn
    
  • PyPi (πŸ“₯ 17K / month Β· πŸ“¦ 2 Β· ⏱️ 07.07.2021):

     pip install fairlearn
    
  • Conda (πŸ“₯ 13K Β· ⏱️ 07.07.2021):

     conda install -c conda-forge fairlearn
    
DiCE (πŸ₯‰20 Β· ⭐ 590) - Generate Diverse Counterfactual Explanations for any machine.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 78 Β· πŸ“‹ 64 - 40% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/interpretml/DiCE
    
  • PyPi (πŸ“₯ 11K / month Β· ⏱️ 10.05.2021):

     pip install dice-ml
    
XAI (πŸ₯‰19 Β· ⭐ 660) - XAI - An eXplainability toolbox for machine learning. MIT
  • GitHub (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 100 Β· πŸ“¦ 11 Β· πŸ“‹ 7 - 57% open Β· ⏱️ 23.04.2021):

     git clone https://github.com/EthicalML/xai
    
  • PyPi (πŸ“₯ 1.2K / month Β· πŸ“¦ 6 Β· ⏱️ 21.04.2019):

     pip install xai
    
What-If Tool (πŸ₯‰19 Β· ⭐ 550) - Source code/webpage/demos for the What-If Tool. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 110 Β· πŸ“‹ 77 - 49% open Β· ⏱️ 17.03.2021):

     git clone https://github.com/PAIR-code/what-if-tool
    
  • PyPi (πŸ“₯ 9.6K / month Β· ⏱️ 19.01.2021):

     pip install witwidget
    
  • NPM (πŸ“₯ 2.8K / month Β· ⏱️ 19.01.2021):

     npm install wit-widget
    
deeplift (πŸ₯‰19 Β· ⭐ 540 Β· πŸ’€) - Public facing deeplift repo. MIT
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 130 Β· πŸ“¦ 49 Β· πŸ“‹ 76 - 38% open Β· ⏱️ 11.11.2020):

     git clone https://github.com/kundajelab/deeplift
    
  • PyPi (πŸ“₯ 640 / month Β· πŸ“¦ 4 Β· ⏱️ 11.11.2020):

     pip install deeplift
    
tcav (πŸ₯‰19 Β· ⭐ 470) - Code for the TCAV ML interpretability project. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 110 Β· πŸ“¦ 9 Β· πŸ“‹ 54 - 5% open Β· ⏱️ 07.05.2021):

     git clone https://github.com/tensorflow/tcav
    
  • PyPi (πŸ“₯ 110 / month Β· πŸ“¦ 2 Β· ⏱️ 23.02.2021):

     pip install tcav
    
LIT (πŸ₯‰18 Β· ⭐ 2.6K) - The Language Interpretability Tool: Interactively analyze NLP models for.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 260 Β· πŸ“¦ 4 Β· πŸ“‹ 92 - 52% open Β· ⏱️ 05.04.2021):

     git clone https://github.com/PAIR-code/lit
    
  • PyPi (πŸ“₯ 520 / month Β· ⏱️ 05.04.2021):

     pip install lit-nlp
    
iNNvestigate (πŸ₯‰18 Β· ⭐ 850) - A toolbox to iNNvestigate neural networks' predictions!. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 180 Β· πŸ“‹ 230 - 31% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/albermax/innvestigate
    
  • PyPi (πŸ“₯ 450 / month Β· πŸ“¦ 1 Β· ⏱️ 14.11.2020):

     pip install innvestigate
    
ecco (πŸ₯‰16 Β· ⭐ 820) - Visualize and explore NLP language models. Ecco creates interactive.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 50 Β· πŸ“₯ 2 Β· πŸ“¦ 3 Β· πŸ“‹ 19 - 52% open Β· ⏱️ 25.02.2021):

     git clone https://github.com/jalammar/ecco
    
  • PyPi (πŸ“₯ 190 / month Β· ⏱️ 08.02.2021):

     pip install ecco
    
FlashTorch (πŸ₯‰16 Β· ⭐ 600) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT
  • GitHub (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 71 Β· πŸ“¦ 6 Β· πŸ“‹ 32 - 31% open Β· ⏱️ 27.04.2021):

     git clone https://github.com/MisaOgura/flashtorch
    
  • PyPi (πŸ“₯ 190 / month Β· ⏱️ 29.05.2020):

     pip install flashtorch
    
LOFO (πŸ₯‰16 Β· ⭐ 330 Β· πŸ’€) - Leave One Feature Out Importance. MIT
  • GitHub (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 41 Β· πŸ“¦ 5 Β· πŸ“‹ 13 - 23% open Β· ⏱️ 02.07.2020):

     git clone https://github.com/aerdem4/lofo-importance
    
  • PyPi (πŸ“₯ 160 / month Β· ⏱️ 02.07.2020):

     pip install lofo-importance
    
Anchor (πŸ₯‰14 Β· ⭐ 650) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 89 Β· πŸ“‹ 62 - 25% open Β· ⏱️ 19.04.2021):

     git clone https://github.com/marcotcr/anchor
    
  • PyPi (πŸ“₯ 660 / month Β· ⏱️ 26.06.2020):

     pip install anchor_exp
    
Show 14 hidden projects...
  • eli5 (πŸ₯‡27 Β· ⭐ 2.4K Β· πŸ’€) - A library for debugging/inspecting machine learning classifiers and.. MIT
  • scikit-plot (πŸ₯ˆ25 Β· ⭐ 2.1K Β· πŸ’€) - An intuitive library to add plotting functionality to.. MIT
  • keras-vis (πŸ₯ˆ24 Β· ⭐ 2.8K Β· πŸ’€) - Neural network visualization toolkit for keras. MIT
  • DALEX (πŸ₯‰20 Β· ⭐ 860) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
  • Skater (πŸ₯‰19 Β· ⭐ 990 Β· πŸ’€) - Python Library for Model Interpretation/Explanations. ❗️UPL-1.0
  • imodels (πŸ₯‰19 Β· ⭐ 230) - Interpretable ML package for concise, transparent, and accurate predictive.. MIT
  • responsible-ai-widgets (πŸ₯‰19 Β· ⭐ 220) - This project provides responsible AI user interfaces.. MIT
  • fairness-indicators (πŸ₯‰19 Β· ⭐ 210) - Tensorflow's Fairness Evaluation and Visualization.. Apache-2
  • model-card-toolkit (πŸ₯‰18 Β· ⭐ 200) - a tool that leverages rich metadata and lineage.. Apache-2
  • ExplainX.ai (πŸ₯‰17 Β· ⭐ 210) - Explainable AI framework for data scientists. Explain & debug any.. MIT
  • interpret-text (πŸ₯‰15 Β· ⭐ 260) - A library that incorporates state-of-the-art explainers for.. MIT
  • contextual-ai (πŸ₯‰14 Β· ⭐ 69) - Contextual AI adds explainability to different stages of.. Apache-2
  • Attribution Priors (πŸ₯‰13 Β· ⭐ 83) - Tools for training explainable models using.. MIT
  • bias-detector (πŸ₯‰12 Β· ⭐ 34 Β· 🐣) - Bias Detector is a python package for detecting bias in machine.. MIT

Vector Similarity Search (ANN)

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Libraries for Approximate Nearest Neighbor Search and Vector Indexing/Similarity Search.

πŸ”—Β ANN Benchmarks ( ⭐ 2.3K) - Benchmarks of approximate nearest neighbor libraries in Python.

Annoy (πŸ₯‡30 Β· ⭐ 8.7K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 910 Β· πŸ“¦ 1.7K Β· πŸ“‹ 320 - 11% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/spotify/annoy
    
  • PyPi (πŸ“₯ 580K / month Β· πŸ“¦ 360 Β· ⏱️ 18.09.2020):

     pip install annoy
    
Faiss (πŸ₯‡29 Β· ⭐ 14K) - A library for efficient similarity search and clustering of dense vectors. MIT
  • GitHub (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 2.2K Β· πŸ“¦ 420 Β· πŸ“‹ 1.5K - 9% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/facebookresearch/faiss
    
  • PyPi (πŸ“₯ 19K / month Β· πŸ“¦ 6 Β· ⏱️ 12.07.2021):

     pip install pymilvus
    
  • Conda (πŸ“₯ 140K Β· ⏱️ 19.04.2021):

     conda install -c conda-forge faiss
    
NMSLIB (πŸ₯‡29 Β· ⭐ 2.5K) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 350 Β· πŸ“¦ 420 Β· πŸ“‹ 380 - 12% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/nmslib/nmslib
    
  • PyPi (πŸ“₯ 100K / month Β· πŸ“¦ 52 Β· ⏱️ 03.02.2021):

     pip install nmslib
    
  • Conda (πŸ“₯ 35K Β· ⏱️ 08.01.2021):

     conda install -c conda-forge nmslib
    
hnswlib (πŸ₯ˆ26 Β· ⭐ 1.6K) - Header-only C++/python library for fast approximate nearest neighbors. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 280 Β· πŸ“¦ 130 Β· πŸ“‹ 220 - 47% open Β· ⏱️ 30.06.2021):

     git clone https://github.com/nmslib/hnswlib
    
  • PyPi (πŸ“₯ 36K / month Β· πŸ“¦ 2 Β· ⏱️ 30.06.2021):

     pip install hnswlib
    
PyNNDescent (πŸ₯ˆ26 Β· ⭐ 420) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 55 Β· πŸ“¦ 620 Β· πŸ“‹ 70 - 44% open Β· ⏱️ 06.07.2021):

     git clone https://github.com/lmcinnes/pynndescent
    
  • PyPi (πŸ“₯ 470K / month Β· πŸ“¦ 6 Β· ⏱️ 06.07.2021):

     pip install pynndescent
    
  • Conda (πŸ“₯ 180K Β· ⏱️ 06.07.2021):

     conda install -c conda-forge pynndescent
    
Milvus (πŸ₯‰25 Β· ⭐ 6.9K) - An open source vector database powered by Faiss, NMSLIB and Annoy. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 940 Β· πŸ“‹ 2.8K - 11% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/milvus-io/milvus
    
  • PyPi (πŸ“₯ 19K / month Β· πŸ“¦ 6 Β· ⏱️ 12.07.2021):

     pip install pymilvus
    
  • Docker Hub (πŸ“₯ 410K Β· ⭐ 13 Β· ⏱️ 13.07.2021):

     docker pull milvusdb/milvus
    
Magnitude (πŸ₯‰22 Β· ⭐ 1.5K Β· πŸ’€) - A fast, efficient universal vector embedding utility package. MIT
  • GitHub (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 99 Β· πŸ“¦ 190 Β· πŸ“‹ 78 - 35% open Β· ⏱️ 17.07.2020):

     git clone https://github.com/plasticityai/magnitude
    
  • PyPi (πŸ“₯ 5K / month Β· πŸ“¦ 14 Β· ⏱️ 25.05.2020):

     pip install pymagnitude
    
NGT (πŸ₯‰20 Β· ⭐ 760) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 76 Β· πŸ“‹ 81 - 8% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/yahoojapan/NGT
    
  • PyPi (πŸ“₯ 12K / month Β· πŸ“¦ 6 Β· ⏱️ 23.09.2020):

     pip install ngt
    
N2 (πŸ₯‰20 Β· ⭐ 480) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs fast.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 50 Β· πŸ“¦ 16 Β· πŸ“‹ 39 - 43% open Β· ⏱️ 20.05.2021):

     git clone https://github.com/kakao/n2
    
  • PyPi (πŸ“₯ 2.7K / month Β· πŸ“¦ 4 Β· ⏱️ 16.10.2020):

     pip install n2
    
Show 2 hidden projects...
  • NearPy (πŸ₯‰20 Β· ⭐ 680 Β· πŸ’€) - Python framework for fast (approximated) nearest neighbour search in.. MIT
  • PySparNN (πŸ₯‰11 Β· ⭐ 880 Β· πŸ’€) - Approximate Nearest Neighbor Search for Sparse Data in Python!. BSD-3

Probabilistics & Statistics

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Libraries providing capabilities for probabilistic programming/reasoning, bayesian inference, gaussian processes, or statistics.

PyMC3 (πŸ₯‡30 Β· ⭐ 5.9K) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.4K Β· πŸ“₯ 170 Β· πŸ“¦ 2.7K Β· πŸ“‹ 2.3K - 8% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/pymc-devs/pymc3
    
  • PyPi (πŸ“₯ 640K / month Β· πŸ“¦ 290 Β· ⏱️ 14.03.2021):

     pip install pymc3
    
  • Conda (πŸ“₯ 300K Β· ⏱️ 21.06.2021):

     conda install -c conda-forge pymc3
    
tensorflow-probability (πŸ₯‡30 Β· ⭐ 3.4K) - Probabilistic reasoning and statistical analysis in.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 900 Β· πŸ“¦ 5.4K Β· πŸ“‹ 1.1K - 44% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/tensorflow/probability
    
  • PyPi (πŸ“₯ 2.1M / month Β· πŸ“¦ 250 Β· ⏱️ 18.06.2021):

     pip install tensorflow-probability
    
  • Conda (πŸ“₯ 39K Β· ⏱️ 21.06.2021):

     conda install -c conda-forge tensorflow-probability
    
GPyTorch (πŸ₯‡29 Β· ⭐ 2.4K) - A highly efficient and modular implementation of Gaussian Processes.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 360 Β· πŸ“¦ 340 Β· πŸ“‹ 940 - 22% open Β· ⏱️ 01.07.2021):

     git clone https://github.com/cornellius-gp/gpytorch
    
  • PyPi (πŸ“₯ 83K / month Β· πŸ“¦ 8 Β· ⏱️ 24.06.2021):

     pip install gpytorch
    
hmmlearn (πŸ₯‡29 Β· ⭐ 2.3K) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 660 Β· πŸ“¦ 1K Β· πŸ“‹ 360 - 16% open Β· ⏱️ 08.07.2021):

     git clone https://github.com/hmmlearn/hmmlearn
    
  • PyPi (πŸ“₯ 130K / month Β· πŸ“¦ 210 Β· ⏱️ 03.02.2021):

     pip install hmmlearn
    
  • Conda (πŸ“₯ 89K Β· ⏱️ 04.02.2021):

     conda install -c conda-forge hmmlearn
    
filterpy (πŸ₯‡29 Β· ⭐ 1.9K) - Python Kalman filtering and optimal estimation library. Implements.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 430 Β· πŸ“¦ 940 Β· πŸ“‹ 180 - 18% open Β· ⏱️ 04.05.2021):

     git clone https://github.com/rlabbe/filterpy
    
  • PyPi (πŸ“₯ 560K / month Β· πŸ“¦ 210 Β· ⏱️ 10.10.2018):

     pip install filterpy
    
  • Conda (πŸ“₯ 65K Β· ⏱️ 05.05.2020):

     conda install -c conda-forge filterpy
    
Pyro (πŸ₯ˆ28 Β· ⭐ 7K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 850 Β· πŸ“¦ 490 Β· πŸ“‹ 880 - 18% open Β· ⏱️ 06.07.2021):

     git clone https://github.com/pyro-ppl/pyro
    
  • PyPi (πŸ“₯ 52K / month Β· πŸ“¦ 36 Β· ⏱️ 07.07.2021):

     pip install pyro-ppl
    
pomegranate (πŸ₯ˆ27 Β· ⭐ 2.7K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 490 Β· πŸ“¦ 480 Β· πŸ“‹ 620 - 8% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/jmschrei/pomegranate
    
  • PyPi (πŸ“₯ 52K / month Β· πŸ“¦ 56 Β· ⏱️ 29.03.2021):

     pip install pomegranate
    
  • Conda (πŸ“₯ 65K Β· ⏱️ 01.11.2020):

     conda install -c conda-forge pomegranate
    
GPflow (πŸ₯ˆ27 Β· ⭐ 1.5K) - Gaussian processes in TensorFlow. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 400 Β· πŸ“¦ 270 Β· πŸ“‹ 720 - 14% open Β· ⏱️ 06.07.2021):

     git clone https://github.com/GPflow/GPflow
    
  • PyPi (πŸ“₯ 5.6K / month Β· πŸ“¦ 34 Β· ⏱️ 29.04.2021):

     pip install gpflow
    
  • Conda (πŸ“₯ 9.3K Β· ⏱️ 06.11.2018):

     conda install -c conda-forge gpflow
    
pgmpy (πŸ₯‰25 Β· ⭐ 1.8K) - Python Library for learning (Structure and Parameter) and inference.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 580 Β· πŸ“₯ 90 Β· πŸ“¦ 240 Β· πŸ“‹ 740 - 30% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/pgmpy/pgmpy
    
  • PyPi (πŸ“₯ 28K / month Β· πŸ“¦ 12 Β· ⏱️ 30.06.2021):

     pip install pgmpy
    
SALib (πŸ₯‰24 Β· ⭐ 480) - Sensitivity Analysis Library in Python (Numpy). Contains Sobol, Morris,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 160 Β· πŸ“‹ 240 - 15% open Β· ⏱️ 08.07.2021):

     git clone https://github.com/SALib/SALib
    
  • PyPi (πŸ“₯ 49K / month Β· πŸ“¦ 44 Β· ⏱️ 01.07.2021):

     pip install salib
    
  • Conda (πŸ“₯ 66K Β· ⏱️ 24.10.2020):

     conda install -c conda-forge salib
    
pandas-ta (πŸ₯‰23 Β· ⭐ 1.4K) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 340 Β· πŸ“¦ 170 Β· πŸ“‹ 230 - 12% open Β· ⏱️ 02.07.2021):

     git clone https://github.com/twopirllc/pandas-ta
    
  • PyPi (πŸ“₯ 21K / month Β· ⏱️ 02.07.2021):

     pip install pandas-ta
    
bambi (πŸ₯‰20 Β· ⭐ 630) - BAyesian Model-Building Interface (Bambi) in Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 55 Β· πŸ“¦ 13 Β· πŸ“‹ 180 - 16% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/bambinos/bambi
    
  • PyPi (πŸ“₯ 650 / month Β· πŸ“¦ 3 Β· ⏱️ 16.05.2021):

     pip install bambi
    
Orbit (πŸ₯‰20 Β· ⭐ 590) - A Python package for Bayesian forecasting with object-oriented design.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 43 Β· πŸ“¦ 4 Β· πŸ“‹ 210 - 9% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/uber/orbit
    
  • PyPi (πŸ“₯ 4K / month Β· ⏱️ 03.04.2021):

     pip install orbit-ml
    
pyhsmm (πŸ₯‰20 Β· ⭐ 490 Β· πŸ’€) - Bayesian inference in HSMMs and HMMs. MIT
  • GitHub (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 160 Β· πŸ“¦ 20 Β· πŸ“‹ 99 - 39% open Β· ⏱️ 24.08.2020):

     git clone https://github.com/mattjj/pyhsmm
    
  • PyPi (πŸ“₯ 200 / month Β· πŸ“¦ 8 Β· ⏱️ 10.05.2017):

     pip install pyhsmm
    
Baal (πŸ₯‰18 Β· ⭐ 360) - Using approximate bayesian posteriors in deep nets for active learning. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 33 Β· πŸ“¦ 9 Β· πŸ“‹ 47 - 23% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/ElementAI/baal
    
  • PyPi (πŸ“₯ 460 / month Β· ⏱️ 16.03.2021):

     pip install baal
    
Show 8 hidden projects...
  • patsy (πŸ₯‡29 Β· ⭐ 760 Β· πŸ’€) - Describing statistical models in Python using symbolic formulas. BSD-2
  • Edward (πŸ₯‰25 Β· ⭐ 4.6K Β· πŸ’€) - A probabilistic programming language in TensorFlow. Deep.. Apache-2
  • pingouin (πŸ₯‰25 Β· ⭐ 760) - Statistical package in Python based on Pandas. ❗️GPL-3.0
  • PyStan (πŸ₯‰23 Β· ⭐ 100) - PyStan, a Python interface to Stan, a platform for statistical modeling... ISC
  • scikit-posthocs (πŸ₯‰21 Β· ⭐ 210) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python. MIT
  • Funsor (πŸ₯‰19 Β· ⭐ 180) - Functional tensors for probabilistic programming. Apache-2
  • ZhuSuan (πŸ₯‰14 Β· ⭐ 2.1K Β· πŸ’€) - A probabilistic programming library for Bayesian deep learning,.. MIT
  • Lea (πŸ₯‰10 Β· πŸ’€) - Discrete probability distributions in Python. ❗️GPL-3.0

Adversarial Robustness

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Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.

CleverHans (πŸ₯‡27 Β· ⭐ 5.2K) - An adversarial example library for constructing attacks,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.3K Β· πŸ“¦ 240 Β· πŸ“‹ 440 - 5% open Β· ⏱️ 20.04.2021):

     git clone https://github.com/cleverhans-lab/cleverhans
    
  • PyPi (πŸ“₯ 960 / month Β· πŸ“¦ 16 Β· ⏱️ 28.04.2021):

     pip install cleverhans
    
Foolbox (πŸ₯‡27 Β· ⭐ 2K) - A Python toolbox to create adversarial examples that fool neural networks.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 360 Β· πŸ“¦ 210 Β· πŸ“‹ 320 - 17% open Β· ⏱️ 05.06.2021):

     git clone https://github.com/bethgelab/foolbox
    
  • PyPi (πŸ“₯ 2K / month Β· πŸ“¦ 18 Β· ⏱️ 23.02.2021):

     pip install foolbox
    
TextAttack (πŸ₯ˆ25 Β· ⭐ 1.5K) - TextAttack is a Python framework for adversarial attacks, data.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 180 Β· πŸ“¦ 26 Β· πŸ“‹ 140 - 35% open Β· ⏱️ 02.07.2021):

     git clone https://github.com/QData/TextAttack
    
  • PyPi (πŸ“₯ 2.7K / month Β· ⏱️ 25.06.2021):

     pip install textattack
    
ART (πŸ₯ˆ23 Β· ⭐ 2.4K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 660 Β· πŸ“¦ 140 Β· πŸ“‹ 580 - 13% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
    
  • PyPi (πŸ“₯ 5.7K / month Β· ⏱️ 12.07.2021):

     pip install adversarial-robustness-toolbox
    
robustness (πŸ₯‰19 Β· ⭐ 560) - A library for experimenting with, training and evaluating neural.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 100 Β· πŸ“¦ 57 Β· πŸ“‹ 61 - 14% open Β· ⏱️ 04.03.2021):

     git clone https://github.com/MadryLab/robustness
    
  • PyPi (πŸ“₯ 1.8K / month Β· πŸ“¦ 2 Β· ⏱️ 01.12.2020):

     pip install robustness
    
AdvBox (πŸ₯‰18 Β· ⭐ 1.1K) - Advbox is a toolbox to generate adversarial examples that fool neural.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 230 Β· πŸ“‹ 37 - 21% open Β· ⏱️ 03.05.2021):

     git clone https://github.com/advboxes/AdvBox
    
  • PyPi (πŸ“₯ 54 / month Β· ⏱️ 05.12.2018):

     pip install advbox
    
Show 3 hidden projects...
  • advertorch (πŸ₯‰19 Β· ⭐ 890 Β· πŸ’€) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0
  • textflint (πŸ₯‰15 Β· ⭐ 470 Β· 🐣) - Unified Multilingual Robustness Evaluation Toolkit for.. ❗️GPL-3.0
  • Adversary (πŸ₯‰14 Β· ⭐ 350 Β· πŸ’€) - Tool to generate adversarial text examples and test machine.. MIT

GPU Utilities

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Libraries that require and make use of CUDA/GPU system capabilities to optimize data handling and machine learning tasks.

CuPy (πŸ₯‡32 Β· ⭐ 5.2K) - NumPy & SciPy for GPU. MIT
  • GitHub (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 480 Β· πŸ“₯ 17K Β· πŸ“¦ 770 Β· πŸ“‹ 1.4K - 24% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/cupy/cupy
    
  • PyPi (πŸ“₯ 80K / month Β· πŸ“¦ 190 Β· ⏱️ 24.06.2021):

     pip install cupy
    
  • Conda (πŸ“₯ 750K Β· ⏱️ 26.06.2021):

     conda install -c conda-forge cupy
    
  • Docker Hub (πŸ“₯ 52K Β· ⭐ 6 Β· ⏱️ 15.07.2021):

     docker pull cupy/cupy
    
gpustat (πŸ₯‡27 Β· ⭐ 2.5K) - A simple command-line utility for querying and monitoring GPU status. MIT
  • GitHub (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 200 Β· πŸ“¦ 1K Β· πŸ“‹ 72 - 30% open Β· ⏱️ 23.03.2021):

     git clone https://github.com/wookayin/gpustat
    
  • PyPi (πŸ“₯ 390K / month Β· πŸ“¦ 58 Β· ⏱️ 02.01.2021):

     pip install gpustat
    
  • Conda (πŸ“₯ 66K Β· ⏱️ 24.11.2020):

     conda install -c conda-forge gpustat
    
PyCUDA (πŸ₯ˆ25 Β· ⭐ 1.2K) - CUDA integration for Python, plus shiny features. MIT
  • GitHub (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 240 Β· πŸ“¦ 920 Β· πŸ“‹ 200 - 28% open Β· ⏱️ 25.06.2021):

     git clone https://github.com/inducer/pycuda
    
  • PyPi (πŸ“₯ 31K / month Β· πŸ“¦ 290 Β· ⏱️ 03.04.2021):

     pip install pycuda
    
Apex (πŸ₯ˆ23 Β· ⭐ 5.5K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 740 Β· πŸ“¦ 620 Β· πŸ“‹ 850 - 55% open Β· ⏱️ 15.06.2021):

     git clone https://github.com/NVIDIA/apex
    
  • Conda (πŸ“₯ 55K Β· ⏱️ 22.04.2021):

     conda install -c conda-forge nvidia-apex
    
ArrayFire (πŸ₯ˆ23 Β· ⭐ 3.6K) - ArrayFire: a general purpose GPU library. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 480 Β· πŸ“₯ 1.3K Β· πŸ“‹ 1.5K - 16% open Β· ⏱️ 06.07.2021):

     git clone https://github.com/arrayfire/arrayfire
    
  • PyPi (πŸ“₯ 1.5K / month Β· πŸ“¦ 8 Β· ⏱️ 05.03.2021):

     pip install arrayfire
    
scikit-cuda (πŸ₯ˆ23 Β· ⭐ 840) - Python interface to GPU-powered libraries. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 160 Β· πŸ“¦ 130 Β· πŸ“‹ 210 - 21% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/lebedov/scikit-cuda
    
  • PyPi (πŸ“₯ 730 / month Β· πŸ“¦ 70 Β· ⏱️ 27.05.2019):

     pip install scikit-cuda
    
cuDF (πŸ₯‰20 Β· ⭐ 4.1K) - cuDF - GPU DataFrame Library. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 530 Β· πŸ“‹ 3.8K - 15% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/rapidsai/cudf
    
  • PyPi (πŸ“₯ 1K / month Β· πŸ“¦ 4 Β· ⏱️ 01.06.2020):

     pip install cudf
    
cuML (πŸ₯‰18 Β· ⭐ 2.3K) - cuML - RAPIDS Machine Learning Library. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“‹ 1.8K - 34% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/rapidsai/cuml
    
  • PyPi (πŸ“₯ 570 / month Β· ⏱️ 01.06.2020):

     pip install cuml
    
DALI (πŸ₯‰17 Β· ⭐ 3.4K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 410 Β· πŸ“‹ 1K - 16% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/NVIDIA/DALI
    
BlazingSQL (πŸ₯‰17 Β· ⭐ 1.5K) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 140 Β· πŸ“‹ 710 - 18% open Β· ⏱️ 13.07.2021):

     git clone https://github.com/BlazingDB/blazingsql
    
  • Conda (πŸ“₯ 930 Β· ⏱️ 11.11.2019):

     conda install -c blazingsql blazingsql-protocol
    
Vulkan Kompute (πŸ₯‰17 Β· ⭐ 430) - General purpose GPU compute framework for cross vendor.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 36 Β· πŸ“₯ 70 Β· πŸ“¦ 2 Β· πŸ“‹ 150 - 35% open Β· ⏱️ 21.06.2021):

     git clone https://github.com/EthicalML/vulkan-kompute
    
  • PyPi (πŸ“₯ 140 / month Β· ⏱️ 14.03.2021):

     pip install kp
    
cuGraph (πŸ₯‰16 Β· ⭐ 760) - cuGraph - RAPIDS Graph Analytics Library. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 150 Β· πŸ“‹ 670 - 16% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/rapidsai/cugraph
    
  • PyPi (πŸ“₯ 88 / month Β· ⏱️ 01.06.2020):

     pip install cugraph
    
cuSignal (πŸ₯‰14 Β· ⭐ 500) - GPU accelerated signal processing. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 66 Β· πŸ“‹ 120 - 12% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/rapidsai/cusignal
    
Show 5 hidden projects...
  • GPUtil (πŸ₯ˆ23 Β· ⭐ 740 Β· πŸ’€) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT
  • py3nvml (πŸ₯ˆ23 Β· ⭐ 180) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside your.. BSD-3
  • nvidia-ml-py3 (πŸ₯‰20 Β· ⭐ 68 Β· πŸ’€) - Python 3 Bindings for the NVIDIA Management Library. BSD-3
  • SpeedTorch (πŸ₯‰16 Β· ⭐ 620 Β· πŸ’€) - Library for faster pinned CPU - GPU transfer in Pytorch. MIT
  • ipyexperiments (πŸ₯‰16 Β· ⭐ 140) - jupyter/ipython experiment containers for GPU and.. Apache-2

Tensorflow Utilities

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Libraries that extend TensorFlow with additional capabilities.

tensor2tensor (πŸ₯‡33 Β· ⭐ 11K Β· πŸ“ˆ) - Library of deep learning models and datasets designed.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 2.9K Β· πŸ“¦ 1K Β· πŸ“‹ 1.2K - 45% open Β· ⏱️ 22.06.2021):

     git clone https://github.com/tensorflow/tensor2tensor
    
  • PyPi (πŸ“₯ 670K / month Β· πŸ“¦ 160 Β· ⏱️ 17.06.2020):

     pip install tensor2tensor
    
TensorFlow Datasets (πŸ₯‡33 Β· ⭐ 2.9K) - TFDS is a collection of datasets ready to use with.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· πŸ“¦ 5.4K Β· πŸ“‹ 1K - 45% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/tensorflow/datasets
    
  • PyPi (πŸ“₯ 1.7M / month Β· πŸ“¦ 100 Β· ⏱️ 07.05.2021):

     pip install tensorflow-datasets
    
tensorflow-hub (πŸ₯‡33 Β· ⭐ 2.9K Β· πŸ“ˆ) - A library for transfer learning by reusing parts of.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 1.5K Β· πŸ“¦ 7.6K Β· πŸ“‹ 620 - 5% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/tensorflow/hub
    
  • PyPi (πŸ“₯ 3.6M / month Β· πŸ“¦ 310 Β· ⏱️ 14.04.2021):

     pip install tensorflow-hub
    
  • Conda (πŸ“₯ 55K Β· ⏱️ 18.04.2021):

     conda install -c conda-forge tensorflow-hub
    
TF Addons (πŸ₯‡33 Β· ⭐ 1.3K) - Useful extra functionality for TensorFlow 2.x maintained by.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 480 Β· πŸ“¦ 3.6K Β· πŸ“‹ 880 - 24% open Β· ⏱️ 10.07.2021):

     git clone https://github.com/tensorflow/addons
    
  • PyPi (πŸ“₯ 5.2M / month Β· πŸ“¦ 18 Β· ⏱️ 15.05.2021):

     pip install tensorflow-addons
    
Keras-Preprocessing (πŸ₯ˆ29 Β· ⭐ 960) - Utilities for working with image data, text data, and.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 420 Β· πŸ“‹ 190 - 48% open Β· ⏱️ 04.02.2021):

     git clone https://github.com/keras-team/keras-preprocessing
    
  • PyPi (πŸ“₯ 6.4M / month Β· πŸ“¦ 2.7K Β· ⏱️ 14.05.2020):

     pip install keras-preprocessing
    
  • Conda (πŸ“₯ 1M Β· ⏱️ 15.01.2021):

     conda install -c conda-forge keras-preprocessing
    
TensorFlow Transform (πŸ₯ˆ29 Β· ⭐ 880) - Input pipeline framework. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 170 Β· πŸ“¦ 500 Β· πŸ“‹ 160 - 12% open Β· ⏱️ 01.07.2021):

     git clone https://github.com/tensorflow/transform
    
  • PyPi (πŸ“₯ 7.3M / month Β· πŸ“¦ 84 Β· ⏱️ 24.06.2021):

     pip install tensorflow-transform
    
TF Model Optimization (πŸ₯‰28 Β· ⭐ 1.1K) - A toolkit to optimize ML models for deployment for.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 250 Β· πŸ“¦ 980 Β· πŸ“‹ 210 - 39% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/tensorflow/model-optimization
    
  • PyPi (πŸ“₯ 250K / month Β· πŸ“¦ 6 Β· ⏱️ 18.06.2021):

     pip install tensorflow-model-optimization
    
efficientnet (πŸ₯‰24 Β· ⭐ 1.9K Β· πŸ’€) - Implementation of EfficientNet model. Keras and.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 420 Β· πŸ“₯ 180K Β· πŸ“¦ 680 Β· πŸ“‹ 110 - 51% open Β· ⏱️ 15.09.2020):

     git clone https://github.com/qubvel/efficientnet
    
  • PyPi (πŸ“₯ 71K / month Β· πŸ“¦ 4 Β· ⏱️ 15.09.2020):

     pip install efficientnet
    
TensorFlow I/O (πŸ₯‰24 Β· ⭐ 470) - Dataset, streaming, and file system extensions.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 170 Β· πŸ“‹ 440 - 32% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/tensorflow/io
    
  • PyPi (πŸ“₯ 320K / month Β· ⏱️ 25.06.2021):

     pip install tensorflow-io
    
Neural Structured Learning (πŸ₯‰23 Β· ⭐ 840) - Training neural models with structured signals. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 150 Β· πŸ“¦ 91 Β· πŸ“‹ 53 - 11% open Β· ⏱️ 22.06.2021):

     git clone https://github.com/tensorflow/neural-structured-learning
    
  • PyPi (πŸ“₯ 8.3K / month Β· ⏱️ 18.08.2020):

     pip install neural-structured-learning
    
TensorNets (πŸ₯‰20 Β· ⭐ 990) - High level network definitions with pre-trained weights in.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 180 Β· πŸ“¦ 39 Β· πŸ“‹ 56 - 25% open Β· ⏱️ 02.01.2021):

     git clone https://github.com/taehoonlee/tensornets
    
  • PyPi (πŸ“₯ 180 / month Β· πŸ“¦ 4 Β· ⏱️ 31.03.2020):

     pip install tensornets
    
Saliency (πŸ₯‰20 Β· ⭐ 690) - Framework-agnostic implementation for state-of-the-art saliency.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 160 Β· πŸ“¦ 16 Β· πŸ“‹ 29 - 58% open Β· ⏱️ 21.06.2021):

     git clone https://github.com/PAIR-code/saliency
    
  • PyPi (πŸ“₯ 690 / month Β· πŸ“¦ 2 Β· ⏱️ 03.05.2021):

     pip install saliency
    
TF Compression (πŸ₯‰18 Β· ⭐ 510) - Data compression in TensorFlow. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 180 Β· ⏱️ 12.06.2021):

     git clone https://github.com/tensorflow/compression
    
  • PyPi (πŸ“₯ 870 / month Β· πŸ“¦ 1 Β· ⏱️ 14.05.2021):

     pip install tensorflow-compression
    
Show 2 hidden projects...
  • TensorFlow Cloud (πŸ₯‰26 Β· ⭐ 300) - The TensorFlow Cloud repository provides APIs that.. Apache-2
  • tffm (πŸ₯‰19 Β· ⭐ 760 Β· πŸ’€) - TensorFlow implementation of an arbitrary order Factorization Machine. MIT

Sklearn Utilities

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Libraries that extend scikit-learn with additional capabilities.

imbalanced-learn (πŸ₯‡32 Β· ⭐ 5.3K) - A Python Package to Tackle the Curse of Imbalanced.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 1.1K Β· πŸ“¦ 6.3K Β· πŸ“‹ 470 - 8% open Β· ⏱️ 25.05.2021):

     git clone https://github.com/scikit-learn-contrib/imbalanced-learn
    
  • PyPi (πŸ“₯ 1.8M / month Β· πŸ“¦ 280 Β· ⏱️ 18.02.2021):

     pip install imbalanced-learn
    
  • Conda (πŸ“₯ 140K Β· ⏱️ 18.02.2021):

     conda install -c conda-forge imbalanced-learn
    
MLxtend (πŸ₯‡31 Β· ⭐ 3.6K) - A library of extension and helper modules for Python's data.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 700 Β· πŸ“¦ 3.7K Β· πŸ“‹ 380 - 24% open Β· ⏱️ 13.06.2021):

     git clone https://github.com/rasbt/mlxtend
    
  • PyPi (πŸ“₯ 980K / month Β· πŸ“¦ 190 Β· ⏱️ 26.11.2020):

     pip install mlxtend
    
  • Conda (πŸ“₯ 170K Β· ⏱️ 26.11.2020):

     conda install -c conda-forge mlxtend
    
category_encoders (πŸ₯ˆ26 Β· ⭐ 1.7K Β· πŸ’€) - A library of sklearn compatible categorical variable.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 310 Β· πŸ“‹ 210 - 35% open Β· ⏱️ 31.07.2020):

     git clone https://github.com/scikit-learn-contrib/category_encoders
    
  • PyPi (πŸ“₯ 470K / month Β· πŸ“¦ 23 Β· ⏱️ 14.10.2018):

     pip install category_encoders
    
  • Conda (πŸ“₯ 110K Β· ⏱️ 29.04.2020):

     conda install -c conda-forge category_encoders
    
fancyimpute (πŸ₯ˆ26 Β· ⭐ 980) - Multivariate imputation and matrix completion algorithms.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 150 Β· πŸ“¦ 1K Β· πŸ“‹ 110 - 4% open Β· ⏱️ 18.06.2021):

     git clone https://github.com/iskandr/fancyimpute
    
  • PyPi (πŸ“₯ 16K / month Β· πŸ“¦ 42 Β· ⏱️ 19.06.2021):

     pip install fancyimpute
    
sklearn-contrib-lightning (πŸ₯ˆ24 Β· ⭐ 1.5K) - Large-scale linear classification, regression and.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 190 Β· πŸ“₯ 71 Β· πŸ“¦ 85 Β· πŸ“‹ 90 - 55% open Β· ⏱️ 15.06.2021):

     git clone https://github.com/scikit-learn-contrib/lightning
    
  • PyPi (πŸ“₯ 1.9K / month Β· πŸ“¦ 10 Β· ⏱️ 15.06.2021):

     pip install sklearn-contrib-lightning
    
  • Conda (πŸ“₯ 150K Β· ⏱️ 20.12.2020):

     conda install -c conda-forge sklearn-contrib-lightning
    
scikit-opt (πŸ₯ˆ23 Β· ⭐ 2.4K) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 550 Β· πŸ“¦ 36 Β· πŸ“‹ 110 - 18% open Β· ⏱️ 01.07.2021):

     git clone https://github.com/guofei9987/scikit-opt
    
  • PyPi (πŸ“₯ 1.2K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2021):

     pip install scikit-opt
    
combo (πŸ₯‰21 Β· ⭐ 500) - (AAAI' 20) A Python Toolbox for Machine Learning Model.. BSD-2 xgboost
  • GitHub (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 85 Β· πŸ“¦ 370 Β· πŸ“‹ 12 - 75% open Β· ⏱️ 15.03.2021):

     git clone https://github.com/yzhao062/combo
    
  • PyPi (πŸ“₯ 50K / month Β· ⏱️ 23.12.2020):

     pip install combo
    
scikit-lego (πŸ₯‰20 Β· ⭐ 550) - Extra blocks for scikit-learn pipelines. MIT
  • GitHub (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 74 Β· πŸ“¦ 28 Β· πŸ“‹ 220 - 11% open Β· ⏱️ 03.07.2021):

     git clone https://github.com/koaning/scikit-lego
    
  • PyPi (πŸ“₯ 7.3K / month Β· ⏱️ 03.07.2021):

     pip install scikit-lego
    
  • Conda (πŸ“₯ 12K Β· ⏱️ 03.07.2021):

     conda install -c conda-forge scikit-lego
    
DESlib (πŸ₯‰20 Β· ⭐ 340) - A Python library for dynamic classifier and ensemble selection. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 73 Β· πŸ“¦ 21 Β· πŸ“‹ 140 - 9% open Β· ⏱️ 09.04.2021):

     git clone https://github.com/scikit-learn-contrib/DESlib
    
  • PyPi (πŸ“₯ 2K / month Β· ⏱️ 08.02.2021):

     pip install deslib
    
iterative-stratification (πŸ₯‰19 Β· ⭐ 580 Β· πŸ’€) - scikit-learn cross validators for iterative.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 52 Β· πŸ“¦ 150 Β· πŸ“‹ 13 - 15% open Β· ⏱️ 12.09.2020):

     git clone https://github.com/trent-b/iterative-stratification
    
  • PyPi (πŸ“₯ 6.3K / month Β· πŸ“¦ 14 Β· ⏱️ 12.08.2018):

     pip install iterative-stratification
    
Show 7 hidden projects...
  • sklearn-crfsuite (πŸ₯ˆ24 Β· ⭐ 370 Β· πŸ’€) - scikit-learn inspired API for CRFsuite. MIT
  • scikit-multilearn (πŸ₯ˆ23 Β· ⭐ 670 Β· πŸ’€) - A scikit-learn based module for multi-label et. al... BSD-2
  • skope-rules (πŸ₯‰21 Β· ⭐ 400 Β· πŸ’€) - machine learning with logical rules in Python. ❗️BSD-1-Clause
  • scikit-tda (πŸ₯‰17 Β· ⭐ 290) - Topological Data Analysis for Python. MIT
  • skggm (πŸ₯‰16 Β· ⭐ 180 Β· πŸ’€) - Scikit-learn compatible estimation of general graphical models. MIT
  • celer (πŸ₯‰16 Β· ⭐ 120) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,.. BSD-3
  • dabl (πŸ₯‰16 Β· ⭐ 88) - Data Analysis Baseline Library. BSD-3

Pytorch Utilities

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Libraries that extend Pytorch with additional capabilities.

EfficientNet-PyTorch (πŸ₯‡27 Β· ⭐ 6.2K) - A PyTorch implementation of EfficientNet and.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 1.2K Β· πŸ“₯ 640K Β· πŸ“‹ 250 - 47% open Β· ⏱️ 15.04.2021):

     git clone https://github.com/lukemelas/EfficientNet-PyTorch
    
  • PyPi (πŸ“₯ 94K / month Β· πŸ“¦ 14 Β· ⏱️ 15.04.2021):

     pip install efficientnet-pytorch
    
pytorch-summary (πŸ₯‡26 Β· ⭐ 3.2K) - Model summary in PyTorch similar to `model.summary()` in.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 360 Β· πŸ“¦ 2.9K Β· πŸ“‹ 160 - 76% open Β· ⏱️ 10.05.2021):

     git clone https://github.com/sksq96/pytorch-summary
    
  • PyPi (πŸ“₯ 72K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2018):

     pip install torchsummary
    
pytorch-optimizer (πŸ₯‡26 Β· ⭐ 2K) - torch-optimizer -- collection of optimizers for.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 180 Β· πŸ“¦ 260 Β· πŸ“‹ 36 - 27% open Β· ⏱️ 06.07.2021):

     git clone https://github.com/jettify/pytorch-optimizer
    
  • PyPi (πŸ“₯ 25K / month Β· ⏱️ 01.01.2021):

     pip install torch_optimizer
    
PML (πŸ₯ˆ25 Β· ⭐ 3.4K) - The easiest way to use deep metric learning in your application. Modular,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 430 Β· πŸ“¦ 100 Β· πŸ“‹ 280 - 15% open Β· ⏱️ 11.06.2021):

     git clone https://github.com/KevinMusgrave/pytorch-metric-learning
    
  • PyPi (πŸ“₯ 11K / month Β· ⏱️ 11.07.2021):

     pip install pytorch-metric-learning
    
  • Conda (πŸ“₯ 3.1K Β· ⏱️ 10.05.2021):

     conda install -c metric-learning pytorch-metric-learning
    
torchdiffeq (πŸ₯ˆ24 Β· ⭐ 3.6K) - Differentiable ODE solvers with full GPU support and.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 610 Β· πŸ“¦ 120 Β· πŸ“‹ 150 - 18% open Β· ⏱️ 02.06.2021):

     git clone https://github.com/rtqichen/torchdiffeq
    
  • PyPi (πŸ“₯ 5K / month Β· ⏱️ 02.06.2021):

     pip install torchdiffeq
    
SRU (πŸ₯ˆ24 Β· ⭐ 2K) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755). MIT
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 290 Β· πŸ“¦ 16 Β· πŸ“‹ 120 - 44% open Β· ⏱️ 19.05.2021):

     git clone https://github.com/asappresearch/sru
    
  • PyPi (πŸ“₯ 4.1K / month Β· πŸ“¦ 2 Β· ⏱️ 17.06.2021):

     pip install sru
    
Torchmeta (πŸ₯ˆ23 Β· ⭐ 1.4K) - A collection of extensions and data-loaders for few-shot learning.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 160 Β· πŸ“¦ 51 Β· πŸ“‹ 110 - 30% open Β· ⏱️ 19.03.2021):

     git clone https://github.com/tristandeleu/pytorch-meta
    
  • PyPi (πŸ“₯ 1.3K / month Β· ⏱️ 19.03.2021):

     pip install torchmeta
    
EfficientNets (πŸ₯ˆ23 Β· ⭐ 1.4K Β· πŸ“ˆ) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 180 Β· πŸ“¦ 61 Β· ⏱️ 08.07.2021):

     git clone https://github.com/rwightman/gen-efficientnet-pytorch
    
  • PyPi (πŸ“₯ 5.6K / month Β· ⏱️ 08.07.2021):

     pip install geffnet
    
accelerate (πŸ₯ˆ22 Β· ⭐ 1.6K) - A simple way to train and use PyTorch models with multi-.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 71 Β· πŸ“¦ 82 Β· πŸ“‹ 73 - 26% open Β· ⏱️ 08.07.2021):

     git clone https://github.com/huggingface/accelerate
    
  • PyPi (πŸ“₯ 14K / month Β· ⏱️ 29.04.2021):

     pip install accelerate
    
Higher (πŸ₯ˆ22 Β· ⭐ 1.2K) - higher is a pytorch library allowing users to obtain higher.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 83 Β· πŸ“¦ 62 Β· πŸ“‹ 83 - 40% open Β· ⏱️ 21.06.2021):

     git clone https://github.com/facebookresearch/higher
    
  • PyPi (πŸ“₯ 30K / month Β· ⏱️ 14.07.2020):

     pip install higher
    
TabNet (πŸ₯ˆ22 Β· ⭐ 1.1K) - PyTorch implementation of TabNet paper :.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 230 Β· πŸ“‹ 160 - 22% open Β· ⏱️ 27.05.2021):

     git clone https://github.com/dreamquark-ai/tabnet
    
  • PyPi (πŸ“₯ 17K / month Β· ⏱️ 02.02.2021):

     pip install pytorch-tabnet
    
lightning-flash (πŸ₯ˆ22 Β· ⭐ 820 Β· 🐣) - Collection of tasks for fast prototyping, baselining,.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 79 Β· πŸ“¦ 13 Β· πŸ“‹ 220 - 51% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/PyTorchLightning/lightning-flash
    
  • PyPi (πŸ“₯ 1.6K / month Β· ⏱️ 22.06.2021):

     pip install lightning-flash
    
torch-scatter (πŸ₯ˆ22 Β· ⭐ 700) - PyTorch Extension Library of Optimized Scatter Operations. MIT
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 79 Β· πŸ“‹ 200 - 35% open Β· ⏱️ 26.06.2021):

     git clone https://github.com/rusty1s/pytorch_scatter
    
  • PyPi (πŸ“₯ 23K / month Β· πŸ“¦ 32 Β· ⏱️ 07.06.2021):

     pip install torch-scatter
    
PyTorch Sparse (πŸ₯ˆ22 Β· ⭐ 430) - PyTorch Extension Library of Optimized Autograd Sparse.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 55 Β· πŸ“‹ 120 - 43% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/rusty1s/pytorch_sparse
    
  • PyPi (πŸ“₯ 22K / month Β· πŸ“¦ 34 Β· ⏱️ 17.06.2021):

     pip install torch-sparse
    
reformer-pytorch (πŸ₯‰21 Β· ⭐ 1.5K) - Reformer, the efficient Transformer, in Pytorch. MIT
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 200 Β· πŸ“‹ 110 - 9% open Β· ⏱️ 09.05.2021):

     git clone https://github.com/lucidrains/reformer-pytorch
    
  • PyPi (πŸ“₯ 2.1K / month Β· ⏱️ 09.05.2021):

     pip install reformer-pytorch
    
Pytorch Toolbelt (πŸ₯‰20 Β· ⭐ 1K) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 75 Β· πŸ“‹ 19 - 15% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/BloodAxe/pytorch-toolbelt
    
  • PyPi (πŸ“₯ 11K / month Β· πŸ“¦ 2 Β· ⏱️ 02.04.2021):

     pip install pytorch_toolbelt
    
Performer Pytorch (πŸ₯‰18 Β· ⭐ 650) - An implementation of Performer, a linear attention-based.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 82 Β· πŸ“¦ 26 Β· πŸ“‹ 65 - 40% open Β· ⏱️ 21.04.2021):

     git clone https://github.com/lucidrains/performer-pytorch
    
  • PyPi (πŸ“₯ 1.8K / month Β· ⏱️ 21.04.2021):

     pip install performer-pytorch
    
Lambda Networks (πŸ₯‰17 Β· ⭐ 1.5K Β· πŸ’€) - Implementation of LambdaNetworks, a new approach to.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 150 Β· πŸ“¦ 3 Β· πŸ“‹ 27 - 44% open Β· ⏱️ 18.11.2020):

     git clone https://github.com/lucidrains/lambda-networks
    
  • PyPi (πŸ“₯ 830 / month Β· ⏱️ 18.11.2020):

     pip install lambda-networks
    
Tez (πŸ₯‰17 Β· ⭐ 620) - Tez is a super-simple and lightweight Trainer for PyTorch. It also.. Apache-2
  • GitHub (πŸ”€ 88 Β· πŸ“¦ 7 Β· πŸ“‹ 22 - 63% open Β· ⏱️ 05.05.2021):

     git clone https://github.com/abhishekkrthakur/tez
    
  • PyPi (πŸ“₯ 820 / month Β· ⏱️ 05.05.2021):

     pip install tez
    
Tensor Sensor (πŸ₯‰17 Β· ⭐ 570) - The goal of this library is to generate more helpful.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 27 Β· πŸ“¦ 2 Β· πŸ“‹ 18 - 27% open Β· ⏱️ 26.05.2021):

     git clone https://github.com/parrt/tensor-sensor
    
  • PyPi (πŸ“₯ 650 / month Β· ⏱️ 26.05.2021):

     pip install tensor-sensor
    
tinygrad (πŸ₯‰16 Β· ⭐ 4.9K) - You like pytorch? You like micrograd? You love tinygrad!. MIT
  • GitHub (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 540 Β· πŸ“¦ 1 Β· πŸ“‹ 85 - 24% open Β· ⏱️ 29.06.2021):

     git clone https://github.com/geohot/tinygrad
    
Pywick (πŸ₯‰16 Β· ⭐ 330) - High-level batteries-included neural network training library for.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 36 Β· πŸ“¦ 4 Β· πŸ“‹ 13 - 23% open Β· ⏱️ 17.05.2021):

     git clone https://github.com/achaiah/pywick
    
  • PyPi (πŸ“₯ 62 / month Β· ⏱️ 20.01.2020):

     pip install pywick
    
Torch-Struct (πŸ₯‰15 Β· ⭐ 960) - Fast, general, and tested differentiable structured prediction.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 72 Β· πŸ“‹ 43 - 41% open Β· ⏱️ 09.05.2021):

     git clone https://github.com/harvardnlp/pytorch-struct
    
torchsde (πŸ₯‰15 Β· ⭐ 770) - Differentiable SDE solvers with GPU support and efficient.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 76 Β· πŸ“‹ 38 - 15% open Β· ⏱️ 07.07.2021):

     git clone https://github.com/google-research/torchsde
    
madgrad (πŸ₯‰15 Β· ⭐ 700 Β· 🐣) - MADGRAD Optimization Method. MIT
  • GitHub (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 48 Β· πŸ“¦ 13 Β· πŸ“‹ 9 - 22% open Β· ⏱️ 01.04.2021):

     git clone https://github.com/facebookresearch/madgrad
    
  • PyPi (πŸ“₯ 5.4K / month Β· ⏱️ 01.04.2021):

     pip install madgrad
    
Show 6 hidden projects...
  • pretrainedmodels (πŸ₯‡29 Β· ⭐ 8.1K Β· πŸ’€) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,.. BSD-3
  • AdaBound (πŸ₯‰20 Β· ⭐ 2.9K Β· πŸ’€) - An optimizer that trains as fast as Adam and as good as SGD. Apache-2
  • Poutyne (πŸ₯‰20 Β· ⭐ 480) - A simplified framework and utilities for PyTorch. ❗️LGPL-3.0
  • Antialiased CNNs (πŸ₯‰16 Β· ⭐ 1.4K Β· πŸ’€) - pip install antialiased-cnns to improve stability and.. ❗️CC BY-NC-SA 4.0
  • TorchDrift (πŸ₯‰15 Β· ⭐ 160 Β· 🐣) - Drift Detection for your PyTorch Models. Apache-2
  • micrograd (πŸ₯‰14 Β· ⭐ 1.8K Β· πŸ’€) - A tiny scalar-valued autograd engine and a neural net library.. MIT

Database Clients

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Libraries for connecting to, operating, and querying databases.

πŸ”—Β best-of-python - DB Clients ( ⭐ 1.7K Β· 🐣) - Collection of database clients for python.


Others

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scipy (πŸ₯‡42 Β· ⭐ 8.4K) - Ecosystem of open-source software for mathematics, science, and engineering. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 3.8K Β· πŸ“₯ 320K Β· πŸ“¦ 370K Β· πŸ“‹ 7.7K - 21% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/scipy/scipy
    
  • PyPi (πŸ“₯ 33M / month Β· πŸ“¦ 87K Β· ⏱️ 20.06.2021):

     pip install scipy
    
  • Conda (πŸ“₯ 16M Β· ⏱️ 28.06.2021):

     conda install -c conda-forge scipy
    
SymPy (πŸ₯‡36 Β· ⭐ 8.2K) - A computer algebra system written in pure Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 3.4K Β· πŸ“₯ 430K Β· πŸ“¦ 34K Β· πŸ“‹ 12K - 35% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/sympy/sympy
    
  • PyPi (πŸ“₯ 1.8M / month Β· πŸ“¦ 6.4K Β· ⏱️ 09.04.2021):

     pip install sympy
    
  • Conda (πŸ“₯ 1.6M Β· ⏱️ 10.04.2021):

     conda install -c conda-forge sympy
    
Autograd (πŸ₯‡29 Β· ⭐ 5.3K) - Efficiently computes derivatives of numpy code. MIT
  • GitHub (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 750 Β· πŸ“¦ 2.2K Β· πŸ“‹ 380 - 42% open Β· ⏱️ 03.03.2021):

     git clone https://github.com/HIPS/autograd
    
  • PyPi (πŸ“₯ 990K / month Β· πŸ“¦ 340 Β· ⏱️ 25.07.2019):

     pip install autograd
    
  • Conda (πŸ“₯ 180K Β· ⏱️ 25.07.2019):

     conda install -c conda-forge autograd
    
Datasette (πŸ₯‡28 Β· ⭐ 5.2K Β· πŸ“‰) - An open source multi-tool for exploring and publishing data. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 320 Β· πŸ“₯ 31 Β· πŸ“¦ 440 Β· πŸ“‹ 1.1K - 25% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/simonw/datasette
    
  • PyPi (πŸ“₯ 120K / month Β· πŸ“¦ 70 Β· ⏱️ 15.07.2021):

     pip install datasette
    
PyOD (πŸ₯‡28 Β· ⭐ 4.6K) - (JMLR'19) A Python Toolbox for Scalable Outlier Detection (Anomaly.. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 930 Β· πŸ“¦ 740 Β· πŸ“‹ 210 - 57% open Β· ⏱️ 04.07.2021):

     git clone https://github.com/yzhao062/pyod
    
  • PyPi (πŸ“₯ 200K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2021):

     pip install pyod
    
Gradio (πŸ₯‡28 Β· ⭐ 3K) - Wrap UIs around any model, share with anyone. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 200 Β· πŸ“‹ 150 - 12% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/gradio-app/gradio
    
  • PyPi (πŸ“₯ 9.6K / month Β· πŸ“¦ 2 Β· ⏱️ 15.07.2021):

     pip install gradio
    
hdbscan (πŸ₯‡28 Β· ⭐ 1.9K) - A high performance implementation of HDBSCAN clustering. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 340 Β· πŸ“¦ 920 Β· πŸ“‹ 380 - 61% open Β· ⏱️ 07.04.2021):

     git clone https://github.com/scikit-learn-contrib/hdbscan
    
  • PyPi (πŸ“₯ 220K / month Β· πŸ“¦ 120 Β· ⏱️ 03.02.2021):

     pip install hdbscan
    
  • Conda (πŸ“₯ 740K Β· ⏱️ 14.02.2021):

     conda install -c conda-forge hdbscan
    
Streamlit (πŸ₯ˆ27 Β· ⭐ 15K) - Streamlit The fastest way to build data apps in Python. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.3K Β· πŸ“¦ 98 Β· πŸ“‹ 1.9K - 29% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/streamlit/streamlit
    
  • PyPi (πŸ“₯ 360K / month Β· πŸ“¦ 34 Β· ⏱️ 12.07.2021):

     pip install streamlit
    
DeepChem (πŸ₯ˆ27 Β· ⭐ 3K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1K Β· πŸ“¦ 46 Β· πŸ“‹ 1.3K - 31% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/deepchem/deepchem
    
  • PyPi (πŸ“₯ 5.4K / month Β· πŸ“¦ 4 Β· ⏱️ 14.07.2021):

     pip install deepchem
    
Pythran (πŸ₯ˆ27 Β· ⭐ 1.6K) - Ahead of Time compiler for numeric kernels. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 150 Β· πŸ“¦ 55 Β· πŸ“‹ 700 - 15% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/serge-sans-paille/pythran
    
  • PyPi (πŸ“₯ 47K / month Β· πŸ“¦ 26 Β· ⏱️ 14.07.2021):

     pip install pythran
    
  • Conda (πŸ“₯ 180K Β· ⏱️ 15.07.2021):

     conda install -c conda-forge pythran
    
agate (πŸ₯ˆ27 Β· ⭐ 1K) - A Python data analysis library that is optimized for humans instead of machines. MIT
  • GitHub (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 130 Β· πŸ“¦ 580 Β· πŸ“‹ 680 - 7% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/wireservice/agate
    
  • PyPi (πŸ“₯ 650K / month Β· πŸ“¦ 240 Β· ⏱️ 11.03.2018):

     pip install agate
    
  • Conda (πŸ“₯ 67K Β· ⏱️ 31.05.2021):

     conda install -c conda-forge agate
    
kmodes (πŸ₯ˆ26 Β· ⭐ 880) - Python implementations of the k-modes and k-prototypes clustering.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 350 Β· πŸ“¦ 660 Β· πŸ“‹ 130 - 13% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/nicodv/kmodes
    
  • PyPi (πŸ“₯ 150K / month Β· πŸ“¦ 26 Β· ⏱️ 13.02.2021):

     pip install kmodes
    
PaddleHub (πŸ₯ˆ25 Β· ⭐ 6.7K) - Awesome pre-trained models toolkit based on.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 1.3K Β· πŸ“₯ 540 Β· πŸ“¦ 340 Β· πŸ“‹ 870 - 32% open Β· ⏱️ 06.07.2021):

     git clone https://github.com/PaddlePaddle/PaddleHub
    
  • PyPi (πŸ“₯ 4.4K / month Β· ⏱️ 27.04.2021):

     pip install paddlehub
    
Trax (πŸ₯ˆ25 Β· ⭐ 6.3K) - Trax Deep Learning with Clear Code and Speed. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 610 Β· πŸ“¦ 32 Β· πŸ“‹ 200 - 39% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/google/trax
    
  • PyPi (πŸ“₯ 4.5K / month Β· ⏱️ 21.05.2021):

     pip install trax
    
carla (πŸ₯ˆ25 Β· ⭐ 6.2K) - Open-source simulator for autonomous driving research. MIT
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.9K Β· πŸ“¦ 78 Β· πŸ“‹ 3.3K - 12% open Β· ⏱️ 21.04.2021):

     git clone https://github.com/carla-simulator/carla
    
  • PyPi (πŸ“₯ 760 / month Β· πŸ“¦ 4 Β· ⏱️ 28.04.2019):

     pip install carla
    
causalml (πŸ₯ˆ25 Β· ⭐ 2.1K) - Uplift modeling and causal inference with machine learning.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 310 Β· πŸ“¦ 28 Β· πŸ“‹ 190 - 20% open Β· ⏱️ 08.06.2021):

     git clone https://github.com/uber/causalml
    
  • PyPi (πŸ“₯ 34K / month Β· ⏱️ 19.02.2021):

     pip install causalml
    
TabPy (πŸ₯ˆ25 Β· ⭐ 1.1K) - Execute Python code on the fly and display results in Tableau visualizations:. MIT
  • GitHub (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 410 Β· πŸ“¦ 64 Β· πŸ“‹ 280 - 4% open Β· ⏱️ 04.02.2021):

     git clone https://github.com/tableau/TabPy
    
  • PyPi (πŸ“₯ 15K / month Β· ⏱️ 11.11.2020):

     pip install tabpy
    
pyclustering (πŸ₯ˆ25 Β· ⭐ 850) - pyclustring is a Python, C++ data mining library. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 200 Β· πŸ“₯ 350 Β· πŸ“¦ 220 Β· πŸ“‹ 640 - 8% open Β· ⏱️ 12.02.2021):

     git clone https://github.com/annoviko/pyclustering
    
  • PyPi (πŸ“₯ 39K / month Β· πŸ“¦ 36 Β· ⏱️ 25.11.2020):

     pip install pyclustering
    
  • Conda (πŸ“₯ 25K Β· ⏱️ 14.07.2021):

     conda install -c conda-forge pyclustering
    
pyjanitor (πŸ₯ˆ25 Β· ⭐ 700) - Clean APIs for data cleaning. Python implementation of R package Janitor. MIT
  • GitHub (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 120 Β· πŸ“¦ 100 Β· πŸ“‹ 400 - 25% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/pyjanitor-devs/pyjanitor
    
  • PyPi (πŸ“₯ 9.8K / month Β· πŸ“¦ 4 Β· ⏱️ 25.02.2021):

     pip install pyjanitor
    
  • Conda (πŸ“₯ 94K Β· ⏱️ 25.03.2021):

     conda install -c conda-forge pyjanitor
    
pycm (πŸ₯ˆ24 Β· ⭐ 1.1K) - Multi-class confusion matrix library in Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 93 Β· πŸ“¦ 110 Β· πŸ“‹ 170 - 7% open Β· ⏱️ 11.03.2021):

     git clone https://github.com/sepandhaghighi/pycm
    
  • PyPi (πŸ“₯ 11K / month Β· πŸ“¦ 10 Β· ⏱️ 11.03.2021):

     pip install pycm
    
PennyLane (πŸ₯ˆ24 Β· ⭐ 930) - PennyLane is a cross-platform Python library for differentiable.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 280 Β· πŸ“₯ 59 Β· πŸ“‹ 440 - 25% open Β· ⏱️ 09.07.2021):

     git clone https://github.com/PennyLaneAI/PennyLane
    
  • PyPi (πŸ“₯ 5.6K / month Β· πŸ“¦ 20 Β· ⏱️ 22.06.2021):

     pip install pennylane
    
pyopencl (πŸ₯ˆ24 Β· ⭐ 820) - OpenCL integration for Python, plus shiny features. MIT
  • GitHub (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 210 Β· πŸ“¦ 540 Β· πŸ“‹ 290 - 21% open Β· ⏱️ 07.07.2021):

     git clone https://github.com/inducer/pyopencl
    
  • PyPi (πŸ“₯ 12K / month Β· πŸ“¦ 240 Β· ⏱️ 07.07.2021):

     pip install pyopencl
    
  • Conda (πŸ“₯ 470K Β· ⏱️ 07.07.2021):

     conda install -c conda-forge pyopencl
    
PySwarms (πŸ₯ˆ24 Β· ⭐ 800) - A research toolkit for particle swarm optimization in Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 250 Β· πŸ“¦ 120 Β· πŸ“‹ 190 - 8% open Β· ⏱️ 23.06.2021):

     git clone https://github.com/ljvmiranda921/pyswarms
    
  • PyPi (πŸ“₯ 8.2K / month Β· ⏱️ 03.01.2021):

     pip install pyswarms
    
findspark (πŸ₯ˆ24 Β· ⭐ 410) - Find pyspark to make it importable. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 68 Β· πŸ“¦ 1.8K Β· πŸ“‹ 20 - 55% open Β· ⏱️ 14.06.2021):

     git clone https://github.com/minrk/findspark
    
  • PyPi (πŸ“₯ 1.5M / month Β· πŸ“¦ 200 Β· ⏱️ 08.06.2020):

     pip install findspark
    
  • Conda (πŸ“₯ 560K Β· ⏱️ 06.07.2018):

     conda install -c conda-forge findspark
    
modAL (πŸ₯‰23 Β· ⭐ 1.3K) - A modular active learning framework for Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 210 Β· πŸ“₯ 16 Β· πŸ“¦ 87 Β· πŸ“‹ 110 - 52% open Β· ⏱️ 07.01.2021):

     git clone https://github.com/modAL-python/modAL
    
  • PyPi (πŸ“₯ 3.1K / month Β· πŸ“¦ 8 Β· ⏱️ 07.01.2021):

     pip install modAL
    
metric-learn (πŸ₯‰23 Β· ⭐ 1.1K) - Metric learning algorithms in Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 220 Β· πŸ“¦ 160 Β· πŸ“‹ 160 - 32% open Β· ⏱️ 26.04.2021):

     git clone https://github.com/scikit-learn-contrib/metric-learn
    
  • PyPi (πŸ“₯ 6.4K / month Β· πŸ“¦ 18 Β· ⏱️ 02.07.2020):

     pip install metric-learn
    
tensorly (πŸ₯‰23 Β· ⭐ 1.1K) - TensorLy: Tensor Learning in Python. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 210 Β· πŸ“¦ 160 Β· πŸ“‹ 150 - 22% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/tensorly/tensorly
    
  • PyPi (πŸ“₯ 4.6K / month Β· πŸ“¦ 20 Β· ⏱️ 14.04.2021):

     pip install tensorly
    
  • Conda (πŸ“₯ 150K Β· ⏱️ 07.12.2020):

     conda install -c conda-forge tensorly
    
Mars (πŸ₯‰22 Β· ⭐ 2.2K) - Mars is a tensor-based unified framework for large-scale data.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 260 Β· πŸ“‹ 830 - 14% open Β· ⏱️ 15.07.2021):

     git clone https://github.com/mars-project/mars
    
  • PyPi (πŸ“₯ 2.2K / month Β· ⏱️ 09.07.2021):

     pip install pymars
    
gplearn (πŸ₯‰22 Β· ⭐ 970) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 170 Β· πŸ“¦ 180 Β· πŸ“‹ 160 - 22% open Β· ⏱️ 01.07.2021):

     git clone https://github.com/trevorstephens/gplearn
    
  • PyPi (πŸ“₯ 1.8K / month Β· πŸ“¦ 14 Β· ⏱️ 01.06.2019):

     pip install gplearn
    
alibi-detect (πŸ₯‰22 Β· ⭐ 760) - Algorithms for outlier, adversarial and drift detection. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 78 Β· πŸ“¦ 29 Β· πŸ“‹ 140 - 44% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/SeldonIO/alibi-detect
    
  • PyPi (πŸ“₯ 16K / month Β· πŸ“¦ 1 Β· ⏱️ 07.06.2021):

     pip install alibi-detect
    
scikit-rebate (πŸ₯‰22 Β· ⭐ 320) - A scikit-learn-compatible Python implementation of ReBATE, a.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 59 Β· πŸ“¦ 140 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.02.2021):

     git clone https://github.com/EpistasisLab/scikit-rebate
    
  • PyPi (πŸ“₯ 3.7K / month Β· πŸ“¦ 62 Β· ⏱️ 20.03.2021):

     pip install skrebate
    
Prince (πŸ₯‰21 Β· ⭐ 660) - Python factor analysis library (PCA, CA, MCA, MFA, FAMD). MIT
  • GitHub (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 120 Β· πŸ“¦ 140 Β· πŸ“‹ 98 - 32% open Β· ⏱️ 11.01.2021):

     git clone https://github.com/MaxHalford/prince
    
  • PyPi (πŸ“₯ 17K / month Β· πŸ“¦ 6 Β· ⏱️ 06.10.2020):

     pip install prince
    
Feature Engine (πŸ₯‰21 Β· ⭐ 580) - Feature engineering package with sklearn like functionality. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 160 Β· πŸ“‹ 120 - 24% open Β· ⏱️ 14.07.2021):

     git clone https://github.com/solegalli/feature_engine
    
  • PyPi (πŸ“₯ 29K / month Β· πŸ“¦ 2 Β· ⏱️ 22.06.2021):

     pip install feature_engine
    
  • Conda (πŸ“₯ 3.7K Β· ⏱️ 22.06.2021):

     conda install -c conda-forge feature_engine
    
AstroML (πŸ₯‰20 Β· ⭐ 760) - Machine learning, statistics, and data mining for astronomy and.. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 270 Β· πŸ“‹ 140 - 38% open Β· ⏱️ 07.04.2021):

     git clone https://github.com/astroML/astroML
    
  • PyPi (πŸ“₯ 1.4K / month Β· πŸ“¦ 29 Β· ⏱️ 23.03.2020):

     pip install astroML
    
  • Conda (πŸ“₯ 24K Β· ⏱️ 16.02.2020):

     conda install -c conda-forge astroml
    
AugLy (πŸ₯‰19 Β· ⭐ 3.6K Β· 🐣) - A data augmentations library for audio, image, text, and video. MIT
  • GitHub (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 150 Β· πŸ“¦ 3 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 12.07.2021):

     git clone https://github.com/facebookresearch/AugLy
    
  • PyPi (πŸ“₯ 3K / month Β· ⏱️ 08.07.2021):

     pip install augly
    
StreamAlert (πŸ₯‰19 Β· ⭐ 2.6K) - StreamAlert is a serverless, realtime data analysis framework.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 300 Β· πŸ“‹ 340 - 26% open Β· ⏱️ 10.02.2021):

     git clone https://github.com/airbnb/streamalert
    
River (πŸ₯‰19 Β· ⭐ 1.7K) - Online machine learning in Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 220 Β· πŸ“¦ 28 Β· πŸ“‹ 310 - 8% open Β· ⏱️ 29.06.2021):

     git clone https://github.com/online-ml/river
    
opyrator (πŸ₯‰18 Β· ⭐ 2.3K Β· 🐣) - Turns your machine learning code into microservices with web API,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 98 Β· πŸ“¦ 17 Β· πŸ“‹ 21 - 66% open Β· ⏱️ 06.05.2021):

     git clone https://github.com/ml-tooling/opyrator
    
  • PyPi (πŸ“₯ 460 / month Β· ⏱️ 04.05.2021):

     pip install opyrator
    
baikal (πŸ₯‰18 Β· ⭐ 580) - A graph-based functional API for building complex scikit-learn pipelines. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 29 Β· πŸ“¦ 3 Β· πŸ“‹ 20 - 30% open Β· ⏱️ 11.04.2021):

     git clone https://github.com/alegonz/baikal
    
  • PyPi (πŸ“₯ 330 / month Β· ⏱️ 15.11.2020):

     pip install baikal
    
  • Conda (πŸ“₯ 960K Β· ⏱️ 31.01.2021):

     conda install -c conda-forge cython-blis
    
avalanche (πŸ₯‰17 Β· ⭐ 540) - Avalanche: an End-to-End Library for Continual Learning. MIT
  • GitHub (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 73 Β· πŸ“‹ 370 - 16% open Β· ⏱️ 07.07.2021):

     git clone https://github.com/ContinualAI/avalanche
    
BioPandas (πŸ₯‰17 Β· ⭐ 360) - Working with molecular structures in pandas DataFrames. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 82 Β· πŸ“‹ 37 - 43% open Β· ⏱️ 07.04.2021):

     git clone https://github.com/rasbt/biopandas
    
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apricot (πŸ₯‰17 Β· ⭐ 320) - apricot implements submodular optimization for the purpose of selecting.. MIT
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traingenerator (πŸ₯‰11 Β· ⭐ 1K) - A web app to generate template code for machine learning. MIT
  • GitHub (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 140 Β· πŸ“‹ 12 - 75% open Β· ⏱️ 29.04.2021):

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