Best-of Machine Learning with Python
πΒ 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
- π₯π₯π₯Β Combined project-quality score
- βοΈΒ Star count from GitHub
- π£Β New project (less than 6 months old)
- π€Β Inactive project (6 months no activity)
- πΒ Dead project (12 months no activity)
- ππΒ Project is trending up or down
- βΒ Project was recently added
- βοΈΒ Warning (e.g. missing/risky license)
- π¨βπ»Β Contributors count from GitHub
- πΒ Fork count from GitHub
- πΒ Issue count from GitHub
- β±οΈΒ Last update timestamp on package manager
- π₯Β Download count from package manager
- π¦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
General-purpose machine learning and deep learning frameworks.
Tensorflow (π₯44 Β· β 160K) - An Open Source Machine Learning Framework for Everyone. Apache-2
-
GitHub (π¨βπ» 3.7K Β· π 85K Β· π¦ 150K Β· π 32K - 11% open Β· β±οΈ 15.07.2021):
git clone https://github.com/tensorflow/tensorflow
-
PyPi (π₯ 10M / month Β· π¦ 23K Β· β±οΈ 13.07.2021):
pip install tensorflow
-
Conda (π₯ 2.7M Β· β±οΈ 30.04.2021):
conda install -c conda-forge tensorflow
-
Docker Hub (π₯ 56M Β· β 1.9K Β· β±οΈ 15.07.2021):
docker pull tensorflow/tensorflow
PyTorch (π₯41 Β· β 49K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3
-
GitHub (π¨βπ» 2.8K Β· π 13K Β· π¦ 86K Β· π 24K - 38% open Β· β±οΈ 15.07.2021):
git clone https://github.com/pytorch/pytorch
-
PyPi (π₯ 4.4M / month Β· π¦ 6.7K Β· β±οΈ 15.06.2021):
pip install torch
-
Conda (π₯ 12M Β· β±οΈ 15.06.2021):
conda install -c pytorch pytorch
scikit-learn (π₯38 Β· β 46K) - scikit-learn: machine learning in Python. BSD-3
-
GitHub (π¨βπ» 2.3K Β· π 22K Β· π₯ 710 Β· π¦ 240K Β· π 9.4K - 25% open Β· β±οΈ 15.07.2021):
git clone https://github.com/scikit-learn/scikit-learn
-
PyPi (π₯ 27M / month Β· π¦ 38K Β· β±οΈ 28.04.2021):
pip install scikit-learn
-
Conda (π₯ 8.7M Β· β±οΈ 06.07.2021):
conda install -c conda-forge scikit-learn
PySpark (π₯38 Β· β 30K) - Apache Spark Python API. Apache-2
-
GitHub (π¨βπ» 2.5K Β· π 24K Β· π¦ 600 Β· β±οΈ 15.07.2021):
git clone https://github.com/apache/spark
-
PyPi (π₯ 12M / month Β· π¦ 760 Β· β±οΈ 27.05.2021):
pip install pyspark
-
Conda (π₯ 1.2M Β· β±οΈ 29.05.2021):
conda install -c conda-forge pyspark
XGBoost (π₯37 Β· β 21K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2
-
GitHub (π¨βπ» 520 Β· π 8K Β· π₯ 2.6K Β· π¦ 19K Β· π 4.1K - 7% open Β· β±οΈ 15.07.2021):
git clone https://github.com/dmlc/xgboost
-
PyPi (π₯ 6.1M / month Β· π¦ 1.6K Β· β±οΈ 13.05.2021):
pip install xgboost
-
Conda (π₯ 1.8M Β· β±οΈ 29.04.2021):
conda install -c conda-forge xgboost
LightGBM (π₯36 Β· β 13K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT
-
GitHub (π¨βπ» 240 Β· π 3.3K Β· π₯ 110K Β· π¦ 7.9K Β· π 2.3K - 5% open Β· β±οΈ 12.07.2021):
git clone https://github.com/microsoft/LightGBM
-
PyPi (π₯ 3.7M / month Β· π¦ 560 Β· β±οΈ 22.03.2021):
pip install lightgbm
-
Conda (π₯ 650K Β· β±οΈ 20.04.2021):
conda install -c conda-forge lightgbm
MXNet (π₯34 Β· β 20K) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning.. Apache-2
-
GitHub (π¨βπ» 960 Β· π 6.9K Β· π₯ 24K Β· π¦ 2.2K Β· π 9.6K - 20% open Β· β±οΈ 13.07.2021):
git clone https://github.com/apache/incubator-mxnet
-
PyPi (π₯ 210K / month Β· π¦ 440 Β· β±οΈ 31.03.2021):
pip install mxnet
-
Conda (π₯ 6.3K Β· β±οΈ 29.02.2020):
conda install -c anaconda mxnet
pytorch-lightning (π₯34 Β· β 15K) - The lightweight PyTorch wrapper for high-performance.. Apache-2
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GitHub (π¨βπ» 490 Β· π 1.7K Β· π₯ 3.8K Β· π¦ 3.7K Β· π 3.6K - 9% open Β· β±οΈ 14.07.2021):
git clone https://github.com/PyTorchLightning/pytorch-lightning
-
PyPi (π₯ 540K / month Β· π¦ 14 Β· β±οΈ 01.07.2021):
pip install pytorch-lightning
-
Conda (π₯ 190K Β· β±οΈ 01.07.2021):
conda install -c conda-forge pytorch-lightning
Theano (π₯34 Β· β 9.4K) - Theano was a Python library that allows you to define, optimize, and.. BSD-3
-
GitHub (π¨βπ» 380 Β· π 2.5K Β· π¦ 11K Β· π 2.8K - 24% open Β· β±οΈ 13.04.2021):
git clone https://github.com/Theano/Theano
-
PyPi (π₯ 240K / month Β· π¦ 5.5K Β· β±οΈ 27.07.2020):
pip install theano
-
Conda (π₯ 1.6M Β· β±οΈ 05.06.2021):
conda install -c conda-forge theano
PyFlink (π₯33 Β· β 17K) - Apache Flink Python API. Apache-2
-
GitHub (π¨βπ» 1.3K Β· π 9.1K Β· π¦ 310 Β· β±οΈ 15.07.2021):
git clone https://github.com/apache/flink
-
PyPi (π₯ 7.7K / month Β· β±οΈ 28.05.2021):
pip install apache-flink
StatsModels (π₯33 Β· β 6.4K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3
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GitHub (π¨βπ» 320 Β· π 2.3K Β· π₯ 25 Β· π¦ 46K Β· π 4.5K - 47% open Β· β±οΈ 15.07.2021):
git clone https://github.com/statsmodels/statsmodels
-
PyPi (π₯ 5.5M / month Β· π¦ 6.7K Β· β±οΈ 02.02.2021):
pip install statsmodels
-
Conda (π₯ 4.4M Β· β±οΈ 15.02.2021):
conda install -c conda-forge statsmodels
Fastai (π₯32 Β· β 21K) - The fastai deep learning library. Apache-2
-
GitHub (π¨βπ» 470 Β· π 7K Β· π 1.5K - 6% open Β· β±οΈ 14.07.2021):
git clone https://github.com/fastai/fastai
-
PyPi (π₯ 150K / month Β· π¦ 370 Β· β±οΈ 14.07.2021):
pip install fastai
Chainer (π₯32 Β· β 5.6K) - A flexible framework of neural networks for deep learning. MIT
-
GitHub (π¨βπ» 320 Β· π 1.4K Β· π¦ 2.3K Β· π 2K - 0% open Β· β±οΈ 10.06.2021):
git clone https://github.com/chainer/chainer
-
PyPi (π₯ 30K / month Β· π¦ 740 Β· β±οΈ 10.06.2021):
pip install chainer
Thinc (π₯32 Β· β 2.3K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT
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GitHub (π¨βπ» 39 Β· π 210 Β· π¦ 15K Β· π 110 - 15% open Β· β±οΈ 01.07.2021):
git clone https://github.com/explosion/thinc
-
PyPi (π₯ 2.5M / month Β· π¦ 1.1K Β· β±οΈ 01.07.2021):
pip install thinc
-
Conda (π₯ 1.5M Β· β±οΈ 04.07.2021):
conda install -c conda-forge thinc
PaddlePaddle (π₯31 Β· β 16K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2
-
GitHub (π¨βπ» 570 Β· π 3.9K Β· π₯ 15K Β· π¦ 56 Β· π 14K - 19% open Β· β±οΈ 15.07.2021):
git clone https://github.com/PaddlePaddle/Paddle
-
PyPi (π₯ 24K / month Β· π¦ 16 Β· β±οΈ 25.06.2021):
pip install paddlepaddle
jax (π₯31 Β· β 13K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
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GitHub (π¨βπ» 310 Β· π 1.2K Β· π¦ 2K Β· π 2.5K - 31% open Β· β±οΈ 15.07.2021):
git clone https://github.com/google/jax
-
PyPi (π₯ 630K / month Β· π¦ 46 Β· β±οΈ 09.07.2021):
pip install jax
-
Conda (π₯ 160K Β· β±οΈ 18.05.2021):
conda install -c conda-forge jaxlib
Keras (π₯30 Β· β 52K) - Deep Learning for humans. MIT
-
GitHub (π¨βπ» 940 Β· π 19K Β· π 11K - 4% open Β· β±οΈ 15.07.2021):
git clone https://github.com/keras-team/keras
-
PyPi (π₯ 3.4M / month Β· β±οΈ 08.07.2021):
pip install keras
-
Conda (π₯ 1.7M Β· β±οΈ 19.04.2021):
conda install -c conda-forge keras
Sonnet (π₯30 Β· β 8.9K) - TensorFlow-based neural network library. Apache-2
-
GitHub (π¨βπ» 52 Β· π 1.3K Β· π¦ 620 Β· π 160 - 11% open Β· β±οΈ 18.06.2021):
git clone https://github.com/deepmind/sonnet
-
PyPi (π₯ 530K / month Β· π¦ 82 Β· β±οΈ 27.03.2020):
pip install dm-sonnet
-
Conda (π₯ 10K Β· β±οΈ 14.11.2020):
conda install -c conda-forge sonnet
Vowpal Wabbit (π₯30 Β· β 7.6K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3
-
GitHub (π¨βπ» 300 Β· π 1.7K Β· π¦ 150 Β· π 1.1K - 14% open Β· β±οΈ 15.07.2021):
git clone https://github.com/VowpalWabbit/vowpal_wabbit
-
PyPi (π₯ 23K / month Β· π¦ 16 Β· β±οΈ 14.07.2021):
pip install vowpalwabbit
Catboost (π₯30 Β· β 6K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2
-
GitHub (π¨βπ» 830 Β· π 900 Β· π₯ 60K Β· π 1.5K - 20% open Β· β±οΈ 15.07.2021):
git clone https://github.com/catboost/catboost
-
PyPi (π₯ 2M / month Β· π¦ 160 Β· β±οΈ 03.06.2021):
pip install catboost
-
Conda (π₯ 750K Β· β±οΈ 04.06.2021):
conda install -c conda-forge catboost
Ignite (π₯30 Β· β 3.6K) - High-level library to help with training and evaluating neural.. BSD-3
-
GitHub (π¨βπ» 140 Β· π 460 Β· π¦ 980 Β· π 880 - 14% open Β· β±οΈ 15.07.2021):
git clone https://github.com/pytorch/ignite
-
PyPi (π₯ 61K / month Β· π¦ 62 Β· β±οΈ 15.07.2021):
pip install pytorch-ignite
-
Conda (π₯ 63K Β· β±οΈ 24.06.2021):
conda install -c pytorch ignite
TFlearn (π₯29 Β· β 9.6K Β· π€) - Deep learning library featuring a higher-level API for TensorFlow. MIT
-
GitHub (π¨βπ» 130 Β· π 2.4K Β· π¦ 3.4K Β· π 920 - 60% open Β· β±οΈ 30.11.2020):
git clone https://github.com/tflearn/tflearn
-
PyPi (π₯ 27K / month Β· π¦ 960 Β· β±οΈ 11.11.2020):
pip install tflearn
tensorpack (π₯29 Β· β 6K) - A Neural Net Training Interface on TensorFlow, with focus on.. Apache-2
-
GitHub (π¨βπ» 56 Β· π 1.8K Β· π₯ 120 Β· π¦ 820 Β· π 1.3K - 0% open Β· β±οΈ 16.06.2021):
git clone https://github.com/tensorpack/tensorpack
-
PyPi (π₯ 19K / month Β· π¦ 76 Β· β±οΈ 22.01.2021):
pip install tensorpack
Jina (π₯28 Β· β 7.6K) - Cloud-native neural search framework for kind of data. Apache-2
-
GitHub (π¨βπ» 110 Β· π 1K Β· π¦ 110 Β· π 900 - 6% open Β· β±οΈ 15.07.2021):
git clone https://github.com/jina-ai/jina
-
PyPi (π₯ 30K / month Β· β±οΈ 15.07.2021):
pip install jina
-
Docker Hub (π₯ 740K Β· β 4 Β· β±οΈ 15.07.2021):
docker pull jinaai/jina
dyNET (π₯28 Β· β 3.2K) - DyNet: The Dynamic Neural Network Toolkit. Apache-2
-
GitHub (π¨βπ» 160 Β· π 700 Β· π₯ 3.3K Β· π¦ 180 Β· π 920 - 28% open Β· β±οΈ 27.01.2021):
git clone https://github.com/clab/dynet
-
PyPi (π₯ 18K / month Β· π¦ 38 Β· β±οΈ 21.10.2020):
pip install dyNET
skorch (π₯27 Β· β 4K) - A scikit-learn compatible neural network library that wraps.. BSD-3
-
GitHub (π¨βπ» 42 Β· π 280 Β· π¦ 350 Β· π 390 - 10% open Β· β±οΈ 11.07.2021):
git clone https://github.com/skorch-dev/skorch
-
PyPi (π₯ 14K / month Β· π¦ 26 Β· β±οΈ 23.03.2021):
pip install skorch
-
Conda (π₯ 300K Β· β±οΈ 24.03.2021):
conda install -c conda-forge skorch
Flax (π₯27 Β· β 1.9K Β· π) - Flax is a neural network library for JAX that is designed for.. Apache-2 jax
-
GitHub (π¨βπ» 99 Β· π 230 Β· π₯ 25 Β· π¦ 280 Β· π 380 - 41% open Β· β±οΈ 15.07.2021):
git clone https://github.com/google/flax
-
PyPi (π₯ 490K / month Β· π¦ 6 Β· β±οΈ 18.05.2021):
pip install flax
Turi Create (π₯26 Β· β 10K) - Turi Create simplifies the development of custom machine learning.. BSD-3
-
GitHub (π¨βπ» 82 Β· π 1.1K Β· π₯ 4.7K Β· π¦ 250 Β· π 1.8K - 27% open Β· β±οΈ 14.06.2021):
git clone https://github.com/apple/turicreate
-
PyPi (π₯ 28K / month Β· π¦ 34 Β· β±οΈ 30.09.2020):
pip install turicreate
ktrain (π₯26 Β· β 860) - ktrain is a Python library that makes deep learning and AI more.. Apache-2
-
GitHub (π¨βπ» 12 Β· π 210 Β· π¦ 190 Β· π 350 - 1% open Β· β±οΈ 23.06.2021):
git clone https://github.com/amaiya/ktrain
-
PyPi (π₯ 24K / month Β· π¦ 2 Β· β±οΈ 23.06.2021):
pip install ktrain
Ludwig (π₯25 Β· β 7.8K) - Ludwig is a toolbox that allows to train and evaluate deep.. Apache-2
-
GitHub (π¨βπ» 94 Β· π 920 Β· π¦ 92 Β· π 560 - 21% open Β· β±οΈ 14.07.2021):
git clone https://github.com/ludwig-ai/ludwig
-
PyPi (π₯ 2.6K / month Β· π¦ 12 Β· β±οΈ 15.06.2021):
pip install ludwig
mlpack (π₯25 Β· β 3.7K) - mlpack: a scalable C++ machine learning library --. BSD-3
-
GitHub (π¨βπ» 270 Β· π 1.3K Β· π 1.4K - 10% open Β· β±οΈ 12.07.2021):
git clone https://github.com/mlpack/mlpack
-
PyPi (π₯ 980 / month Β· β±οΈ 28.10.2020):
pip install mlpack
-
Conda (π₯ 82K Β· β±οΈ 07.07.2021):
conda install -c conda-forge mlpack
Neural Network Libraries (π₯25 Β· β 2.5K) - Neural Network Libraries. Apache-2
-
GitHub (π¨βπ» 59 Β· π 300 Β· π₯ 530 Β· π 64 - 45% open Β· β±οΈ 12.07.2021):
git clone https://github.com/sony/nnabla
-
PyPi (π₯ 4.4K / month Β· π¦ 34 Β· β±οΈ 26.06.2021):
pip install nnabla
tensorflow-upstream (π₯25 Β· β 560) - TensorFlow ROCm port. Apache-2
-
GitHub (π¨βπ» 3.7K Β· π 64 Β· π₯ 17 Β· π 300 - 18% open Β· β±οΈ 14.07.2021):
git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
-
PyPi (π₯ 1.6K / month Β· β±οΈ 21.05.2021):
pip install tensorflow-rocm
einops (π₯24 Β· β 3.3K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT
-
GitHub (π¨βπ» 12 Β· π 120 Β· π¦ 780 Β· π 74 - 35% open Β· β±οΈ 04.06.2021):
git clone https://github.com/arogozhnikov/einops
-
PyPi (π₯ 200K / month Β· π¦ 10 Β· β±οΈ 08.09.2020):
pip install einops
-
Conda (π₯ 5.7K Β· β±οΈ 15.10.2020):
conda install -c conda-forge einops
fklearn (π₯23 Β· β 1.3K) - fklearn: Functional Machine Learning. Apache-2
-
GitHub (π¨βπ» 37 Β· π 150 Β· π¦ 10 Β· π 39 - 48% open Β· β±οΈ 28.04.2021):
git clone https://github.com/nubank/fklearn
-
PyPi (π₯ 9.2K / month Β· β±οΈ 09.02.2021):
pip install fklearn
SHOGUN (π₯22 Β· β 2.8K Β· π€) - Unified and efficient Machine Learning. BSD-3
-
GitHub (π¨βπ» 250 Β· π 1K Β· π 1.5K - 29% open Β· β±οΈ 08.12.2020):
git clone https://github.com/shogun-toolbox/shogun
-
Conda (π₯ 100K Β· β±οΈ 25.06.2018):
conda install -c conda-forge shogun
-
Docker Hub (π₯ 1.5K Β· β 1 Β· β±οΈ 31.01.2019):
docker pull shogun/shogun
mace (π₯21 Β· β 4.4K) - MACE is a deep learning inference framework optimized for mobile.. Apache-2
Objax (π₯20 Β· β 620) - Objax is a machine learning framework that provides an Object.. Apache-2 jax
-
GitHub (π¨βπ» 20 Β· π 50 Β· π¦ 13 Β· π 94 - 42% open Β· β±οΈ 21.04.2021):
git clone https://github.com/google/objax
-
PyPi (π₯ 760 / month Β· β±οΈ 01.04.2021):
pip install objax
Neural Tangents (π₯19 Β· β 1.5K) - Fast and Easy Infinite Neural Networks in Python. Apache-2
-
GitHub (π¨βπ» 19 Β· π 160 Β· π₯ 130 Β· π¦ 20 Β· π 88 - 31% open Β· β±οΈ 29.06.2021):
git clone https://github.com/google/neural-tangents
-
PyPi (π₯ 410 / month Β· β±οΈ 25.01.2021):
pip install neural-tangents
ThunderSVM (π₯19 Β· β 1.3K) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2
-
GitHub (π¨βπ» 33 Β· π 170 Β· π₯ 2.2K Β· π 200 - 25% open Β· β±οΈ 10.02.2021):
git clone https://github.com/Xtra-Computing/thundersvm
-
PyPi (π₯ 640 / month Β· β±οΈ 13.03.2020):
pip install thundersvm
Haiku (π₯19 Β· β 1.2K) - JAX-based neural network library. Apache-2
Torchbearer (π₯19 Β· β 600) - torchbearer: A model fitting library for PyTorch. MIT
-
GitHub (π¨βπ» 13 Β· π 66 Β· π¦ 51 Β· π 240 - 3% open Β· β±οΈ 26.03.2021):
git clone https://github.com/pytorchbearer/torchbearer
-
PyPi (π₯ 990 / month Β· π¦ 6 Β· β±οΈ 31.01.2020):
pip install torchbearer
NeoML (π₯16 Β· β 630) - Machine learning framework for both deep learning and traditional.. Apache-2
ThunderGBM (π₯15 Β· β 600) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2
-
GitHub (π¨βπ» 10 Β· π 78 Β· π 50 - 44% open Β· β±οΈ 05.01.2021):
git clone https://github.com/Xtra-Computing/thundergbm
-
PyPi (π₯ 110 / month Β· β±οΈ 01.05.2020):
pip install thundergbm
Show 11 hidden projects...
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dlib (π₯32 Β· β 10K) - A toolkit for making real world machine learning and data analysis..
βοΈBSL-1.0
-
CNTK (π₯26 Β· β 17K Β· π) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit.
MIT
-
NuPIC (π₯24 Β· β 6.3K Β· π) - Numenta Platform for Intelligent Computing is an implementation..
βοΈAGPL-3.0
-
Lasagne (π₯24 Β· β 3.8K Β· π) - Lightweight library to build and train neural networks in Theano.
MIT
-
xLearn (π₯24 Β· β 2.9K Β· π) - High performance, easy-to-use, and scalable machine learning (ML)..
Apache-2
-
neon (π₯23 Β· β 3.9K Β· π) - Intel Nervana reference deep learning framework committed to best..
Apache-2
-
NeuPy (π₯23 Β· β 690 Β· π) - NeuPy is a Tensorflow based python library for prototyping and building..
MIT
-
MindsDB (π₯20 Β· β 3.8K) - Predictive AI layer for existing databases.
βοΈGPL-3.0
-
chefboost (π₯20 Β· β 260) - A Lightweight Decision Tree Framework supporting regular algorithms:..
MIT
-
elegy (π₯17 Β· β 230) - Elegy is a framework-agnostic Trainer interface for the Jax..
Apache-2 jax
-
StarSpace (π₯13 Β· β 3.6K Β· π) - Learning embeddings for classification, retrieval and ranking.
MIT
Data Visualization
General-purpose and task-specific data visualization libraries.
Matplotlib (π₯42 Β· β 14K) - matplotlib: plotting with Python. Python-2.0
-
GitHub (π¨βπ» 1.3K Β· π 5.8K Β· π¦ 400K Β· π 8K - 20% open Β· β±οΈ 14.07.2021):
git clone https://github.com/matplotlib/matplotlib
-
PyPi (π₯ 27M / month Β· π¦ 79K Β· β±οΈ 08.05.2021):
pip install matplotlib
-
Conda (π₯ 9.3M Β· β±οΈ 10.05.2021):
conda install -c conda-forge matplotlib
Seaborn (π₯37 Β· β 8.6K) - Statistical data visualization in Python. BSD-3
-
GitHub (π¨βπ» 150 Β· π 1.4K Β· π₯ 180 Β· π¦ 110K Β· π 1.9K - 4% open Β· β±οΈ 18.06.2021):
git clone https://github.com/mwaskom/seaborn
-
PyPi (π₯ 9.5M / month Β· π¦ 13K Β· β±οΈ 20.12.2020):
pip install seaborn
-
Conda (π₯ 2.5M Β· β±οΈ 28.01.2021):
conda install -c conda-forge seaborn
Plotly (π₯36 Β· β 9.8K) - The interactive graphing library for Python (includes Plotly Express). MIT
-
GitHub (π¨βπ» 180 Β· π 1.8K Β· π¦ 5 Β· π 2K - 45% open Β· β±οΈ 28.06.2021):
git clone https://github.com/plotly/plotly.py
-
PyPi (π₯ 5.7M / month Β· π¦ 5K Β· β±οΈ 28.06.2021):
pip install plotly
-
Conda (π₯ 1.6M Β· β±οΈ 28.06.2021):
conda install -c conda-forge plotly
-
NPM (π₯ 45K / month Β· π¦ 4 Β· β±οΈ 12.01.2021):
npm install plotlywidget
Bokeh (π₯33 Β· β 15K) - Interactive Data Visualization in the browser, from Python. BSD-3
-
GitHub (π¨βπ» 560 Β· π 3.7K Β· π¦ 36K Β· π 6.6K - 10% open Β· β±οΈ 14.07.2021):
git clone https://github.com/bokeh/bokeh
-
PyPi (π₯ 1.9M / month Β· π¦ 5.9K Β· β±οΈ 07.07.2021):
pip install bokeh
-
Conda (π₯ 4.9M Β· β±οΈ 08.07.2021):
conda install -c conda-forge bokeh
dash (π₯33 Β· β 15K) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript Required. MIT
-
GitHub (π¨βπ» 79 Β· π 1.5K Β· π¦ 140 Β· π 1K - 43% open Β· β±οΈ 13.07.2021):
git clone https://github.com/plotly/dash
-
PyPi (π₯ 560K / month Β· π¦ 1.6K Β· β±οΈ 13.07.2021):
pip install dash
-
Conda (π₯ 270K Β· β±οΈ 10.04.2021):
conda install -c conda-forge dash
pandas-profiling (π₯32 Β· β 7.6K) - Create HTML profiling reports from pandas DataFrame.. MIT
-
GitHub (π¨βπ» 79 Β· π 1.1K Β· π¦ 4.6K Β· π 470 - 15% open Β· β±οΈ 27.06.2021):
git clone https://github.com/pandas-profiling/pandas-profiling
-
PyPi (π₯ 480K / month Β· π¦ 160 Β· β±οΈ 11.05.2021):
pip install pandas-profiling
-
Conda (π₯ 140K Β· β±οΈ 12.05.2021):
conda install -c conda-forge pandas-profiling
wordcloud (π₯31 Β· β 8.2K) - A little word cloud generator in Python. MIT
-
GitHub (π¨βπ» 61 Β· π 2.1K Β· π¦ 12K Β· π 450 - 22% open Β· β±οΈ 01.03.2021):
git clone https://github.com/amueller/word_cloud
-
PyPi (π₯ 480K / month Β· π¦ 1.1K Β· β±οΈ 11.11.2020):
pip install wordcloud
-
Conda (π₯ 230K Β· β±οΈ 14.01.2021):
conda install -c conda-forge wordcloud
Altair (π₯31 Β· β 6.8K) - Declarative statistical visualization library for Python. BSD-3
-
GitHub (π¨βπ» 130 Β· π 610 Β· π¦ 13K Β· π 1.6K - 15% open Β· β±οΈ 04.04.2021):
git clone https://github.com/altair-viz/altair
-
PyPi (π₯ 1.8M / month Β· π¦ 370 Β· β±οΈ 01.04.2020):
pip install altair
-
Conda (π₯ 800K Β· β±οΈ 01.04.2020):
conda install -c conda-forge altair
UMAP (π₯31 Β· β 4.8K) - Uniform Manifold Approximation and Projection. BSD-3
-
GitHub (π¨βπ» 87 Β· π 540 Β· π¦ 3.3K Β· π 520 - 49% open Β· β±οΈ 02.07.2021):
git clone https://github.com/lmcinnes/umap
-
PyPi (π₯ 550K / month Β· π¦ 230 Β· β±οΈ 08.02.2021):
pip install umap-learn
pyecharts (π₯30 Β· β 11K) - Python Echarts Plotting Library. MIT
-
GitHub (π¨βπ» 30 Β· π 2.5K Β· π¦ 1.7K Β· π 1.5K - 1% open Β· β±οΈ 07.05.2021):
git clone https://github.com/pyecharts/pyecharts
-
PyPi (π₯ 56K / month Β· π¦ 280 Β· β±οΈ 29.10.2020):
pip install pyecharts
PyQtGraph (π₯30 Β· β 2.5K) - Fast data visualization and GUI tools for scientific / engineering.. MIT
-
GitHub (π¨βπ» 200 Β· π 830 Β· π 880 - 31% open Β· β±οΈ 12.07.2021):
git clone https://github.com/pyqtgraph/pyqtgraph
-
PyPi (π₯ 79K / month Β· π¦ 890 Β· β±οΈ 08.07.2021):
pip install pyqtgraph
-
Conda (π₯ 190K Β· β±οΈ 08.07.2021):
conda install -c conda-forge pyqtgraph
missingno (π₯29 Β· β 2.8K) - Missing data visualization module for Python. MIT
-
GitHub (π¨βπ» 17 Β· π 370 Β· π¦ 4.3K Β· π 110 - 8% open Β· β±οΈ 04.07.2021):
git clone https://github.com/ResidentMario/missingno
-
PyPi (π₯ 420K / month Β· π¦ 150 Β· β±οΈ 04.07.2021):
pip install missingno
-
Conda (π₯ 110K Β· β±οΈ 15.02.2020):
conda install -c conda-forge missingno
HoloViews (π₯29 Β· β 1.9K) - With Holoviews, your data visualizes itself. BSD-3
-
GitHub (π¨βπ» 110 Β· π 320 Β· π 2.6K - 28% open Β· β±οΈ 13.07.2021):
git clone https://github.com/holoviz/holoviews
-
PyPi (π₯ 130K / month Β· π¦ 170 Β· β±οΈ 22.05.2021):
pip install holoviews
-
Conda (π₯ 530K Β· β±οΈ 23.05.2021):
conda install -c conda-forge holoviews
-
NPM (π₯ 5K / month Β· β±οΈ 24.05.2020):
npm install @pyviz/jupyterlab_pyviz
Graphviz (π₯29 Β· β 1K) - Simple Python interface for Graphviz. MIT
-
GitHub (π¨βπ» 15 Β· π 150 Β· π¦ 22K Β· π 110 - 7% open Β· β±οΈ 14.07.2021):
git clone https://github.com/xflr6/graphviz
-
PyPi (π₯ 5.5M / month Β· π¦ 4.4K Β· β±οΈ 14.07.2021):
pip install graphviz
bqplot (π₯28 Β· β 3.1K) - Plotting library for IPython/Jupyter notebooks. Apache-2
-
GitHub (π¨βπ» 53 Β· π 410 Β· π¦ 26 Β· π 540 - 35% open Β· β±οΈ 15.07.2021):
git clone https://github.com/bqplot/bqplot
-
PyPi (π₯ 64K / month Β· π¦ 110 Β· β±οΈ 08.06.2021):
pip install bqplot
-
Conda (π₯ 680K Β· β±οΈ 08.06.2021):
conda install -c conda-forge bqplot
-
NPM (π₯ 12K / month Β· π¦ 10 Β· β±οΈ 08.06.2021):
npm install bqplot
datashader (π₯28 Β· β 2.5K) - Quickly and accurately render even the largest data. BSD-3
-
GitHub (π¨βπ» 43 Β· π 330 Β· π¦ 750 Β· π 470 - 25% open Β· β±οΈ 05.06.2021):
git clone https://github.com/holoviz/datashader
-
PyPi (π₯ 40K / month Β· π¦ 70 Β· β±οΈ 09.06.2021):
pip install datashader
-
Conda (π₯ 200K Β· β±οΈ 10.06.2021):
conda install -c conda-forge datashader
Cufflinks (π₯28 Β· β 2.2K) - Productivity Tools for Plotly + Pandas. MIT
-
GitHub (π¨βπ» 38 Β· π 540 Β· π¦ 3.8K Β· π 200 - 39% open Β· β±οΈ 25.02.2021):
git clone https://github.com/santosjorge/cufflinks
-
PyPi (π₯ 150K / month Β· π¦ 230 Β· β±οΈ 01.03.2020):
pip install cufflinks
data-validation (π₯28 Β· β 560) - Library for exploring and validating machine learning.. Apache-2
-
GitHub (π¨βπ» 21 Β· π 100 Β· π₯ 260 Β· π¦ 310 Β· π 130 - 28% open Β· β±οΈ 30.06.2021):
git clone https://github.com/tensorflow/data-validation
-
PyPi (π₯ 5.7M / month Β· π¦ 18 Β· β±οΈ 22.06.2021):
pip install tensorflow-data-validation
Perspective (π₯27 Β· β 3.4K) - Streaming pivot visualization via WebAssembly. Apache-2
-
GitHub (π¨βπ» 64 Β· π 380 Β· π¦ 200 Β· π 420 - 15% open Β· β±οΈ 15.07.2021):
git clone https://github.com/finos/perspective
-
PyPi (π₯ 2.4K / month Β· π¦ 8 Β· β±οΈ 08.07.2021):
pip install perspective-python
-
NPM (π₯ 2K / month Β· β±οΈ 08.07.2021):
npm install @finos/perspective-jupyterlab
PyVista (π₯27 Β· β 860) - 3D plotting and mesh analysis through a streamlined interface for the.. MIT
-
GitHub (π¨βπ» 58 Β· π 170 Β· π₯ 140 Β· π¦ 390 Β· π 530 - 27% open Β· β±οΈ 15.07.2021):
git clone https://github.com/pyvista/pyvista
-
PyPi (π₯ 27K / month Β· π¦ 26 Β· β±οΈ 23.06.2021):
pip install pyvista
-
Conda (π₯ 97K Β· β±οΈ 24.06.2021):
conda install -c conda-forge pyvista
Facets Overview (π₯26 Β· β 6.6K) - Visualizations for machine learning datasets. Apache-2
-
GitHub (π¨βπ» 28 Β· π 830 Β· π¦ 58 Β· π 150 - 50% open Β· β±οΈ 06.05.2021):
git clone https://github.com/pair-code/facets
-
PyPi (π₯ 67K / month Β· π¦ 6 Β· β±οΈ 24.07.2019):
pip install facets-overview
VisPy (π₯26 Β· β 2.7K) - High-performance interactive 2D/3D data visualization library. BSD-3
-
GitHub (π¨βπ» 160 Β· π 560 Β· π¦ 540 Β· π 1.2K - 27% open Β· β±οΈ 13.07.2021):
git clone https://github.com/vispy/vispy
-
PyPi (π₯ 31K / month Β· π¦ 120 Β· β±οΈ 13.07.2021):
pip install vispy
-
Conda (π₯ 160K Β· β±οΈ 13.07.2021):
conda install -c conda-forge vispy
-
NPM (π₯ 53 / month Β· β±οΈ 15.03.2020):
npm install vispy
HyperTools (π₯26 Β· β 1.7K) - A Python toolbox for gaining geometric insights into high-dimensional.. MIT
-
GitHub (π¨βπ» 21 Β· π 150 Β· π₯ 2 Β· π¦ 130 Β· π 190 - 35% open Β· β±οΈ 15.06.2021):
git clone https://github.com/ContextLab/hypertools
-
PyPi (π₯ 6.1K / month Β· π¦ 9 Β· β±οΈ 15.06.2021):
pip install hypertools
D-Tale (π₯25 Β· β 2.5K) - Visualizer for pandas data structures. βοΈLGPL-2.1
-
GitHub (π¨βπ» 16 Β· π 200 Β· π¦ 200 Β· π 380 - 7% open Β· β±οΈ 13.07.2021):
git clone https://github.com/man-group/dtale
-
PyPi (π₯ 11K / month Β· β±οΈ 10.07.2021):
pip install dtale
-
Conda (π₯ 68K Β· β±οΈ 10.07.2021):
conda install -c conda-forge dtale
pythreejs (π₯25 Β· β 740) - A Jupyter - Three.js bridge. BSD-3
-
GitHub (π¨βπ» 27 Β· π 160 Β· π¦ 17 Β· π 200 - 30% open Β· β±οΈ 26.02.2021):
git clone https://github.com/jupyter-widgets/pythreejs
-
PyPi (π₯ 36K / month Β· π¦ 26 Β· β±οΈ 26.02.2021):
pip install pythreejs
-
Conda (π₯ 320K Β· β±οΈ 02.03.2021):
conda install -c conda-forge pythreejs
-
NPM (π₯ 7K / month Β· π¦ 8 Β· β±οΈ 26.02.2021):
npm install jupyter-threejs
PDPbox (π₯25 Β· β 580) - python partial dependence plot toolbox. MIT
-
GitHub (π¨βπ» 7 Β· π 89 Β· π¦ 400 Β· π 57 - 33% open Β· β±οΈ 14.03.2021):
git clone https://github.com/SauceCat/PDPbox
-
PyPi (π₯ 66K / month Β· π¦ 34 Β· β±οΈ 14.03.2021):
pip install pdpbox
-
Conda (π₯ 8.2K Β· β±οΈ 14.03.2021):
conda install -c conda-forge pdpbox
hvPlot (π₯25 Β· β 410) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3
-
GitHub (π¨βπ» 29 Β· π 56 Β· π¦ 660 Β· π 370 - 32% open Β· β±οΈ 12.07.2021):
git clone https://github.com/holoviz/hvplot
-
PyPi (π₯ 35K / month Β· π¦ 30 Β· β±οΈ 12.07.2021):
pip install hvplot
-
Conda (π₯ 100K Β· β±οΈ 23.05.2021):
conda install -c conda-forge hvplot
openTSNE (π₯24 Β· β 860) - Extensible, parallel implementations of t-SNE. BSD-3
-
GitHub (π¨βπ» 10 Β· π 88 Β· π¦ 230 Β· π 94 - 8% open Β· β±οΈ 06.06.2021):
git clone https://github.com/pavlin-policar/openTSNE
-
PyPi (π₯ 31K / month Β· π¦ 4 Β· β±οΈ 25.04.2021):
pip install opentsne
-
Conda (π₯ 110K Β· β±οΈ 28.05.2021):
conda install -c conda-forge opentsne
python-ternary (π₯24 Β· β 440) - Ternary plotting library for python with matplotlib. MIT
-
GitHub (π¨βπ» 26 Β· π 110 Β· π₯ 17 Β· π¦ 66 Β· π 110 - 21% open Β· β±οΈ 13.06.2021):
git clone https://github.com/marcharper/python-ternary
-
PyPi (π₯ 7.4K / month Β· π¦ 20 Β· β±οΈ 17.02.2021):
pip install python-ternary
-
Conda (π₯ 56K Β· β±οΈ 17.02.2021):
conda install -c conda-forge python-ternary
Chartify (π₯23 Β· β 2.9K) - Python library that makes it easy for data scientists to create.. Apache-2
-
GitHub (π¨βπ» 21 Β· π 260 Β· π¦ 55 Β· π 70 - 57% open Β· β±οΈ 05.02.2021):
git clone https://github.com/spotify/chartify
-
PyPi (π₯ 1.6K / month Β· π¦ 5 Β· β±οΈ 02.11.2020):
pip install chartify
-
Conda (π₯ 15K Β· β±οΈ 07.11.2020):
conda install -c conda-forge chartify
PandasGUI (π₯23 Β· β 2.3K) - A GUI for Pandas DataFrames. MIT
-
GitHub (π¨βπ» 8 Β· π 130 Β· π¦ 83 Β· π 120 - 17% open Β· β±οΈ 10.07.2021):
git clone https://github.com/adamerose/pandasgui
-
PyPi (π₯ 6.1K / month Β· π¦ 2 Β· β±οΈ 26.06.2021):
pip install pandasgui
Multicore-TSNE (π₯23 Β· β 1.6K Β· π€) - Parallel t-SNE implementation with Python and Torch.. BSD-3
-
GitHub (π¨βπ» 15 Β· π 200 Β· π¦ 240 Β· π 57 - 64% open Β· β±οΈ 19.08.2020):
git clone https://github.com/DmitryUlyanov/Multicore-TSNE
-
PyPi (π₯ 5.2K / month Β· π¦ 28 Β· β±οΈ 09.01.2019):
pip install MulticoreTSNE
-
Conda (π₯ 8.8K Β· β±οΈ 23.04.2021):
conda install -c conda-forge multicore-tsne
Pandas-Bokeh (π₯23 Β· β 700) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT
-
GitHub (π¨βπ» 12 Β· π 84 Β· π¦ 200 Β· π 84 - 26% open Β· β±οΈ 10.05.2021):
git clone https://github.com/PatrikHlobil/Pandas-Bokeh
-
PyPi (π₯ 7.1K / month Β· π¦ 10 Β· β±οΈ 11.04.2021):
pip install pandas-bokeh
vega (π₯23 Β· β 310) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3
-
GitHub (π¨βπ» 10 Β· π 45 Β· π 90 - 11% open Β· β±οΈ 02.07.2021):
git clone https://github.com/vega/ipyvega
-
PyPi (π₯ 26K / month Β· π¦ 150 Β· β±οΈ 03.06.2021):
pip install vega
-
Conda (π₯ 440K Β· β±οΈ 03.06.2021):
conda install -c conda-forge vega
lets-plot (π₯22 Β· β 640) - An open-source plotting library for statistical data. MIT
-
GitHub (π¨βπ» 15 Β· π 22 Β· π₯ 84 Β· π¦ 11 Β· π 180 - 39% open Β· β±οΈ 14.07.2021):
git clone https://github.com/JetBrains/lets-plot
-
PyPi (π₯ 5.3K / month Β· β±οΈ 09.06.2021):
pip install lets-plot
Sweetviz (π₯21 Β· β 1.7K) - Visualize and compare datasets, target values and associations, with one.. MIT
-
GitHub (π¨βπ» 6 Β· π 170 Β· π 84 - 27% open Β· β±οΈ 08.07.2021):
git clone https://github.com/fbdesignpro/sweetviz
-
PyPi (π₯ 27K / month Β· β±οΈ 08.07.2021):
pip install sweetviz
FiftyOne (π₯21 Β· β 460) - Visualize, create, and debug image and video datasets.. Apache-2
-
GitHub (π¨βπ» 14 Β· π 42 Β· π¦ 8 Β· π 450 - 32% open Β· β±οΈ 15.07.2021):
git clone https://github.com/voxel51/fiftyone
-
PyPi (π₯ 6.4K / month Β· β±οΈ 29.06.2021):
pip install fiftyone
AutoViz (π₯21 Β· β 390) - Automatically Visualize any dataset, any size with a single line of.. Apache-2
-
GitHub (π¨βπ» 10 Β· π 72 Β· π¦ 69 Β· π 28 - 10% open Β· β±οΈ 01.07.2021):
git clone https://github.com/AutoViML/AutoViz
-
PyPi (π₯ 3.7K / month Β· β±οΈ 01.07.2021):
pip install autoviz
joypy (π₯21 Β· β 340) - Joyplots in Python with matplotlib & pandas. MIT
-
GitHub (π¨βπ» 5 Β· π 36 Β· π¦ 87 Β· π 42 - 14% open Β· β±οΈ 13.06.2021):
git clone https://github.com/leotac/joypy
-
PyPi (π₯ 24K / month Β· π¦ 6 Β· β±οΈ 28.12.2020):
pip install joypy
-
Conda (π₯ 10K Β· β±οΈ 28.12.2020):
conda install -c conda-forge joypy
HiPlot (π₯20 Β· β 2.1K) - HiPlot makes understanding high dimensional data easy. MIT
-
GitHub (π¨βπ» 6 Β· π 98 Β· π¦ 2 Β· π 67 - 14% open Β· β±οΈ 12.07.2021):
git clone https://github.com/facebookresearch/hiplot
-
PyPi (π₯ 8.2K / month Β· β±οΈ 12.07.2021):
pip install hiplot
-
Conda (π₯ 58K Β· β±οΈ 12.07.2021):
conda install -c conda-forge hiplot
PyWaffle (π₯20 Β· β 440 Β· π€) - Make Waffle Charts in Python. MIT
-
GitHub (π¨βπ» 6 Β· π 70 Β· π¦ 77 Β· π 12 - 16% open Β· β±οΈ 26.07.2020):
git clone https://github.com/gyli/PyWaffle
-
PyPi (π₯ 1.9K / month Β· β±οΈ 26.07.2020):
pip install pywaffle
animatplot (π₯18 Β· β 380 Β· π€) - A python package for animating plots build on matplotlib. MIT
-
GitHub (π¨βπ» 7 Β· π 33 Β· π¦ 22 Β· π 33 - 51% open Β· β±οΈ 05.10.2020):
git clone https://github.com/t-makaro/animatplot
-
PyPi (π₯ 410 / month Β· π¦ 2 Β· β±οΈ 05.10.2020):
pip install animatplot
-
Conda (π₯ 6.1K Β· β±οΈ 06.10.2020):
conda install -c conda-forge animatplot
Show 8 hidden projects...
-
plotnine (π₯28 Β· β 2.7K) - A grammar of graphics for Python.
βοΈGPL-2.0
-
cartopy (π₯27 Β· β 890) - Cartopy - a cartographic python library with matplotlib support.
βοΈLGPL-3.0
-
pivottablejs (π₯21 Β· β 440 Β· π) - Dragndrop Pivot Tables and Charts for Jupyter/IPython..
MIT
-
ivis (π₯20 Β· β 240) - Dimensionality reduction in very large datasets using Siamese..
Apache-2
-
pdvega (π₯16 Β· β 340 Β· π) - Interactive plotting for Pandas using Vega-Lite.
MIT
-
nx-altair (π₯16 Β· β 170 Β· π) - Draw interactive NetworkX graphs with Altair.
MIT
-
data-describe (π₯15 Β· β 280) - datadescribe: Pythonic EDA Accelerator for Data Science.
Apache-2
-
nptsne (π₯14 Β· β 25) - nptsne is a numpy compatible python binary package that offers a number..
Apache-2
Text Data & NLP
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 (π₯37 Β· β 21K) - Industrial-strength Natural Language Processing (NLP) in Python. MIT
-
GitHub (π¨βπ» 600 Β· π 3.5K Β· π₯ 3K Β· π¦ 27K Β· π 4.8K - 2% open Β· β±οΈ 15.07.2021):
git clone https://github.com/explosion/spaCy
-
PyPi (π₯ 2.7M / month Β· π¦ 3.1K Β· β±οΈ 07.07.2021):
pip install spacy
-
Conda (π₯ 2.2M Β· β±οΈ 08.07.2021):
conda install -c conda-forge spacy
transformers (π₯36 Β· β 49K) - Transformers: State-of-the-art Natural Language.. Apache-2
-
GitHub (π¨βπ» 940 Β· π 12K Β· π₯ 1.4K Β· π¦ 13K Β· π 7.4K - 5% open Β· β±οΈ 15.07.2021):
git clone https://github.com/huggingface/transformers
-
PyPi (π₯ 2.9M / month Β· π¦ 130 Β· β±οΈ 30.06.2021):
pip install transformers
-
Conda (π₯ 52K Β· β±οΈ 30.06.2021):
conda install -c conda-forge transformers
gensim (π₯36 Β· β 12K) - Topic Modelling for Humans. βοΈLGPL-2.1
-
GitHub (π¨βπ» 410 Β· π 4K Β· π₯ 3.4K Β· π¦ 25K Β· π 1.7K - 21% open Β· β±οΈ 29.06.2021):
git clone https://github.com/RaRe-Technologies/gensim
-
PyPi (π₯ 7.7M / month Β· π¦ 4.7K Β· β±οΈ 25.03.2021):
pip install gensim
-
Conda (π₯ 690K Β· β±οΈ 15.06.2021):
conda install -c conda-forge gensim
nltk (π₯35 Β· β 10K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
-
GitHub (π¨βπ» 400 Β· π 2.5K Β· π¦ 110K Β· π 1.5K - 15% open Β· β±οΈ 12.07.2021):
git clone https://github.com/nltk/nltk
-
PyPi (π₯ 13M / month Β· π¦ 21K Β· β±οΈ 07.04.2021):
pip install nltk
-
Conda (π₯ 780K Β· β±οΈ 20.04.2021):
conda install -c conda-forge nltk
flair (π₯32 Β· β 11K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT
-
GitHub (π¨βπ» 200 Β· π 1.7K Β· π¦ 850 Β· π 1.6K - 6% open Β· β±οΈ 09.07.2021):
git clone https://github.com/flairNLP/flair
-
PyPi (π₯ 72K / month Β· π¦ 48 Β· β±οΈ 08.03.2021):
pip install flair
AllenNLP (π₯32 Β· β 10K) - An open-source NLP research library, built on PyTorch. Apache-2
-
GitHub (π¨βπ» 240 Β· π 2.1K Β· π₯ 42 Β· π¦ 1.8K Β· π 2.4K - 4% open Β· β±οΈ 08.07.2021):
git clone https://github.com/allenai/allennlp
-
PyPi (π₯ 39K / month Β· π¦ 230 Β· β±οΈ 15.07.2021):
pip install allennlp
ChatterBot (π₯31 Β· β 11K) - ChatterBot is a machine learning, conversational dialog engine for.. BSD-3
-
GitHub (π¨βπ» 100 Β· π 3.8K Β· π¦ 3.6K Β· π 1.5K - 18% open Β· β±οΈ 01.06.2021):
git clone https://github.com/gunthercox/ChatterBot
-
PyPi (π₯ 49K / month Β· π¦ 680 Β· β±οΈ 22.08.2020):
pip install chatterbot
sentencepiece (π₯31 Β· β 5.2K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2
-
GitHub (π¨βπ» 57 Β· π 700 Β· π₯ 16K Β· π¦ 8.8K Β· π 460 - 6% open Β· β±οΈ 02.07.2021):
git clone https://github.com/google/sentencepiece
-
PyPi (π₯ 2.6M / month Β· π¦ 240 Β· β±οΈ 18.06.2021):
pip install sentencepiece
-
Conda (π₯ 72K Β· β±οΈ 09.02.2021):
conda install -c conda-forge sentencepiece
fastText (π₯30 Β· β 23K Β· π€) - Library for fast text representation and classification. MIT
-
GitHub (π¨βπ» 58 Β· π 4.4K Β· π¦ 2K Β· π 1.1K - 43% open Β· β±οΈ 18.07.2020):
git clone https://github.com/facebookresearch/fastText
-
PyPi (π₯ 360K / month Β· π¦ 190 Β· β±οΈ 28.04.2020):
pip install fasttext
-
Conda (π₯ 21K Β· β±οΈ 12.10.2020):
conda install -c conda-forge fasttext
fairseq (π₯30 Β· β 13K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT
-
GitHub (π¨βπ» 340 Β· π 3.4K Β· π₯ 140 Β· π¦ 450 Β· π 2.8K - 31% open Β· β±οΈ 13.07.2021):
git clone https://github.com/pytorch/fairseq
-
PyPi (π₯ 27K / month Β· π¦ 20 Β· β±οΈ 05.01.2021):
pip install fairseq
TextBlob (π₯30 Β· β 7.7K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT
-
GitHub (π¨βπ» 34 Β· π 1K Β· π₯ 93 Β· π¦ 13K Β· π 240 - 36% open Β· β±οΈ 10.05.2021):
git clone https://github.com/sloria/TextBlob
-
PyPi (π₯ 600K / month Β· π¦ 2.5K Β· β±οΈ 24.02.2019):
pip install textblob
-
Conda (π₯ 130K Β· β±οΈ 24.02.2019):
conda install -c conda-forge textblob
sentence-transformers (π₯30 Β· β 5.6K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2
-
GitHub (π¨βπ» 57 Β· π 1K Β· π¦ 1.3K Β· π 980 - 48% open Β· β±οΈ 14.07.2021):
git clone https://github.com/UKPLab/sentence-transformers
-
PyPi (π₯ 480K / month Β· β±οΈ 24.06.2021):
pip install sentence-transformers
torchtext (π₯30 Β· β 2.8K) - Data loaders and abstractions for text and NLP. BSD-3
-
GitHub (π¨βπ» 110 Β· π 650 Β· π¦ 5.1K Β· π 640 - 49% open Β· β±οΈ 09.07.2021):
git clone https://github.com/pytorch/text
-
PyPi (π₯ 140K / month Β· π¦ 680 Β· β±οΈ 15.06.2021):
pip install torchtext
snowballstemmer (π₯30 Β· β 500) - Snowball compiler and stemming algorithms. BSD-3
-
GitHub (π¨βπ» 26 Β· π 140 Β· π¦ 53K Β· π 62 - 30% open Β· β±οΈ 31.05.2021):
git clone https://github.com/snowballstem/snowball
-
PyPi (π₯ 5.3M / month Β· π¦ 13K Β· β±οΈ 21.01.2021):
pip install snowballstemmer
-
Conda (π₯ 2.8M Β· β±οΈ 21.01.2021):
conda install -c conda-forge snowballstemmer
Dedupe (π₯29 Β· β 3.1K) - A python library for accurate and scalable fuzzy matching, record.. MIT
-
GitHub (π¨βπ» 56 Β· π 430 Β· π¦ 190 Β· π 650 - 9% open Β· β±οΈ 09.06.2021):
git clone https://github.com/dedupeio/dedupe
-
PyPi (π₯ 110K / month Β· π¦ 78 Β· β±οΈ 17.04.2021):
pip install dedupe
ftfy (π₯29 Β· β 3K) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT
-
GitHub (π¨βπ» 18 Β· π 100 Β· π¦ 3.5K Β· π 120 - 10% open Β· β±οΈ 17.05.2021):
git clone https://github.com/LuminosoInsight/python-ftfy
-
PyPi (π₯ 1M / month Β· π¦ 760 Β· β±οΈ 24.05.2021):
pip install ftfy
-
Conda (π₯ 110K Β· β±οΈ 25.05.2021):
conda install -c conda-forge ftfy
Rasa (π₯28 Β· β 12K) - Open source machine learning framework to automate text- and voice-.. Apache-2
-
GitHub (π¨βπ» 500 Β· π 3.6K Β· π 5.7K - 13% open Β· β±οΈ 15.07.2021):
git clone https://github.com/RasaHQ/rasa
-
PyPi (π₯ 190K / month Β· π¦ 64 Β· β±οΈ 12.07.2021):
pip install rasa
DeepPavlov (π₯28 Β· β 5.3K) - An open source library for deep learning end-to-end dialog.. Apache-2
-
GitHub (π¨βπ» 63 Β· π 960 Β· π¦ 210 Β· π 590 - 21% open Β· β±οΈ 14.05.2021):
git clone https://github.com/deepmipt/DeepPavlov
-
PyPi (π₯ 9.3K / month Β· π¦ 8 Β· β±οΈ 14.05.2021):
pip install deeppavlov
OpenNMT (π₯28 Β· β 5.1K) - Open Source Neural Machine Translation in PyTorch. MIT
-
GitHub (π¨βπ» 170 Β· π 1.9K Β· π¦ 92 Β· π 1.3K - 8% open Β· β±οΈ 16.06.2021):
git clone https://github.com/OpenNMT/OpenNMT-py
-
PyPi (π₯ 3.6K / month Β· π¦ 4 Β· β±οΈ 30.04.2021):
pip install OpenNMT-py
Tokenizers (π₯28 Β· β 4.7K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
-
GitHub (π¨βπ» 40 Β· π 360 Β· π¦ 35 Β· π 470 - 25% open Β· β±οΈ 24.05.2021):
git clone https://github.com/huggingface/tokenizers
-
PyPi (π₯ 3.1M / month Β· β±οΈ 24.05.2021):
pip install tokenizers
-
Conda (π₯ 67K Β· β±οΈ 10.03.2021):
conda install -c conda-forge tokenizers
ParlAI (π₯27 Β· β 7.3K) - A framework for training and evaluating AI models on a variety of.. MIT
-
GitHub (π¨βπ» 150 Β· π 1.5K Β· π¦ 28 Β· π 1K - 9% open Β· β±οΈ 14.07.2021):
git clone https://github.com/facebookresearch/ParlAI
-
PyPi (π₯ 1.8K / month Β· β±οΈ 07.07.2021):
pip install parlai
Sumy (π₯27 Β· β 2.6K) - Module for automatic summarization of text documents and HTML pages. Apache-2
-
GitHub (π¨βπ» 21 Β· π 460 Β· π¦ 840 Β· π 91 - 14% open Β· β±οΈ 17.06.2021):
git clone https://github.com/miso-belica/sumy
-
PyPi (π₯ 27K / month Β· π¦ 190 Β· β±οΈ 19.05.2019):
pip install sumy
GluonNLP (π₯27 Β· β 2.3K) - Toolkit that enables easy text preprocessing, datasets loading.. Apache-2
-
GitHub (π¨βπ» 81 Β· π 510 Β· π¦ 530 Β· π 540 - 46% open Β· β±οΈ 24.05.2021):
git clone https://github.com/dmlc/gluon-nlp
-
PyPi (π₯ 75K / month Β· π¦ 22 Β· β±οΈ 13.08.2020):
pip install gluonnlp
spark-nlp (π₯27 Β· β 2.2K) - State of the Art Natural Language Processing. Apache-2
-
GitHub (π¨βπ» 90 Β· π 460 Β· π 520 - 14% open Β· β±οΈ 14.07.2021):
git clone https://github.com/JohnSnowLabs/spark-nlp
-
PyPi (π₯ 750K / month Β· β±οΈ 07.07.2021):
pip install spark-nlp
TensorFlow Text (π₯27 Β· β 770) - Making text a first-class citizen in TensorFlow. Apache-2
-
GitHub (π¨βπ» 50 Β· π 110 Β· π¦ 820 Β· π 160 - 34% open Β· β±οΈ 12.07.2021):
git clone https://github.com/tensorflow/text
-
PyPi (π₯ 1.4M / month Β· π¦ 4 Β· β±οΈ 02.07.2021):
pip install tensorflow-text
vaderSentiment (π₯26 Β· β 3.1K) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary and.. MIT
-
GitHub (π¨βπ» 10 Β· π 780 Β· π¦ 2.8K Β· π 110 - 30% open Β· β±οΈ 15.03.2021):
git clone https://github.com/cjhutto/vaderSentiment
-
PyPi (π₯ 140K / month Β· π¦ 290 Β· β±οΈ 22.05.2020):
pip install vadersentiment
haystack (π₯26 Β· β 2.1K) - End-to-end Python framework for building natural language search.. Apache-2
-
GitHub (π¨βπ» 55 Β· π 410 Β· π¦ 62 Β· π 760 - 15% open Β· β±οΈ 15.07.2021):
git clone https://github.com/deepset-ai/haystack
-
PyPi (π₯ 1.7K / month Β· π¦ 170 Β· β±οΈ 03.07.2017):
pip install haystack
CLTK (π₯26 Β· β 670) - The Classical Language Toolkit. MIT
-
GitHub (π¨βπ» 110 Β· π 300 Β· π₯ 22 Β· π¦ 170 Β· π 500 - 24% open Β· β±οΈ 17.06.2021):
git clone https://github.com/cltk/cltk
-
PyPi (π₯ 2.4K / month Β· π¦ 68 Β· β±οΈ 17.06.2021):
pip install cltk
PyText (π₯25 Β· β 6.2K) - A natural language modeling framework based on PyTorch. BSD-3
-
GitHub (π¨βπ» 200 Β· π 800 Β· π₯ 250 Β· π¦ 90 Β· π 220 - 66% open Β· β±οΈ 14.07.2021):
git clone https://github.com/facebookresearch/pytext
-
PyPi (π₯ 540 / month Β· π¦ 1 Β· β±οΈ 08.06.2020):
pip install pytext-nlp
stanza (π₯25 Β· β 5.5K) - Official Stanford NLP Python Library for Many Human Languages. Apache-2
-
GitHub (π¨βπ» 38 Β· π 720 Β· π¦ 560 Β· π 550 - 12% open Β· β±οΈ 13.07.2021):
git clone https://github.com/stanfordnlp/stanza
-
PyPi (π₯ 48K / month Β· π¦ 4 Β· β±οΈ 13.07.2021):
pip install stanza
-
Conda (π₯ 3.9K Β· β±οΈ 14.07.2021):
conda install -c stanfordnlp stanza
textgenrnn (π₯25 Β· β 4.5K Β· π€) - Easily train your own text-generating neural network of any.. MIT
-
GitHub (π¨βπ» 19 Β· π 690 Β· π₯ 540 Β· π¦ 920 Β· π 200 - 57% open Β· β±οΈ 14.07.2020):
git clone https://github.com/minimaxir/textgenrnn
-
PyPi (π₯ 2.8K / month Β· π¦ 28 Β· β±οΈ 02.02.2020):
pip install textgenrnn
neuralcoref (π₯25 Β· β 2.3K) - Fast Coreference Resolution in spaCy with Neural Networks. MIT
-
GitHub (π¨βπ» 21 Β· π 410 Β· π₯ 230 Β· π¦ 370 Β· π 280 - 18% open Β· β±οΈ 22.06.2021):
git clone https://github.com/huggingface/neuralcoref
-
PyPi (π₯ 8.6K / month Β· π¦ 18 Β· β±οΈ 08.04.2019):
pip install neuralcoref
-
Conda (π₯ 9K Β· β±οΈ 21.02.2020):
conda install -c conda-forge neuralcoref
nlpaug (π₯25 Β· β 2.2K) - Data augmentation for NLP. MIT
-
GitHub (π¨βπ» 16 Β· π 260 Β· π¦ 150 Β· π 130 - 22% open Β· β±οΈ 14.07.2021):
git clone https://github.com/makcedward/nlpaug
-
PyPi (π₯ 23K / month Β· π¦ 2 Β· β±οΈ 20.06.2021):
pip install nlpaug
TextDistance (π₯25 Β· β 2K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT
-
GitHub (π¨βπ» 10 Β· π 160 Β· π₯ 110 Β· π¦ 750 Β· β±οΈ 22.06.2021):
git clone https://github.com/life4/textdistance
-
PyPi (π₯ 260K / month Β· π¦ 28 Β· β±οΈ 29.01.2021):
pip install textdistance
-
Conda (π₯ 44K Β· β±οΈ 29.01.2021):
conda install -c conda-forge textdistance
scattertext (π₯25 Β· β 1.6K) - Beautiful visualizations of how language differs among document.. Apache-2
-
GitHub (π¨βπ» 11 Β· π 220 Β· π¦ 200 Β· π 81 - 20% open Β· β±οΈ 07.07.2021):
git clone https://github.com/JasonKessler/scattertext
-
PyPi (π₯ 3.9K / month Β· π¦ 16 Β· β±οΈ 07.07.2021):
pip install scattertext
-
Conda (π₯ 53K Β· β±οΈ 07.07.2021):
conda install -c conda-forge scattertext
jellyfish (π₯25 Β· β 1.5K) - a python library for doing approximate and phonetic matching of.. BSD-2
-
GitHub (π¨βπ» 23 Β· π 130 Β· π¦ 2.6K Β· π 100 - 11% open Β· β±οΈ 29.04.2021):
git clone https://github.com/jamesturk/jellyfish
-
PyPi (π₯ 1.3M / month Β· π¦ 650 Β· β±οΈ 21.05.2020):
pip install jellyfish
-
Conda (π₯ 140K Β· β±οΈ 08.01.2021):
conda install -c conda-forge jellyfish
spacy-transformers (π₯25 Β· β 980) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy
-
GitHub (π¨βπ» 16 Β· π 110 Β· π¦ 210 Β· β±οΈ 08.07.2021):
git clone https://github.com/explosion/spacy-transformers
-
PyPi (π₯ 47K / month Β· π¦ 6 Β· β±οΈ 14.06.2021):
pip install spacy-transformers
Ciphey (π₯24 Β· β 7.4K) - Automatically decrypt encryptions without knowing the key or cipher,.. MIT
-
GitHub (π¨βπ» 45 Β· π 420 Β· π 260 - 22% open Β· β±οΈ 14.07.2021):
git clone https://github.com/Ciphey/Ciphey
-
PyPi (π₯ 8.3K / month Β· β±οΈ 06.06.2021):
pip install ciphey
-
Docker Hub (π₯ 11K Β· β 4 Β· β±οΈ 06.06.2021):
docker pull remnux/ciphey
Snips NLU (π₯24 Β· β 3.5K) - Snips Python library to extract meaning from text. Apache-2
-
GitHub (π¨βπ» 22 Β· π 470 Β· π 250 - 20% open Β· β±οΈ 03.05.2021):
git clone https://github.com/snipsco/snips-nlu
-
PyPi (π₯ 4K / month Β· π¦ 16 Β· β±οΈ 15.01.2020):
pip install snips-nlu
fastNLP (π₯24 Β· β 2.2K) - fastNLP: A Modularized and Extensible NLP Framework. Currently still.. Apache-2
-
GitHub (π¨βπ» 50 Β· π 380 Β· π₯ 63 Β· π¦ 35 Β· π 160 - 12% open Β· β±οΈ 13.07.2021):
git clone https://github.com/fastnlp/fastNLP
-
PyPi (π₯ 1.1K / month Β· π¦ 1 Β· β±οΈ 04.02.2019):
pip install fastnlp
pytorch-nlp (π₯24 Β· β 1.9K) - Basic Utilities for PyTorch Natural Language Processing (NLP). BSD-3
-
GitHub (π¨βπ» 18 Β· π 240 Β· π¦ 250 Β· π 65 - 24% open Β· β±οΈ 10.07.2021):
git clone https://github.com/PetrochukM/PyTorch-NLP
-
PyPi (π₯ 5.2K / month Β· π¦ 18 Β· β±οΈ 04.11.2019):
pip install pytorch-nlp
textacy (π₯24 Β· β 1.7K) - NLP, before and after spaCy. Apache-2
-
GitHub (π¨βπ» 31 Β· π 230 Β· π 240 - 12% open Β· β±οΈ 31.05.2021):
git clone https://github.com/chartbeat-labs/textacy
-
PyPi (π₯ 49K / month Β· π¦ 150 Β· β±οΈ 12.04.2021):
pip install textacy
-
Conda (π₯ 94K Β· β±οΈ 13.04.2021):
conda install -c conda-forge textacy
sense2vec (π₯24 Β· β 1.3K) - Contextually-keyed word vectors. MIT
-
GitHub (π¨βπ» 15 Β· π 210 Β· π₯ 18K Β· π¦ 77 Β· π 100 - 17% open Β· β±οΈ 18.04.2021):
git clone https://github.com/explosion/sense2vec
-
PyPi (π₯ 3.1K / month Β· π¦ 12 Β· β±οΈ 19.04.2021):
pip install sense2vec
-
Conda (π₯ 21K Β· β±οΈ 14.07.2021):
conda install -c conda-forge sense2vec
DeepMatcher (π₯23 Β· β 3.7K) - Python package for performing Entity and Text Matching using Deep.. BSD-3
-
GitHub (π¨βπ» 7 Β· π 1.4K Β· π¦ 14 Β· π 74 - 70% open Β· β±οΈ 13.06.2021):
git clone https://github.com/anhaidgroup/deepmatcher
-
PyPi (π₯ 740 / month Β· β±οΈ 13.06.2021):
pip install deepmatcher
MatchZoo (π₯23 Β· β 3.5K) - Facilitating the design, comparison and sharing of deep text.. Apache-2
-
GitHub (π¨βπ» 36 Β· π 880 Β· π¦ 10 Β· π 460 - 5% open Β· β±οΈ 02.06.2021):
git clone https://github.com/NTMC-Community/MatchZoo
-
PyPi (π₯ 210 / month Β· β±οΈ 24.10.2019):
pip install matchzoo
PyTextRank (π₯23 Β· β 1.6K) - Python implementation of TextRank for phrase extraction and.. MIT
-
GitHub (π¨βπ» 14 Β· π 300 Β· π¦ 170 Β· π 73 - 27% open Β· β±οΈ 30.06.2021):
git clone https://github.com/DerwenAI/pytextrank
-
PyPi (π₯ 17K / month Β· π¦ 12 Β· β±οΈ 25.03.2021):
pip install pytextrank
FARM (π₯23 Β· β 1.3K) - Fast & easy transfer learning for NLP. Harvesting language models.. Apache-2
-
GitHub (π¨βπ» 35 Β· π 190 Β· π 400 - 9% open Β· β±οΈ 13.07.2021):
git clone https://github.com/deepset-ai/FARM
-
PyPi (π₯ 9K / month Β· π¦ 2 Β· β±οΈ 10.06.2021):
pip install farm
SciSpacy (π₯23 Β· β 960) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2
-
GitHub (π¨βπ» 21 Β· π 140 Β· π¦ 300 Β· π 200 - 13% open Β· β±οΈ 22.06.2021):
git clone https://github.com/allenai/scispacy
-
PyPi (π₯ 30K / month Β· π¦ 12 Β· β±οΈ 12.02.2021):
pip install scispacy
english-words (π₯22 Β· β 5.3K Β· π€) - A text file containing 479k English words for all your.. Unlicense
-
GitHub (π¨βπ» 25 Β· π 1.1K Β· π 69 - 62% open Β· β±οΈ 15.10.2020):
git clone https://github.com/dwyl/english-words
-
PyPi (π₯ 15K / month Β· π¦ 2 Β· β±οΈ 21.08.2018):
pip install english-words
T5 (π₯22 Β· β 3.5K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2
-
GitHub (π¨βπ» 38 Β· π 470 Β· π¦ 42 Β· π 370 - 13% open Β· β±οΈ 30.06.2021):
git clone https://github.com/google-research/text-to-text-transfer-transformer
-
PyPi (π₯ 6.6K / month Β· β±οΈ 03.03.2021):
pip install t5
gpt-2-simple (π₯22 Β· β 2.7K) - Python package to easily retrain OpenAI's GPT-2 text-.. MIT
-
GitHub (π¨βπ» 17 Β· π 550 Β· π₯ 250 Β· π 240 - 60% open Β· β±οΈ 14.02.2021):
git clone https://github.com/minimaxir/gpt-2-simple
-
PyPi (π₯ 11K / month Β· π¦ 6 Β· β±οΈ 14.02.2021):
pip install gpt-2-simple
Texar (π₯22 Β· β 2.2K Β· π€) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
-
GitHub (π¨βπ» 41 Β· π 360 Β· π¦ 15 Β· π 160 - 20% open Β· β±οΈ 29.07.2020):
git clone https://github.com/asyml/texar
-
PyPi (π₯ 160 / month Β· π¦ 2 Β· β±οΈ 19.11.2019):
pip install texar
anaGo (π₯22 Β· β 1.4K) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition, Part-of-.. MIT
-
GitHub (π¨βπ» 11 Β· π 360 Β· π¦ 26 Β· π 110 - 33% open Β· β±οΈ 01.04.2021):
git clone https://github.com/Hironsan/anago
-
PyPi (π₯ 1.3K / month Β· π¦ 5 Β· β±οΈ 17.07.2018):
pip install anago
pySBD (π₯22 Β· β 330) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
-
GitHub (π¨βπ» 6 Β· π 33 Β· π¦ 180 Β· π 56 - 14% open Β· β±οΈ 11.02.2021):
git clone https://github.com/nipunsadvilkar/pySBD
-
PyPi (π₯ 38K / month Β· π¦ 4 Β· β±οΈ 11.02.2021):
pip install pysbd
NeMo (π₯21 Β· β 2.9K) - NeMo: a toolkit for conversational AI. Apache-2
-
GitHub (π¨βπ» 99 Β· π 560 Β· π₯ 4.9K Β· π 650 - 14% open Β· β±οΈ 15.07.2021):
git clone https://github.com/NVIDIA/NeMo
-
PyPi (π₯ 7K / month Β· π¦ 4 Β· β±οΈ 02.07.2021):
pip install nemo-toolkit
Texthero (π₯21 Β· β 2.3K) - Text preprocessing, representation and visualization from zero to hero. MIT
-
GitHub (π¨βπ» 18 Β· π 200 Β· π₯ 78 Β· π 130 - 57% open Β· β±οΈ 07.04.2021):
git clone https://github.com/jbesomi/texthero
-
PyPi (π₯ 5.3K / month Β· β±οΈ 01.07.2021):
pip install texthero
jiant (π₯21 Β· β 1.3K Β· π) - jiant is an nlp toolkit. MIT
-
GitHub (π¨βπ» 56 Β· π 240 Β· π¦ 2 Β· π 540 - 10% open Β· β±οΈ 09.07.2021):
git clone https://github.com/nyu-mll/jiant
-
PyPi (π₯ 140 / month Β· β±οΈ 10.05.2021):
pip install jiant
NLP Architect (π₯20 Β· β 2.7K) - A model library for exploring state-of-the-art deep learning.. Apache-2
-
GitHub (π¨βπ» 36 Β· π 400 Β· π¦ 8 Β· π 130 - 12% open Β· β±οΈ 13.04.2021):
git clone https://github.com/IntelLabs/nlp-architect
-
PyPi (π₯ 560 / month Β· β±οΈ 12.04.2020):
pip install nlp-architect
Kashgari (π₯20 Β· β 2.1K) - Kashgari is a production-level NLP Transfer learning framework.. Apache-2
-
GitHub (π¨βπ» 21 Β· π 410 Β· π¦ 40 Β· π 350 - 9% open Β· β±οΈ 09.07.2021):
git clone https://github.com/BrikerMan/Kashgari
-
PyPi (π₯ 140 / month Β· π¦ 2 Β· β±οΈ 18.10.2019):
pip install kashgari-tf
fast-bert (π₯20 Β· β 1.6K) - Super easy library for BERT based NLP models. Apache-2
-
GitHub (π¨βπ» 35 Β· π 320 Β· π 240 - 61% open Β· β±οΈ 12.07.2021):
git clone https://github.com/utterworks/fast-bert
-
PyPi (π₯ 1.9K / month Β· π¦ 2 Β· β±οΈ 23.05.2021):
pip install fast-bert
DELTA (π₯20 Β· β 1.4K Β· π€) - DELTA is a deep learning based natural language and speech.. Apache-2
-
GitHub (π¨βπ» 41 Β· π 290 Β· π 76 - 6% open Β· β±οΈ 17.12.2020):
git clone https://github.com/Delta-ML/delta
-
PyPi (π₯ 27 / month Β· β±οΈ 27.03.2020):
pip install delta-nlp
-
Docker Hub (π₯ 13K Β· β±οΈ 14.07.2021):
docker pull zh794390558/delta
Sockeye (π₯20 Β· β 1K) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2
-
GitHub (π¨βπ» 52 Β· π 300 Β· π 250 - 8% open Β· β±οΈ 14.07.2021):
git clone https://github.com/awslabs/sockeye
-
PyPi (π₯ 530 / month Β· π¦ 2 Β· β±οΈ 17.06.2021):
pip install sockeye
YouTokenToMe (π₯20 Β· β 750) - Unsupervised text tokenizer focused on computational efficiency. MIT
-
GitHub (π¨βπ» 6 Β· π 48 Β· π¦ 140 Β· π 46 - 52% open Β· β±οΈ 28.01.2021):
git clone https://github.com/vkcom/youtokentome
-
PyPi (π₯ 16K / month Β· π¦ 12 Β· β±οΈ 12.02.2020):
pip install youtokentome
finetune (π₯20 Β· β 650) - Scikit-learn style model finetuning for NLP. MPL-2.0
-
GitHub (π¨βπ» 19 Β· π 68 Β· π¦ 9 Β· π 140 - 15% open Β· β±οΈ 13.07.2021):
git clone https://github.com/IndicoDataSolutions/finetune
-
PyPi (π₯ 180 / month Β· π¦ 2 Β· β±οΈ 10.01.2020):
pip install finetune
lightseq (π₯18 Β· β 1.3K) - LightSeq: A High Performance Library for Sequence Processing and.. Apache-2
-
GitHub (π¨βπ» 5 Β· π 120 Β· π₯ 430 Β· π 45 - 28% open Β· β±οΈ 13.07.2021):
git clone https://github.com/bytedance/lightseq
-
PyPi (π₯ 970 / month Β· β±οΈ 29.06.2021):
pip install lightseq
nboost (π₯18 Β· β 580 Β· π€) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
-
GitHub (π¨βπ» 10 Β· π 64 Β· π¦ 3 Β· π 78 - 35% open Β· β±οΈ 16.07.2020):
git clone https://github.com/koursaros-ai/nboost
-
PyPi (π₯ 160 / month Β· β±οΈ 12.06.2020):
pip install nboost
Camphr (π₯18 Β· β 340) - spaCy plugin for Transformers , Udify, ELmo, etc. Apache-2 spacy
-
GitHub (π¨βπ» 7 Β· π 18 Β· π 33 - 24% open Β· β±οΈ 12.07.2021):
git clone https://github.com/PKSHATechnology-Research/camphr
-
PyPi (π₯ 640 / month Β· β±οΈ 12.07.2021):
pip install camphr
VizSeq (π₯16 Β· β 340) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT
-
GitHub (π¨βπ» 3 Β· π 40 Β· π¦ 2 Β· π 15 - 46% open Β· β±οΈ 16.06.2021):
git clone https://github.com/facebookresearch/vizseq
-
PyPi (π₯ 220 / month Β· β±οΈ 07.08.2020):
pip install vizseq
OpenNRE (π₯15 Β· β 3.2K) - An Open-Source Package for Neural Relation Extraction (NRE). MIT
Translate (π₯15 Β· β 700) - Translate - a PyTorch Language Library. BSD-3
-
GitHub (π¨βπ» 86 Β· π 170 Β· π 93 - 70% open Β· β±οΈ 05.05.2021):
git clone https://github.com/pytorch/translate
-
PyPi (π₯ 11 / month Β· β±οΈ 01.05.2018):
pip install pytorch-translate
BLINK (π₯12 Β· β 670) - Entity Linker solution. MIT
Show 19 hidden projects...
-
fuzzywuzzy (π₯31 Β· β 8.3K) - Fuzzy String Matching in Python.
βοΈGPL-2.0
-
langid (π₯26 Β· β 1.8K Β· π) - Stand-alone language identification system.
BSD-3
-
polyglot (π₯25 Β· β 1.9K Β· π€) - Multilingual text (NLP) processing toolkit.
βοΈGPL-3.0
-
flashtext (π₯23 Β· β 4.9K Β· π) - Extract Keywords from sentence or Replace keywords in sentences.
MIT
-
stop-words (π₯22 Β· β 130 Β· π) - Get list of common stop words in various languages in Python.
BSD-3
-
NeuroNER (π₯19 Β· β 1.6K Β· π) - Named-entity recognition using neural networks. Easy-to-use and..
MIT
-
pyfasttext (π₯19 Β· β 230 Β· π) - Yet another Python binding for fastText.
βοΈGPL-3.0
-
textpipe (π₯18 Β· β 290) - Textpipe: clean and extract metadata from text.
MIT
-
textaugment (π₯18 Β· β 150) - TextAugment: Text Augmentation Library.
MIT
-
TextBox (π₯16 Β· β 280) - TextBox is an open-source library for building text generation system.
MIT
-
Headliner (π₯16 Β· β 230 Β· π) - Easy training and deployment of seq2seq models.
MIT
-
skift (π₯16 Β· β 220) - scikit-learn wrappers for Python fastText.
MIT
-
TransferNLP (π₯15 Β· β 290 Β· π) - NLP library designed for reproducible experimentation..
MIT
-
NeuralQA (π₯15 Β· β 200 Β· π€) - NeuralQA: A Usable Library for Question Answering on Large Datasets..
MIT
-
ONNX-T5 (π₯15 Β· β 170) - Summarization, translation, sentiment-analysis, text-generation and..
Apache-2
-
textvec (π₯14 Β· β 170 Β· π€) - Text vectorization tool to outperform TFIDF for classification..
MIT
-
fastT5 (π₯13 Β· β 180 Β· π£) - boost inference speed of T5 models by 5x & reduce the model size..
Apache-2
-
numerizer (π₯13 Β· β 120) - A Python module to convert natural language numerics into ints and..
MIT
-
spacy-dbpedia-spotlight (π₯12 Β· β 37) - A spaCy wrapper for DBpedia Spotlight.
MIT spacy
Image Data
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 (π₯40 Β· β 8.7K) - The friendly PIL fork (Python Imaging Library). βοΈPIL
-
GitHub (π¨βπ» 370 Β· π 1.7K Β· π¦ 510K Β· π 2.3K - 8% open Β· β±οΈ 13.07.2021):
git clone https://github.com/python-pillow/Pillow
-
PyPi (π₯ 33M / month Β· π¦ 110K Β· β±οΈ 06.07.2021):
pip install Pillow
-
Conda (π₯ 9.3M Β· β±οΈ 07.07.2021):
conda install -c conda-forge pillow
torchvision (π₯36 Β· β 9.4K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3
-
GitHub (π¨βπ» 400 Β· π 4.9K Β· π¦ 56K Β· π 1.8K - 26% open Β· β±οΈ 15.07.2021):
git clone https://github.com/pytorch/vision
-
PyPi (π₯ 1.7M / month Β· π¦ 4.6K Β· β±οΈ 15.06.2021):
pip install torchvision
-
Conda (π₯ 80K Β· β±οΈ 01.07.2021):
conda install -c conda-forge torchvision
scikit-image (π₯33 Β· β 4.4K) - Image processing in Python. BSD-2
-
GitHub (π¨βπ» 500 Β· π 1.8K Β· π¦ 74K Β· π 2.2K - 31% open Β· β±οΈ 15.07.2021):
git clone https://github.com/scikit-image/scikit-image
-
PyPi (π₯ 3.2M / month Β· π¦ 15K Β· β±οΈ 29.06.2021):
pip install scikit-image
-
Conda (π₯ 2.6M Β· β±οΈ 08.07.2021):
conda install -c conda-forge scikit-image
imageio (π₯32 Β· β 890) - Python library for reading and writing image data. BSD-2
-
GitHub (π¨βπ» 79 Β· π 180 Β· π¦ 45K Β· π 370 - 18% open Β· β±οΈ 05.07.2021):
git clone https://github.com/imageio/imageio
-
PyPi (π₯ 7.9M / month Β· π¦ 3.8K Β· β±οΈ 06.07.2020):
pip install imageio
-
Conda (π₯ 2.1M Β· β±οΈ 06.07.2020):
conda install -c conda-forge imageio
Albumentations (π₯31 Β· β 8.4K) - Fast image augmentation library and an easy-to-use wrapper.. MIT
-
GitHub (π¨βπ» 80 Β· π 1.1K Β· π¦ 4.4K Β· π 500 - 43% open Β· β±οΈ 15.07.2021):
git clone https://github.com/albumentations-team/albumentations
-
PyPi (π₯ 190K / month Β· π¦ 130 Β· β±οΈ 15.07.2021):
pip install albumentations
-
Conda (π₯ 21K Β· β±οΈ 15.07.2021):
conda install -c conda-forge albumentations
MoviePy (π₯31 Β· β 7.6K) - Video editing with Python. MIT
-
GitHub (π¨βπ» 140 Β· π 1K Β· π¦ 8.6K Β· π 1.1K - 31% open Β· β±οΈ 02.06.2021):
git clone https://github.com/Zulko/moviepy
-
PyPi (π₯ 4.5M / month Β· π¦ 1.1K Β· β±οΈ 05.10.2020):
pip install moviepy
-
Conda (π₯ 85K Β· β±οΈ 23.02.2020):
conda install -c conda-forge moviepy
opencv-python (π₯31 Β· β 2.1K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT
-
GitHub (π¨βπ» 32 Β· π 400 Β· π 440 - 4% open Β· β±οΈ 09.07.2021):
git clone https://github.com/opencv/opencv-python
-
PyPi (π₯ 4.8M / month Β· π¦ 13K Β· β±οΈ 11.07.2021):
pip install opencv-python
Wand (π₯31 Β· β 1.1K) - The ctypes-based simple ImageMagick binding for Python. MIT
-
GitHub (π¨βπ» 95 Β· π 190 Β· π₯ 5.2K Β· π¦ 5.5K Β· π 350 - 5% open Β· β±οΈ 12.07.2021):
git clone https://github.com/emcconville/wand
-
PyPi (π₯ 440K / month Β· π¦ 1.2K Β· β±οΈ 28.02.2021):
pip install wand
GluonCV (π₯30 Β· β 4.8K) - Gluon CV Toolkit. Apache-2
-
GitHub (π¨βπ» 110 Β· π 1.1K Β· π¦ 540 Β· π 780 - 8% open Β· β±οΈ 13.07.2021):
git clone https://github.com/dmlc/gluon-cv
-
PyPi (π₯ 480K / month Β· π¦ 30 Β· β±οΈ 15.07.2021):
pip install gluoncv
Face Recognition (π₯29 Β· β 41K Β· π) - The world's simplest facial recognition api for.. MIT
-
GitHub (π¨βπ» 47 Β· π 11K Β· π₯ 440 Β· π 1.1K - 52% open Β· β±οΈ 14.06.2021):
git clone https://github.com/ageitgey/face_recognition
-
PyPi (π₯ 60K / month Β· π¦ 410 Β· β±οΈ 21.08.2018):
pip install face_recognition
detectron2 (π₯29 Β· β 17K) - Detectron2 is FAIR's next-generation platform for object.. Apache-2
-
GitHub (π¨βπ» 170 Β· π 4.5K Β· π¦ 260 Β· π 2.5K - 4% open Β· β±οΈ 14.07.2021):
git clone https://github.com/facebookresearch/detectron2
-
Conda (π₯ 25K Β· β±οΈ 14.06.2021):
conda install -c conda-forge detectron2
PyTorch Image Models (π₯29 Β· β 12K) - PyTorch image models, scripts, pretrained weights --.. Apache-2
InsightFace (π₯29 Β· β 9.6K) - Face Analysis Project on PyTorch and MXNet. MIT
-
GitHub (π¨βπ» 21 Β· π 3.3K Β· π¦ 80 Β· π 1.6K - 52% open Β· β±οΈ 15.07.2021):
git clone https://github.com/deepinsight/insightface
-
PyPi (π₯ 15K / month Β· π¦ 2 Β· β±οΈ 09.07.2021):
pip install insightface
Kornia (π₯29 Β· β 4.3K) - Open Source Differentiable Computer Vision Library for PyTorch. Apache-2
-
GitHub (π¨βπ» 110 Β· π 420 Β· π₯ 61 Β· π¦ 490 Β· π 430 - 24% open Β· β±οΈ 13.07.2021):
git clone https://github.com/kornia/kornia
-
PyPi (π₯ 130K / month Β· β±οΈ 12.07.2021):
pip install kornia
ImageHash (π₯29 Β· β 2K) - A Python Perceptual Image Hashing Module. BSD-2
-
GitHub (π¨βπ» 18 Β· π 270 Β· π¦ 3K Β· π 100 - 13% open Β· β±οΈ 15.07.2021):
git clone https://github.com/JohannesBuchner/imagehash
-
PyPi (π₯ 880K / month Β· π¦ 530 Β· β±οΈ 15.07.2021):
pip install ImageHash
-
Conda (π₯ 130K Β· β±οΈ 19.11.2020):
conda install -c conda-forge imagehash
imutils (π₯28 Β· β 3.7K) - A series of convenience functions to make basic image processing.. MIT
-
GitHub (π¨βπ» 20 Β· π 910 Β· π¦ 17K Β· π 220 - 64% open Β· β±οΈ 15.01.2021):
git clone https://github.com/jrosebr1/imutils
-
PyPi (π₯ 280K / month Β· π¦ 1.2K Β· β±οΈ 15.01.2021):
pip install imutils
-
Conda (π₯ 58K Β· β±οΈ 15.01.2021):
conda install -c conda-forge imutils
imageai (π₯27 Β· β 6.3K) - A python library built to empower developers to build applications and.. MIT
-
GitHub (π¨βπ» 14 Β· π 1.8K Β· π₯ 610K Β· π¦ 880 Β· π 640 - 35% open Β· β±οΈ 08.05.2021):
git clone https://github.com/OlafenwaMoses/ImageAI
-
PyPi (π₯ 11K / month Β· π¦ 24 Β· β±οΈ 05.01.2021):
pip install imageai
MMDetection (π₯26 Β· β 16K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2
PyTorch3D (π₯26 Β· β 5K) - PyTorch3D is FAIR's library of reusable components for deep.. MIT
-
GitHub (π¨βπ» 63 Β· π 620 Β· π¦ 90 Β· π 650 - 8% open Β· β±οΈ 13.07.2021):
git clone https://github.com/facebookresearch/pytorch3d
-
PyPi (π₯ 8.4K / month Β· β±οΈ 09.02.2021):
pip install pytorch3d
-
Conda (π₯ 12K Β· β±οΈ 09.02.2021):
conda install -c pytorch3d pytorch3d
facenet-pytorch (π₯26 Β· β 2.2K) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT
-
GitHub (π¨βπ» 14 Β· π 480 Β· π₯ 120K Β· π¦ 400 Β· π 130 - 33% open Β· β±οΈ 23.05.2021):
git clone https://github.com/timesler/facenet-pytorch
-
PyPi (π₯ 13K / month Β· π¦ 6 Β· β±οΈ 10.03.2021):
pip install facenet-pytorch
mtcnn (π₯26 Β· β 1.6K Β· π) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT
-
GitHub (π¨βπ» 15 Β· π 420 Β· π¦ 1.3K Β· π 100 - 63% open Β· β±οΈ 09.07.2021):
git clone https://github.com/ipazc/mtcnn
-
PyPi (π₯ 21K / month Β· π¦ 42 Β· β±οΈ 09.07.2021):
pip install mtcnn
deepface (π₯25 Β· β 1.9K) - DeepFace: A Lightweight Deep Face Recognition and Facial Attribute.. MIT
-
GitHub (π¨βπ» 15 Β· π 420 Β· π¦ 190 Β· π 270 - 1% open Β· β±οΈ 14.07.2021):
git clone https://github.com/serengil/deepface
-
PyPi (π₯ 13K / month Β· β±οΈ 13.07.2021):
pip install deepface
mahotas (π₯25 Β· β 690) - Computer Vision in Python. MIT
-
GitHub (π¨βπ» 31 Β· π 130 Β· π¦ 660 Β· π 74 - 21% open Β· β±οΈ 31.05.2021):
git clone https://github.com/luispedro/mahotas
-
PyPi (π₯ 36K / month Β· π¦ 190 Β· β±οΈ 16.08.2020):
pip install mahotas
-
Conda (π₯ 290K Β· β±οΈ 22.01.2021):
conda install -c conda-forge mahotas
Face Alignment (π₯24 Β· β 5.1K) - 2D and 3D Face alignment library build using pytorch. BSD-3
-
GitHub (π¨βπ» 23 Β· π 1.1K Β· π 250 - 15% open Β· β±οΈ 05.05.2021):
git clone https://github.com/1adrianb/face-alignment
-
PyPi (π₯ 6.7K / month Β· π¦ 12 Β· β±οΈ 28.04.2021):
pip install face-alignment
CellProfiler (π₯24 Β· β 590) - An open-source application for biological image analysis. BSD-3
-
GitHub (π¨βπ» 120 Β· π 290 Β· π₯ 1.2K Β· π¦ 4 Β· π 3K - 5% open Β· β±οΈ 15.07.2021):
git clone https://github.com/CellProfiler/CellProfiler
-
PyPi (π₯ 1.3K / month Β· β±οΈ 04.09.2017):
pip install cellprofiler
pyvips (π₯24 Β· β 340) - python binding for libvips using cffi. MIT
-
GitHub (π¨βπ» 11 Β· π 29 Β· π¦ 200 Β· π 230 - 34% open Β· β±οΈ 28.06.2021):
git clone https://github.com/libvips/pyvips
-
PyPi (π₯ 16K / month Β· π¦ 22 Β· β±οΈ 28.06.2021):
pip install pyvips
-
Conda (π₯ 10K Β· β±οΈ 28.06.2021):
conda install -c conda-forge pyvips
Image Super-Resolution (π₯23 Β· β 2.9K) - Super-scale your images and run experiments with.. Apache-2
-
GitHub (π¨βπ» 10 Β· π 550 Β· π¦ 58 Β· π 180 - 41% open Β· β±οΈ 02.06.2021):
git clone https://github.com/idealo/image-super-resolution
-
PyPi (π₯ 5K / month Β· π¦ 8 Β· β±οΈ 08.01.2020):
pip install ISR
-
Docker Hub (π₯ 150 Β· β±οΈ 01.04.2019):
docker pull idealo/image-super-resolution-gpu
PaddleSeg (π₯23 Β· β 1.8K) - End-to-end image segmentation kit based on PaddlePaddle. Apache-2
-
GitHub (π¨βπ» 51 Β· π 440 Β· π¦ 200 Β· π 560 - 53% open Β· β±οΈ 14.07.2021):
git clone https://github.com/PaddlePaddle/PaddleSeg
-
PyPi (π₯ 390 / month Β· β±οΈ 13.07.2021):
pip install paddleseg
Torch Points 3D (π₯23 Β· β 1.4K) - Pytorch framework for doing deep learning on point clouds. BSD-3
-
GitHub (π¨βπ» 26 Β· π 210 Β· π¦ 3 Β· π 260 - 27% open Β· β±οΈ 23.06.2021):
git clone https://github.com/nicolas-chaulet/torch-points3d
-
PyPi (π₯ 650 / month Β· β±οΈ 30.04.2021):
pip install torch-points3d
Image Deduplicator (π₯22 Β· β 3.7K Β· π€) - Finding duplicate images made easy!. Apache-2
-
GitHub (π¨βπ» 9 Β· π 310 Β· π¦ 15 Β· π 77 - 25% open Β· β±οΈ 23.11.2020):
git clone https://github.com/idealo/imagededup
-
PyPi (π₯ 13K / month Β· π¦ 2 Β· β±οΈ 22.11.2020):
pip install imagededup
tensorflow-graphics (π₯22 Β· β 2.5K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2
-
GitHub (π¨βπ» 33 Β· π 300 Β· π¦ 2 Β· π 200 - 57% open Β· β±οΈ 14.07.2021):
git clone https://github.com/tensorflow/graphics
-
PyPi (π₯ 4.9K / month Β· π¦ 3 Β· β±οΈ 20.05.2020):
pip install tensorflow-graphics
layout-parser (π₯22 Β· β 2.2K) - A unified toolkit for Deep Learning Based Document Image.. Apache-2
-
GitHub (π¨βπ» 4 Β· π 180 Β· π¦ 11 Β· π 37 - 56% open Β· β±οΈ 26.04.2021):
git clone https://github.com/Layout-Parser/layout-parser
-
PyPi (π₯ 2K / month Β· β±οΈ 12.04.2021):
pip install layoutparser
vidgear (π₯22 Β· β 1.8K) - High-performance cross-platform Video Processing Python framework.. Apache-2
-
GitHub (π¨βπ» 6 Β· π 130 Β· π₯ 380 Β· π¦ 120 Β· π 160 - 2% open Β· β±οΈ 25.04.2021):
git clone https://github.com/abhiTronix/vidgear
-
PyPi (π₯ 2.5K / month Β· π¦ 2 Β· β±οΈ 01.01.2021):
pip install vidgear
Classy Vision (π₯22 Β· β 1.3K) - An end-to-end PyTorch framework for image and video.. MIT
-
GitHub (π¨βπ» 62 Β· π 230 Β· π 110 - 48% open Β· β±οΈ 10.07.2021):
git clone https://github.com/facebookresearch/ClassyVision
-
PyPi (π₯ 1.3K / month Β· β±οΈ 09.07.2021):
pip install classy_vision
-
Conda (π₯ 8.5K Β· β±οΈ 11.12.2020):
conda install -c conda-forge classy_vision
vit-pytorch (π₯21 Β· β 5K) - Implementation of Vision Transformer, a simple way to achieve.. MIT
-
GitHub (π¨βπ» 10 Β· π 650 Β· π¦ 24 Β· π 120 - 43% open Β· β±οΈ 08.07.2021):
git clone https://github.com/lucidrains/vit-pytorch
-
PyPi (π₯ 3.7K / month Β· β±οΈ 08.07.2021):
pip install vit-pytorch
MMF (π₯21 Β· β 4.5K) - A modular framework for vision & language multimodal research from.. BSD-3
-
GitHub (π¨βπ» 68 Β· π 710 Β· π¦ 7 Β· π 560 - 28% open Β· β±οΈ 09.07.2021):
git clone https://github.com/facebookresearch/mmf
-
PyPi (π₯ 430 / month Β· β±οΈ 12.06.2020):
pip install mmf
deep-daze (π₯21 Β· β 3.5K Β· π£) - Simple command line tool for text to image generation using.. MIT
-
GitHub (π¨βπ» 12 Β· π 240 Β· π¦ 20 Β· π 120 - 44% open Β· β±οΈ 04.07.2021):
git clone https://github.com/lucidrains/deep-daze
-
PyPi (π₯ 4.2K / month Β· β±οΈ 07.04.2021):
pip install deep-daze
vissl (π₯21 Β· β 1.8K) - VISSL is FAIR's library of extensible, modular and scalable components.. MIT
-
GitHub (π¨βπ» 24 Β· π 160 Β· π 82 - 45% open Β· β±οΈ 15.07.2021):
git clone https://github.com/facebookresearch/vissl
-
PyPi (π₯ 450 / month Β· β±οΈ 25.01.2021):
pip install vissl
lightly (π₯21 Β· β 1.1K) - A python library for self-supervised learning on images. MIT
-
GitHub (π¨βπ» 11 Β· π 61 Β· π¦ 16 Β· π 200 - 24% open Β· β±οΈ 12.07.2021):
git clone https://github.com/lightly-ai/lightly
-
PyPi (π₯ 1.3K / month Β· β±οΈ 08.07.2021):
pip install lightly
nude.py (π₯20 Β· β 800 Β· π€) - Nudity detection with Python. MIT
-
GitHub (π¨βπ» 12 Β· π 130 Β· π¦ 500 Β· π 9 - 77% open Β· β±οΈ 23.11.2020):
git clone https://github.com/hhatto/nude.py
-
PyPi (π₯ 3.5K / month Β· π¦ 18 Β· β±οΈ 23.11.2020):
pip install nudepy
image-match (π₯19 Β· β 2.6K) - Quickly search over billions of images. Apache-2
-
GitHub (π¨βπ» 18 Β· π 370 Β· π 93 - 48% open Β· β±οΈ 04.01.2021):
git clone https://github.com/ProvenanceLabs/image-match
-
PyPi (π₯ 890 / month Β· π¦ 6 Β· β±οΈ 13.02.2017):
pip install image_match
Norfair (π₯19 Β· β 1.1K) - Lightweight Python library for adding real-time 2D object tracking to.. BSD-3
-
GitHub (π¨βπ» 9 Β· π 77 Β· π 33 - 24% open Β· β±οΈ 10.06.2021):
git clone https://github.com/tryolabs/norfair
-
PyPi (π₯ 2.1K / month Β· β±οΈ 31.05.2021):
pip install norfair
Caer (π₯19 Β· β 520 Β· π) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
-
GitHub (π¨βπ» 6 Β· π 83 Β· π₯ 19 Β· π 13 - 23% open Β· β±οΈ 29.05.2021):
git clone https://github.com/jasmcaus/caer
-
PyPi (π₯ 7.4K / month Β· β±οΈ 28.01.2021):
pip install caer
PaddleDetection (π₯18 Β· β 4.3K) - Object detection and instance segmentation toolkit.. Apache-2
pytorchvideo (π₯18 Β· β 1.7K Β· π£) - A deep learning library for video understanding.. Apache-2
-
GitHub (π¨βπ» 20 Β· π 120 Β· π 64 - 39% open Β· β±οΈ 08.07.2021):
git clone https://github.com/facebookresearch/pytorchvideo
-
PyPi (π₯ 2.8K / month Β· β±οΈ 26.06.2021):
pip install pytorchvideo
pycls (π₯17 Β· β 1.6K) - Codebase for Image Classification Research, written in PyTorch. MIT
DEβ«ΆTR (π₯16 Β· β 7.2K) - End-to-End Object Detection with Transformers. Apache-2
PySlowFast (π₯16 Β· β 3.9K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2
Show 8 hidden projects...
-
imgaug (π₯32 Β· β 11K Β· π) - Image augmentation for machine learning experiments.
MIT
-
glfw (π₯30 Β· β 7.8K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input.
βοΈZlib
-
Augmentor (π₯25 Β· β 4.5K Β· π) - Image augmentation library in Python for machine learning.
MIT
-
chainercv (π₯25 Β· β 1.5K Β· π) - ChainerCV: a Library for Deep Learning in Computer Vision.
MIT
-
Pillow-SIMD (π₯24 Β· β 1.6K Β· π) - The friendly PIL fork.
βοΈPIL
-
segmentation_models (π₯23 Β· β 3.3K Β· π) - Segmentation models with pretrained backbones. Keras..
MIT
-
Luminoth (π₯22 Β· β 2.4K Β· π) - Deep Learning toolkit for Computer Vision.
BSD-3
-
solt (π₯17 Β· β 250 Β· π) - Streaming over lightweight data transformations.
MIT
Graph Data
Libraries for graph processing, clustering, embedding, and machine learning tasks.
networkx (π₯35 Β· β 9.4K) - Network Analysis in Python. BSD-3
-
GitHub (π¨βπ» 530 Β· π 2.4K Β· π₯ 56 Β· π¦ 80K Β· π 2.7K - 10% open Β· β±οΈ 09.07.2021):
git clone https://github.com/networkx/networkx
-
PyPi (π₯ 12M / month Β· π¦ 21K Β· β±οΈ 08.07.2021):
pip install networkx
-
Conda (π₯ 4M Β· β±οΈ 09.07.2021):
conda install -c conda-forge networkx
PyTorch Geometric (π₯29 Β· β 12K) - Geometric Deep Learning Extension Library for PyTorch. MIT
-
GitHub (π¨βπ» 180 Β· π 2K Β· π 2.1K - 38% open Β· β±οΈ 15.07.2021):
git clone https://github.com/rusty1s/pytorch_geometric
-
PyPi (π₯ 47K / month Β· π¦ 24 Β· β±οΈ 26.06.2021):
pip install torch-geometric
dgl (π₯28 Β· β 7.6K) - Python package built to ease deep learning on graph, on top of existing.. Apache-2
-
GitHub (π¨βπ» 150 Β· π 1.6K Β· π 1.1K - 22% open Β· β±οΈ 15.07.2021):
git clone https://github.com/dmlc/dgl
-
PyPi (π₯ 91K / month Β· π¦ 30 Β· β±οΈ 27.05.2021):
pip install dgl
StellarGraph (π₯26 Β· β 2K) - StellarGraph - Machine Learning on Graphs. Apache-2
-
GitHub (π¨βπ» 32 Β· π 290 Β· π¦ 74 Β· π 970 - 25% open Β· β±οΈ 18.02.2021):
git clone https://github.com/stellargraph/stellargraph
-
PyPi (π₯ 13K / month Β· π¦ 4 Β· β±οΈ 30.06.2020):
pip install stellargraph
Spektral (π₯24 Β· β 1.8K) - Graph Neural Networks with Keras and Tensorflow 2. MIT
-
GitHub (π¨βπ» 18 Β· π 240 Β· π¦ 60 Β· π 170 - 20% open Β· β±οΈ 09.07.2021):
git clone https://github.com/danielegrattarola/spektral
-
PyPi (π₯ 4.2K / month Β· β±οΈ 09.07.2021):
pip install spektral
AmpliGraph (π₯23 Β· β 1.6K) - Python library for Representation Learning on Knowledge.. Apache-2
-
GitHub (π¨βπ» 19 Β· π 170 Β· π¦ 15 Β· π 200 - 11% open Β· β±οΈ 25.05.2021):
git clone https://github.com/Accenture/AmpliGraph
-
PyPi (π₯ 1.7K / month Β· β±οΈ 25.05.2021):
pip install ampligraph
pygraphistry (π₯23 Β· β 1.4K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3
-
GitHub (π¨βπ» 15 Β· π 130 Β· π¦ 46 Β· π 150 - 35% open Β· β±οΈ 14.07.2021):
git clone https://github.com/graphistry/pygraphistry
-
PyPi (π₯ 1.3K / month Β· π¦ 4 Β· β±οΈ 14.07.2021):
pip install graphistry
ogb (π₯23 Β· β 1K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT
-
GitHub (π¨βπ» 15 Β· π 210 Β· π¦ 130 Β· β±οΈ 22.06.2021):
git clone https://github.com/snap-stanford/ogb
-
PyPi (π₯ 6.5K / month Β· β±οΈ 07.04.2021):
pip install ogb
PyTorch-BigGraph (π₯22 Β· β 2.8K) - Generate embeddings from large-scale graph-structured.. BSD-3
-
GitHub (π¨βπ» 22 Β· π 380 Β· π₯ 120 Β· π 160 - 26% open Β· β±οΈ 07.07.2021):
git clone https://github.com/facebookresearch/PyTorch-BigGraph
-
PyPi (π₯ 1.1K / month Β· π¦ 4 Β· β±οΈ 01.05.2019):
pip install torchbiggraph
Node2Vec (π₯22 Β· β 740) - Implementation of the node2vec algorithm. MIT
-
GitHub (π¨βπ» 8 Β· π 180 Β· π¦ 160 Β· π 66 - 4% open Β· β±οΈ 16.04.2021):
git clone https://github.com/eliorc/node2vec
-
PyPi (π₯ 11K / month Β· π¦ 10 Β· β±οΈ 02.04.2021):
pip install node2vec
-
Conda (π₯ 18K Β· β±οΈ 25.04.2020):
conda install -c conda-forge node2vec
torch-cluster (π₯22 Β· β 390) - PyTorch Extension Library of Optimized Graph Cluster.. MIT
-
GitHub (π¨βπ» 18 Β· π 74 Β· π 85 - 47% open Β· β±οΈ 03.07.2021):
git clone https://github.com/rusty1s/pytorch_cluster
-
PyPi (π₯ 9.5K / month Β· π¦ 32 Β· β±οΈ 01.03.2021):
pip install torch-cluster
PyKEEN (π₯20 Β· β 470) - A Python library for learning and evaluating knowledge graph embeddings. MIT
-
GitHub (π¨βπ» 19 Β· π 71 Β· π₯ 92 Β· π 230 - 34% open Β· β±οΈ 03.07.2021):
git clone https://github.com/pykeen/pykeen
-
PyPi (π₯ 1.1K / month Β· π¦ 2 Β· β±οΈ 13.06.2021):
pip install pykeen
Paddle Graph Learning (π₯19 Β· β 1.1K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2
-
GitHub (π¨βπ» 17 Β· π 160 Β· π¦ 17 Β· π 78 - 39% open Β· β±οΈ 13.07.2021):
git clone https://github.com/PaddlePaddle/PGL
-
PyPi (π₯ 890 / month Β· π¦ 2 Β· β±οΈ 10.07.2021):
pip install pgl
graph4nlp (π₯19 Β· β 880) - Graph4nlp is the library for the easy use of Graph Neural.. Apache-2
-
GitHub (π¨βπ» 19 Β· π 96 Β· π 64 - 3% open Β· β±οΈ 10.07.2021):
git clone https://github.com/graph4ai/graph4nlp
-
PyPi (π₯ 180 / month Β· β±οΈ 06.06.2021):
pip install graph4nlp
pytorch_geometric_temporal (π₯19 Β· β 870) - A Temporal Extension Library for PyTorch Geometric. MIT
-
GitHub (π¨βπ» 11 Β· π 110 Β· π 44 - 4% open Β· β±οΈ 13.07.2021):
git clone https://github.com/benedekrozemberczki/pytorch_geometric_temporal
-
PyPi (π₯ 1.6K / month Β· β±οΈ 13.07.2021):
pip install torch-geometric-temporal
graph-nets (π₯18 Β· β 4.9K Β· π€) - Build Graph Nets in Tensorflow. Apache-2
-
GitHub (π¨βπ» 10 Β· π 740 Β· π 120 - 7% open Β· β±οΈ 04.12.2020):
git clone https://github.com/deepmind/graph_nets
-
PyPi (π₯ 1K / month Β· π¦ 7 Β· β±οΈ 29.01.2020):
pip install graph-nets
GraphEmbedding (π₯16 Β· β 2.1K Β· π€) - Implementation and experiments of graph embedding.. MIT
kglib (π₯16 Β· β 440) - Grakn Knowledge Graph Library (ML R&D). Apache-2
-
GitHub (π¨βπ» 7 Β· π 84 Β· π₯ 210 Β· π 61 - 19% open Β· β±οΈ 15.01.2021):
git clone https://github.com/vaticle/kglib
-
PyPi (π₯ 130 / month Β· β±οΈ 19.08.2020):
pip install grakn-kglib
Euler (π₯14 Β· β 2.6K Β· π€) - A distributed graph deep learning framework. Apache-2
-
GitHub (π¨βπ» 5 Β· π 520 Β· π 310 - 67% open Β· β±οΈ 29.07.2020):
git clone https://github.com/alibaba/euler
-
PyPi (π₯ 18 / month Β· β±οΈ 10.04.2019):
pip install euler-gl
AutoGL (π₯14 Β· β 650) - An autoML framework & toolkit for machine learning on graphs. Apache-2
-
GitHub (π¨βπ» 9 Β· π 69 Β· π 13 - 38% open Β· β±οΈ 15.07.2021):
git clone https://github.com/THUMNLab/AutoGL
-
PyPi (π₯ 64 / month Β· β±οΈ 23.12.2020):
pip install auto-graph-learning
OpenKE (π₯13 Β· β 2.6K) - An Open-Source Package for Knowledge Embedding (KE). MIT
GraphVite (π₯12 Β· β 920) - GraphVite: A General and High-performance Graph Embedding System. Apache-2
-
GitHub (π¨βπ» 1 Β· π 120 Β· π 86 - 34% open Β· β±οΈ 14.01.2021):
git clone https://github.com/DeepGraphLearning/graphvite
-
Conda (π₯ 3.8K Β· β±οΈ 19.03.2020):
conda install -c milagraph graphvite
Show 10 hidden projects...
-
igraph (π₯28 Β· β 840) - Python interface for igraph.
βοΈGPL-2.0
-
pygal (π₯26 Β· β 2.4K) - PYthon svg GrAph plotting Library.
βοΈLGPL-3.0
-
Karate Club (π₯23 Β· β 1.3K) - Karate Club: An API Oriented Open-source Python Framework for..
βοΈGPL-3.0
-
DeepWalk (π₯21 Β· β 2.3K Β· π) - DeepWalk - Deep Learning for Graphs.
βοΈGPL-3.0
-
DIG (π₯17 Β· β 780) - A library for graph deep learning research.
βοΈGPL-3.0
-
Sematch (π₯17 Β· β 360 Β· π) - semantic similarity framework for knowledge graph.
Apache-2
-
DeepGraph (π₯17 Β· β 240) - Analyze Data with Pandas-based Networks. Documentation:.
BSD-3
-
pyRDF2Vec (π₯17 Β· β 120) - Python Implementation and Extension of RDF2Vec.
MIT
-
GraphSAGE (π₯14 Β· β 2.4K Β· π) - Representation learning on large graphs using stochastic..
MIT
-
OpenNE (π₯13 Β· β 1.5K Β· π) - An Open-Source Package for Network Embedding (NE).
MIT
Audio Data
Libraries for audio analysis, manipulation, transformation, and extraction, as well as speech recognition and music generation tasks.
Pydub (π₯31 Β· β 5.5K) - Manipulate audio with a simple and easy high level interface. MIT
-
GitHub (π¨βπ» 90 Β· π 740 Β· π¦ 7.9K Β· π 450 - 45% open Β· β±οΈ 08.06.2021):
git clone https://github.com/jiaaro/pydub
-
PyPi (π₯ 1.6M / month Β· π¦ 1.4K Β· β±οΈ 10.03.2021):
pip install pydub
-
Conda (π₯ 16K Β· β±οΈ 13.03.2021):
conda install -c conda-forge pydub
DeepSpeech (π₯30 Β· β 18K Β· π) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
-
GitHub (π¨βπ» 160 Β· π 3.1K Β· π₯ 610K Β· π¦ 520 Β· π 2K - 5% open Β· β±οΈ 13.05.2021):
git clone https://github.com/mozilla/DeepSpeech
-
PyPi (π₯ 9.7K / month Β· π¦ 58 Β· β±οΈ 19.12.2020):
pip install deepspeech
torchaudio (π₯30 Β· β 1.4K) - Data manipulation and transformation for audio signal.. BSD-2
-
GitHub (π¨βπ» 130 Β· π 320 Β· π¦ 4.1K Β· π 510 - 30% open Β· β±οΈ 14.07.2021):
git clone https://github.com/pytorch/audio
-
PyPi (π₯ 280K / month Β· π¦ 18 Β· β±οΈ 15.06.2021):
pip install torchaudio
librosa (π₯28 Β· β 4.6K) - Python library for audio and music analysis. ISC
-
GitHub (π¨βπ» 90 Β· π 740 Β· π 890 - 5% open Β· β±οΈ 01.07.2021):
git clone https://github.com/librosa/librosa
-
PyPi (π₯ 640K / month Β· π¦ 1.8K Β· β±οΈ 26.05.2021):
pip install librosa
-
Conda (π₯ 370K Β· β±οΈ 26.05.2021):
conda install -c conda-forge librosa
espnet (π₯28 Β· β 3.9K) - End-to-End Speech Processing Toolkit. Apache-2
-
GitHub (π¨βπ» 160 Β· π 1.2K Β· π₯ 73 Β· π¦ 12 Β· π 1.4K - 15% open Β· β±οΈ 15.07.2021):
git clone https://github.com/espnet/espnet
-
PyPi (π₯ 3.5K / month Β· β±οΈ 22.06.2021):
pip install espnet
pyAudioAnalysis (π₯27 Β· β 4K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2
-
GitHub (π¨βπ» 25 Β· π 990 Β· π¦ 230 Β· π 280 - 60% open Β· β±οΈ 09.07.2021):
git clone https://github.com/tyiannak/pyAudioAnalysis
-
PyPi (π₯ 14K / month Β· π¦ 22 Β· β±οΈ 13.05.2021):
pip install pyAudioAnalysis
Magenta (π₯26 Β· β 17K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2
-
GitHub (π¨βπ» 150 Β· π 3.5K Β· π¦ 300 Β· π 880 - 35% open Β· β±οΈ 30.06.2021):
git clone https://github.com/magenta/magenta
-
PyPi (π₯ 4.7K / month Β· π¦ 70 Β· β±οΈ 12.11.2020):
pip install magenta
audioread (π₯26 Β· β 370 Β· π€) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio.. MIT
-
GitHub (π¨βπ» 20 Β· π 83 Β· π¦ 5.6K Β· π 75 - 41% open Β· β±οΈ 20.10.2020):
git clone https://github.com/beetbox/audioread
-
PyPi (π₯ 660K / month Β· π¦ 590 Β· β±οΈ 20.10.2020):
pip install audioread
-
Conda (π₯ 320K Β· β±οΈ 16.03.2021):
conda install -c conda-forge audioread
spleeter (π₯25 Β· β 17K) - Deezer source separation library including pretrained models. MIT
-
GitHub (π¨βπ» 17 Β· π 1.8K Β· π₯ 1.1M Β· π 560 - 16% open Β· β±οΈ 02.06.2021):
git clone https://github.com/deezer/spleeter
-
PyPi (π₯ 8.4K / month Β· β±οΈ 15.04.2021):
pip install spleeter
-
Conda (π₯ 56K Β· β±οΈ 30.06.2020):
conda install -c conda-forge spleeter
python-soundfile (π₯25 Β· β 390 Β· π€) - SoundFile is an audio library based on libsndfile, CFFI,.. BSD-3
-
GitHub (π¨βπ» 19 Β· π 46 Β· π₯ 2.5K Β· π¦ 7.9K Β· π 150 - 38% open Β· β±οΈ 01.12.2020):
git clone https://github.com/bastibe/python-soundfile
-
PyPi (π₯ 910K / month Β· π¦ 740 Β· β±οΈ 27.11.2019):
pip install soundfile
python_speech_features (π₯24 Β· β 1.9K Β· π€) - This library provides common speech features for ASR.. MIT
-
GitHub (π¨βπ» 19 Β· π 560 Β· π 72 - 31% open Β· β±οΈ 31.12.2020):
git clone https://github.com/jameslyons/python_speech_features
-
PyPi (π₯ 84K / month Β· π¦ 300 Β· β±οΈ 16.08.2017):
pip install python_speech_features
speechbrain (π₯22 Β· β 2.6K) - A PyTorch-based Speech Toolkit. Apache-2
-
GitHub (π¨βπ» 110 Β· π 380 Β· π¦ 28 Β· π 320 - 14% open Β· β±οΈ 14.07.2021):
git clone https://github.com/speechbrain/speechbrain
-
PyPi (π₯ 2.8K / month Β· β±οΈ 17.06.2021):
pip install speechbrain
Porcupine (π₯22 Β· β 2.5K) - On-device wake word detection powered by deep learning. Apache-2
-
GitHub (π¨βπ» 27 Β· π 360 Β· π¦ 5 Β· π 320 - 3% open Β· β±οΈ 13.07.2021):
git clone https://github.com/Picovoice/Porcupine
-
PyPi (π₯ 740 / month Β· β±οΈ 14.04.2021):
pip install pvporcupine
DDSP (π₯22 Β· β 1.9K) - DDSP: Differentiable Digital Signal Processing. Apache-2
-
GitHub (π¨βπ» 27 Β· π 190 Β· π¦ 13 Β· π 120 - 16% open Β· β±οΈ 08.07.2021):
git clone https://github.com/magenta/ddsp
-
PyPi (π₯ 1.6K / month Β· β±οΈ 07.07.2021):
pip install ddsp
kapre (π₯22 Β· β 750) - kapre: Keras Audio Preprocessors. MIT
-
GitHub (π¨βπ» 13 Β· π 130 Β· π₯ 13 Β· π¦ 920 Β· π 89 - 10% open Β· β±οΈ 25.03.2021):
git clone https://github.com/keunwoochoi/kapre
-
PyPi (π₯ 1.8K / month Β· π¦ 22 Β· β±οΈ 29.09.2020):
pip install kapre
audiomentations (π₯22 Β· β 620) - A Python library for audio data augmentation. Inspired by.. MIT
-
GitHub (π¨βπ» 16 Β· π 78 Β· π¦ 54 Β· π 80 - 27% open Β· β±οΈ 03.07.2021):
git clone https://github.com/iver56/audiomentations
-
PyPi (π₯ 2.3K / month Β· β±οΈ 25.06.2021):
pip install audiomentations
tinytag (π₯22 Β· β 470) - Read music meta data and length of MP3, OGG, OPUS, MP4, M4A, FLAC, WMA and.. MIT
-
GitHub (π¨βπ» 20 Β· π 82 Β· π¦ 380 Β· π 82 - 19% open Β· β±οΈ 13.06.2021):
git clone https://github.com/devsnd/tinytag
-
PyPi (π₯ 4.9K / month Β· π¦ 96 Β· β±οΈ 05.11.2020):
pip install tinytag
nnAudio (π₯21 Β· β 500) - Audio processing by using pytorch 1D convolution network. MIT
-
GitHub (π¨βπ» 11 Β· π 51 Β· π¦ 16 Β· π 40 - 22% open Β· β±οΈ 29.06.2021):
git clone https://github.com/KinWaiCheuk/nnAudio
-
PyPi (π₯ 4.3K / month Β· β±οΈ 11.06.2021):
pip install nnAudio
TTS (π₯19 Β· β 4.9K) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
Coqui TTS (π₯19 Β· β 1.9K) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0
-
GitHub (π¨βπ» 74 Β· π 140 Β· π₯ 14K Β· π 100 - 15% open Β· β±οΈ 06.07.2021):
git clone https://github.com/coqui-ai/TTS
-
PyPi (π₯ 2.7K / month Β· β±οΈ 14.07.2017):
pip install tts
Show 7 hidden projects...
-
SpeechRecognition (π₯30 Β· β 5.7K Β· π) - Speech recognition module for Python, supporting..
BSD-3
-
aubio (π₯26 Β· β 2.2K) - a library for audio and music analysis.
βοΈGPL-3.0
-
Essentia (π₯24 Β· β 1.9K) - C++ library for audio and music analysis, description and..
βοΈAGPL-3.0
-
Madmom (π₯22 Β· β 770 Β· π) - Python audio and music signal processing library.
BSD-3
-
Dejavu (π₯21 Β· β 5.5K Β· π) - Audio fingerprinting and recognition in Python.
MIT
-
Muda (π₯19 Β· β 190) - A library for augmenting annotated audio data.
ISC
-
Julius (π₯17 Β· β 200) - Fast PyTorch based DSP for audio and 1D signals.
MIT
Geospatial Data
Libraries to load, process, analyze, and write geographic data as well as libraries for spatial analysis, map visualization, and geocoding.
pydeck (π₯34 Β· β 8.8K) - WebGL2 powered geospatial visualization layers. MIT
-
GitHub (π¨βπ» 170 Β· π 1.6K Β· π¦ 1.6K Β· π 2.2K - 4% open Β· β±οΈ 13.07.2021):
git clone https://github.com/visgl/deck.gl
-
PyPi (π₯ 350K / month Β· π¦ 2 Β· β±οΈ 13.04.2021):
pip install pydeck
-
Conda (π₯ 41K Β· β±οΈ 13.04.2021):
conda install -c conda-forge pydeck
-
NPM (π₯ 210K / month Β· π¦ 560 Β· β±οΈ 06.07.2021):
npm install deck.gl
geopy (π₯33 Β· β 3.4K Β· π) - Geocoding library for Python. MIT
-
GitHub (π¨βπ» 120 Β· π 550 Β· π¦ 24K Β· π 250 - 9% open Β· β±οΈ 11.07.2021):
git clone https://github.com/geopy/geopy
-
PyPi (π₯ 5.1M / month Β· π¦ 7.2K Β· β±οΈ 11.07.2021):
pip install geopy
-
Conda (π₯ 560K Β· β±οΈ 12.07.2021):
conda install -c conda-forge geopy
Shapely (π₯33 Β· β 2.3K) - Manipulation and analysis of geometric objects. BSD-3
-
GitHub (π¨βπ» 120 Β· π 410 Β· π¦ 20K Β· π 760 - 18% open Β· β±οΈ 12.07.2021):
git clone https://github.com/Toblerity/Shapely
-
PyPi (π₯ 4.4M / month Β· π¦ 5.5K Β· β±οΈ 04.03.2021):
pip install shapely
-
Conda (π₯ 2.5M Β· β±οΈ 02.06.2021):
conda install -c conda-forge shapely
folium (π₯32 Β· β 5.3K) - Python Data. Leaflet.js Maps. MIT
-
GitHub (π¨βπ» 120 Β· π 2K Β· π¦ 11K Β· π 870 - 19% open Β· β±οΈ 19.06.2021):
git clone https://github.com/python-visualization/folium
-
PyPi (π₯ 530K / month Β· π¦ 970 Β· β±οΈ 18.01.2021):
pip install folium
-
Conda (π₯ 380K Β· β±οΈ 12.03.2021):
conda install -c conda-forge folium
GeoPandas (π₯32 Β· β 2.7K) - Python tools for geographic data. BSD-3
-
GitHub (π¨βπ» 140 Β· π 600 Β· π₯ 1.1K Β· π¦ 9.2K Β· π 1.1K - 31% open Β· β±οΈ 15.07.2021):
git clone https://github.com/geopandas/geopandas
-
PyPi (π₯ 1.2M / month Β· π¦ 1.2K Β· β±οΈ 28.02.2021):
pip install geopandas
-
Conda (π₯ 1.1M Β· β±οΈ 09.06.2021):
conda install -c conda-forge geopandas
Rasterio (π₯32 Β· β 1.5K) - Rasterio reads and writes geospatial raster datasets. BSD-3
-
GitHub (π¨βπ» 110 Β· π 420 Β· π₯ 740 Β· π¦ 3.4K Β· π 1.4K - 10% open Β· β±οΈ 14.07.2021):
git clone https://github.com/mapbox/rasterio
-
PyPi (π₯ 550K / month Β· π¦ 850 Β· β±οΈ 23.06.2021):
pip install rasterio
-
Conda (π₯ 1.1M Β· β±οΈ 24.06.2021):
conda install -c conda-forge rasterio
Fiona (π₯31 Β· β 820) - Fiona reads and writes geographic data files. BSD-3
-
GitHub (π¨βπ» 65 Β· π 180 Β· π¦ 6.2K Β· π 640 - 12% open Β· β±οΈ 24.06.2021):
git clone https://github.com/Toblerity/Fiona
-
PyPi (π₯ 1.5M / month Β· π¦ 1.2K Β· β±οΈ 31.05.2021):
pip install fiona
-
Conda (π₯ 2.1M Β· β±οΈ 14.06.2021):
conda install -c conda-forge fiona
pyproj (π₯31 Β· β 630) - Python interface to PROJ (cartographic projections and coordinate.. MIT
-
GitHub (π¨βπ» 42 Β· π 160 Β· π¦ 10K Β· π 420 - 2% open Β· β±οΈ 10.07.2021):
git clone https://github.com/pyproj4/pyproj
-
PyPi (π₯ 3.1M / month Β· π¦ 2.5K Β· β±οΈ 24.05.2021):
pip install pyproj
-
Conda (π₯ 2.3M Β· β±οΈ 16.06.2021):
conda install -c conda-forge pyproj
ipyleaflet (π₯29 Β· β 1.2K) - A Jupyter - Leaflet.js bridge. MIT
-
GitHub (π¨βπ» 68 Β· π 300 Β· π¦ 940 Β· π 430 - 38% open Β· β±οΈ 15.07.2021):
git clone https://github.com/jupyter-widgets/ipyleaflet
-
PyPi (π₯ 48K / month Β· π¦ 98 Β· β±οΈ 17.06.2021):
pip install ipyleaflet
-
Conda (π₯ 720K Β· β±οΈ 17.06.2021):
conda install -c conda-forge ipyleaflet
-
NPM (π₯ 25K / month Β· π¦ 2 Β· β±οΈ 17.06.2021):
npm install jupyter-leaflet
geojson (π₯27 Β· β 630) - Python bindings and utilities for GeoJSON. BSD-3
-
GitHub (π¨βπ» 44 Β· π 85 Β· π¦ 7.1K Β· π 75 - 29% open Β· β±οΈ 21.03.2021):
git clone https://github.com/jazzband/geojson
-
PyPi (π₯ 700K / month Β· π¦ 1.8K Β· β±οΈ 09.08.2019):
pip install geojson
-
Conda (π₯ 420K Β· β±οΈ 11.08.2019):
conda install -c conda-forge geojson
ArcGIS API (π₯24 Β· β 1.1K) - Documentation and samples for ArcGIS API for Python. Apache-2
-
GitHub (π¨βπ» 70 Β· π 780 Β· π 370 - 34% open Β· β±οΈ 06.07.2021):
git clone https://github.com/Esri/arcgis-python-api
-
PyPi (π₯ 36K / month Β· π¦ 20 Β· β±οΈ 08.07.2021):
pip install arcgis
-
Docker Hub (π₯ 4.4K Β· β 33 Β· β±οΈ 06.03.2020):
docker pull esridocker/arcgis-api-python-notebook
PySAL (π₯24 Β· β 860) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3
-
GitHub (π¨βπ» 71 Β· π 240 Β· π 640 - 9% open Β· β±οΈ 01.02.2021):
git clone https://github.com/pysal/pysal
-
PyPi (π₯ 14K / month Β· π¦ 36 Β· β±οΈ 02.02.2021):
pip install pysal
-
Conda (π₯ 420K Β· β±οΈ 08.02.2021):
conda install -c conda-forge pysal
Mapbox GL (π₯22 Β· β 570) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT
-
GitHub (π¨βπ» 21 Β· π 120 Β· π¦ 110 Β· π 100 - 34% open Β· β±οΈ 19.04.2021):
git clone https://github.com/mapbox/mapboxgl-jupyter
-
PyPi (π₯ 5.2K / month Β· π¦ 18 Β· β±οΈ 02.06.2019):
pip install mapboxgl
GeoViews (π₯22 Β· β 350) - Simple, concise geographical visualization in Python. BSD-3
-
GitHub (π¨βπ» 23 Β· π 64 Β· π 260 - 31% open Β· β±οΈ 13.04.2021):
git clone https://github.com/holoviz/geoviews
-
PyPi (π₯ 6.5K / month Β· π¦ 20 Β· β±οΈ 13.03.2021):
pip install geoviews
-
Conda (π₯ 73K Β· β±οΈ 14.03.2021):
conda install -c conda-forge geoviews
Show 7 hidden projects...
-
Geocoder (π₯30 Β· β 1.4K Β· π) - Python Geocoder.
MIT
-
Sentinelsat (π₯23 Β· β 640) - Search and download Copernicus Sentinel satellite images.
βοΈGPL-3.0
-
gmaps (π₯22 Β· β 720 Β· π) - Google maps for Jupyter notebooks.
BSD-3
-
geoplotlib (π₯21 Β· β 920 Β· π) - python toolbox for visualizing geographical data and making maps.
MIT
-
Satpy (π₯21 Β· β 730) - Python package for earth-observing satellite data processing.
βοΈGPL-3.0
-
EarthPy (π₯20 Β· β 270) - A package built to support working with spatial data using open source..
BSD-3
-
pymap3d (π₯19 Β· β 200) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef..
BSD-2
Financial Data
Libraries for algorithmic stock/crypto trading, risk analytics, backtesting, technical analysis, and other tasks on financial data.
zipline (π₯29 Β· β 14K Β· π€) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2
-
GitHub (π¨βπ» 150 Β· π 4.1K Β· π¦ 740 Β· π 990 - 34% open Β· β±οΈ 14.10.2020):
git clone https://github.com/quantopian/zipline
-
PyPi (π₯ 5.6K / month Β· π¦ 160 Β· β±οΈ 05.10.2020):
pip install zipline
yfinance (π₯29 Β· β 5.3K) - Yahoo! Finance market data downloader (+faster Pandas Datareader). Apache-2
-
GitHub (π¨βπ» 41 Β· π 1.3K Β· π¦ 5.6K Β· π 590 - 54% open Β· β±οΈ 10.07.2021):
git clone https://github.com/ranaroussi/yfinance
-
PyPi (π₯ 300K / month Β· π¦ 26 Β· β±οΈ 10.07.2021):
pip install yfinance
-
Conda (π₯ 1.2K Β· β±οΈ 10.07.2021):
conda install -c ranaroussi yfinance
pyfolio (π₯28 Β· β 3.9K Β· π€) - Portfolio and risk analytics in Python. Apache-2
-
GitHub (π¨βπ» 55 Β· π 1.2K Β· π¦ 280 Β· π 400 - 33% open Β· β±οΈ 15.07.2020):
git clone https://github.com/quantopian/pyfolio
-
PyPi (π₯ 8.1K / month Β· π¦ 54 Β· β±οΈ 15.04.2019):
pip install pyfolio
-
Conda (π₯ 6.8K Β· β±οΈ 16.05.2020):
conda install -c conda-forge pyfolio
ta (π₯27 Β· β 2.3K Β· π€) - Technical Analysis Library using Pandas and Numpy. MIT
-
GitHub (π¨βπ» 23 Β· π 580 Β· π¦ 650 Β· π 190 - 53% open Β· β±οΈ 29.11.2020):
git clone https://github.com/bukosabino/ta
-
PyPi (π₯ 79K / month Β· π¦ 12 Β· β±οΈ 29.11.2020):
pip install ta
Alpha Vantage (π₯26 Β· β 3.4K) - A python wrapper for Alpha Vantage API for financial data. MIT
-
GitHub (π¨βπ» 39 Β· π 600 Β· π 240 - 6% open Β· β±οΈ 14.06.2021):
git clone https://github.com/RomelTorres/alpha_vantage
-
PyPi (π₯ 30K / month Β· π¦ 200 Β· β±οΈ 26.08.2018):
pip install alpha_vantage
bt (π₯26 Β· β 1.1K) - bt - flexible backtesting for Python. MIT
-
GitHub (π¨βπ» 24 Β· π 290 Β· π¦ 62 Β· π 250 - 14% open Β· β±οΈ 15.05.2021):
git clone https://github.com/pmorissette/bt
-
PyPi (π₯ 8.5K / month Β· π¦ 40 Β· β±οΈ 21.04.2021):
pip install bt
IB-insync (π₯25 Β· β 1.5K) - Python sync/async framework for Interactive Brokers API. BSD-2
-
GitHub (π¨βπ» 28 Β· π 430 Β· π 330 - 2% open Β· β±οΈ 08.07.2021):
git clone https://github.com/erdewit/ib_insync
-
PyPi (π₯ 13K / month Β· π¦ 12 Β· β±οΈ 26.04.2021):
pip install ib_insync
-
Conda (π₯ 11K Β· β±οΈ 25.02.2021):
conda install -c conda-forge ib-insync
ffn (π₯25 Β· β 900) - ffn - a financial function library for Python. MIT
-
GitHub (π¨βπ» 26 Β· π 200 Β· π¦ 130 Β· π 94 - 19% open Β· β±οΈ 24.04.2021):
git clone https://github.com/pmorissette/ffn
-
PyPi (π₯ 29K / month Β· π¦ 42 Β· β±οΈ 21.04.2021):
pip install ffn
empyrical (π₯25 Β· β 810 Β· π€) - Common financial risk and performance metrics. Used by zipline.. Apache-2
-
GitHub (π¨βπ» 22 Β· π 270 Β· π¦ 660 Β· π 53 - 50% open Β· β±οΈ 14.10.2020):
git clone https://github.com/quantopian/empyrical
-
PyPi (π₯ 54K / month Β· π¦ 220 Β· β±οΈ 13.10.2020):
pip install empyrical
-
Conda (π₯ 12K Β· β±οΈ 14.10.2020):
conda install -c conda-forge empyrical
TensorTrade (π₯23 Β· β 3.3K Β· π) - An open source reinforcement learning framework for.. Apache-2
-
GitHub (π¨βπ» 53 Β· π 770 Β· π¦ 20 Β· π 170 - 10% open Β· β±οΈ 19.06.2021):
git clone https://github.com/tensortrade-org/tensortrade
-
PyPi (π₯ 1.1K / month Β· π¦ 1 Β· β±οΈ 10.05.2021):
pip install tensortrade
Enigma Catalyst (π₯23 Β· β 2.2K Β· π€) - An Algorithmic Trading Library for Crypto-Assets in.. Apache-2
-
GitHub (π¨βπ» 140 Β· π 630 Β· π¦ 23 Β· π 490 - 27% open Β· β±οΈ 28.12.2020):
git clone https://github.com/enigmampc/catalyst
-
PyPi (π₯ 2.4K / month Β· π¦ 2 Β· β±οΈ 11.11.2018):
pip install enigma-catalyst
stockstats (π₯23 Β· β 810 Β· π€) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3
-
GitHub (π¨βπ» 7 Β· π 220 Β· π¦ 280 Β· π 65 - 50% open Β· β±οΈ 17.10.2020):
git clone https://github.com/jealous/stockstats
-
PyPi (π₯ 33K / month Β· π¦ 48 Β· β±οΈ 17.10.2020):
pip install stockstats
Qlib (π₯21 Β· β 5.3K) - Qlib is an AI-oriented quantitative investment platform, which aims to.. MIT
-
GitHub (π¨βπ» 51 Β· π 880 Β· π₯ 260 Β· π¦ 4 Β· π 270 - 30% open Β· β±οΈ 15.07.2021):
git clone https://github.com/microsoft/qlib
-
PyPi (π₯ 4.5K / month Β· β±οΈ 11.07.2021):
pip install pyqlib
finmarketpy (π₯21 Β· β 2.6K) - Python library for backtesting trading strategies & analyzing.. Apache-2
-
GitHub (π¨βπ» 14 Β· π 440 Β· π₯ 39 Β· π¦ 3 Β· π 26 - 88% open Β· β±οΈ 29.06.2021):
git clone https://github.com/cuemacro/finmarketpy
-
PyPi (π₯ 160 / month Β· β±οΈ 01.06.2021):
pip install finmarketpy
tf-quant-finance (π₯20 Β· β 2.7K) - High-performance TensorFlow library for quantitative.. Apache-2
-
GitHub (π¨βπ» 33 Β· π 360 Β· π¦ 7 Β· π 34 - 52% open Β· β±οΈ 14.07.2021):
git clone https://github.com/google/tf-quant-finance
-
PyPi (π₯ 280 / month Β· β±οΈ 13.07.2021):
pip install tf-quant-finance
Crypto Signals (π₯19 Β· β 3.2K) - Github.com/CryptoSignal - #1 Quant Trading & Technical Analysis.. MIT
-
GitHub (π¨βπ» 28 Β· π 840 Β· π 240 - 17% open Β· β±οΈ 28.06.2021):
git clone https://github.com/CryptoSignal/crypto-signal
-
Docker Hub (π₯ 140K Β· β 7 Β· β±οΈ 03.09.2020):
docker pull shadowreaver/crypto-signal
Show 7 hidden projects...
Time Series Data
Libraries for forecasting, anomaly detection, feature extraction, and machine learning on time-series and sequential data.
Prophet (π₯29 Β· β 13K) - Tool for producing high quality forecasts for time series data that has.. MIT
-
GitHub (π¨βπ» 130 Β· π 3.7K Β· π₯ 620 Β· π 1.6K - 6% open Β· β±οΈ 11.05.2021):
git clone https://github.com/facebook/prophet
-
PyPi (π₯ 920K / month Β· π¦ 150 Β· β±οΈ 05.09.2020):
pip install fbprophet
pmdarima (π₯28 Β· β 930) - A statistical library designed to fill the void in Python's time series.. MIT
-
GitHub (π¨βπ» 18 Β· π 170 Β· π¦ 1.2K Β· π 240 - 8% open Β· β±οΈ 07.05.2021):
git clone https://github.com/alkaline-ml/pmdarima
-
PyPi (π₯ 530K / month Β· π¦ 12 Β· β±οΈ 19.04.2021):
pip install pmdarima
tsfresh (π₯27 Β· β 5.8K) - Automatic extraction of relevant features from time series:. MIT
-
GitHub (π¨βπ» 79 Β· π 890 Β· π 470 - 8% open Β· β±οΈ 09.07.2021):
git clone https://github.com/blue-yonder/tsfresh
-
PyPi (π₯ 200K / month Β· π¦ 66 Β· β±οΈ 09.09.2020):
pip install tsfresh
-
Conda (π₯ 37K Β· β±οΈ 07.03.2021):
conda install -c conda-forge tsfresh
sktime (π₯26 Β· β 4.2K) - A unified framework for machine learning with time series. BSD-3
-
GitHub (π¨βπ» 98 Β· π 580 Β· π₯ 63 Β· π¦ 200 Β· π 590 - 37% open Β· β±οΈ 15.07.2021):
git clone https://github.com/alan-turing-institute/sktime
-
PyPi (π₯ 110K / month Β· β±οΈ 12.07.2021):
pip install sktime
tslearn (π₯25 Β· β 1.7K) - A machine learning toolkit dedicated to time-series data. BSD-2
-
GitHub (π¨βπ» 32 Β· π 240 Β· π¦ 260 Β· π 240 - 28% open Β· β±οΈ 18.06.2021):
git clone https://github.com/tslearn-team/tslearn
-
PyPi (π₯ 110K / month Β· π¦ 22 Β· β±οΈ 17.05.2021):
pip install tslearn
-
Conda (π₯ 220K Β· β±οΈ 18.05.2021):
conda install -c conda-forge tslearn
Streamz (π₯24 Β· β 960) - Real-time stream processing for python. BSD-3
-
GitHub (π¨βπ» 41 Β· π 120 Β· π¦ 220 Β· π 230 - 41% open Β· β±οΈ 23.06.2021):
git clone https://github.com/python-streamz/streamz
-
PyPi (π₯ 10K / month Β· π¦ 16 Β· β±οΈ 14.01.2021):
pip install streamz
-
Conda (π₯ 180K Β· β±οΈ 15.01.2021):
conda install -c conda-forge streamz
GluonTS (π₯23 Β· β 2K) - Probabilistic time series modeling in Python. Apache-2
-
GitHub (π¨βπ» 74 Β· π 420 Β· π 630 - 35% open Β· β±οΈ 06.07.2021):
git clone https://github.com/awslabs/gluon-ts
-
PyPi (π₯ 52K / month Β· β±οΈ 05.07.2021):
pip install gluonts
STUMPY (π₯22 Β· β 1.8K) - STUMPY is a powerful and scalable Python library for computing a Matrix.. BSD-3
-
GitHub (π¨βπ» 23 Β· π 180 Β· π 250 - 10% open Β· β±οΈ 14.07.2021):
git clone https://github.com/TDAmeritrade/stumpy
-
PyPi (π₯ 66K / month Β· β±οΈ 04.02.2021):
pip install stumpy
-
Conda (π₯ 25K Β· β±οΈ 05.02.2021):
conda install -c conda-forge stumpy
Darts (π₯22 Β· β 1.2K) - A python library for easy manipulation and forecasting of time series. Apache-2
-
GitHub (π¨βπ» 32 Β· π 140 Β· π¦ 6 Β· π 110 - 20% open Β· β±οΈ 09.07.2021):
git clone https://github.com/unit8co/darts
-
PyPi (π₯ 4.3K / month Β· β±οΈ 09.07.2021):
pip install u8darts
-
Docker Hub (π₯ 130 Β· β±οΈ 22.05.2021):
docker pull unit8/darts
pytorch-forecasting (π₯21 Β· β 1.2K) - Time series forecasting with PyTorch. MIT
-
GitHub (π¨βπ» 18 Β· π 140 Β· π 270 - 28% open Β· β±οΈ 08.07.2021):
git clone https://github.com/jdb78/pytorch-forecasting
-
PyPi (π₯ 10K / month Β· β±οΈ 04.06.2021):
pip install pytorch-forecasting
pyts (π₯20 Β· β 990) - A Python package for time series classification. BSD-3
-
GitHub (π¨βπ» 9 Β· π 100 Β· π¦ 130 Β· π 47 - 59% open Β· β±οΈ 26.05.2021):
git clone https://github.com/johannfaouzi/pyts
-
PyPi (π₯ 16K / month Β· π¦ 4 Β· β±οΈ 21.03.2020):
pip install pyts
-
Conda (π₯ 8K Β· β±οΈ 21.03.2020):
conda install -c conda-forge pyts
seglearn (π₯19 Β· β 460) - Python module for machine learning time series:. BSD-3
-
GitHub (π¨βπ» 13 Β· π 47 Β· π¦ 8 Β· π 28 - 17% open Β· β±οΈ 12.03.2021):
git clone https://github.com/dmbee/seglearn
-
PyPi (π₯ 1.4K / month Β· π¦ 1 Β· β±οΈ 13.03.2021):
pip install seglearn
greykite (π₯17 Β· β 1.2K Β· π£) - A flexible, intuitive and fast forecasting library. BSD-2
-
GitHub (π¨βπ» 5 Β· π 43 Β· π¦ 2 Β· π 28 - 32% open Β· β±οΈ 01.07.2021):
git clone https://github.com/linkedin/greykite
-
PyPi (π₯ 7.9K / month Β· β±οΈ 01.07.2021):
pip install greykite
atspy (π₯16 Β· β 360 Β· π€) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT
-
GitHub (π¨βπ» 5 Β· π 68 Β· π¦ 3 Β· π 20 - 90% open Β· β±οΈ 12.11.2020):
git clone https://github.com/firmai/atspy
-
PyPi (π₯ 690 / month Β· β±οΈ 24.04.2020):
pip install atspy
Show 8 hidden projects...
-
PyFlux (π₯23 Β· β 1.9K Β· π) - Open source time series library for Python.
BSD-3
-
luminol (π₯21 Β· β 940 Β· π) - Anomaly Detection and Correlation library.
Apache-2
-
pydlm (π₯20 Β· β 400 Β· π) - A python library for Bayesian time series modeling.
BSD-3
-
matrixprofile-ts (π₯19 Β· β 640 Β· π) - A Python library for detecting patterns and anomalies..
Apache-2
-
Auto TS (π₯19 Β· β 260) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost..
Apache-2
-
ADTK (π₯18 Β· β 680 Β· π) - A Python toolkit for rule-based/unsupervised anomaly detection in time..
MPL-2.0
-
tick (π₯18 Β· β 350 Β· π) - Module for statistical learning, with a particular emphasis on time-..
BSD-3
-
tsaug (π₯14 Β· β 200 Β· π) - A Python package for time series augmentation.
Apache-2
Medical Data
Libraries for processing and analyzing medical data such as MRIs, EEGs, genomic data, and other medical imaging formats.
NIPYPE (π₯30 Β· β 570) - Workflows and interfaces for neuroimaging packages. Apache-2
-
GitHub (π¨βπ» 220 Β· π 460 Β· π¦ 660 Β· π 1.2K - 27% open Β· β±οΈ 16.06.2021):
git clone https://github.com/nipy/nipype
-
PyPi (π₯ 64K / month Β· π¦ 190 Β· β±οΈ 16.06.2021):
pip install nipype
-
Conda (π₯ 420K Β· β±οΈ 13.07.2021):
conda install -c conda-forge nipype
Lifelines (π₯29 Β· β 1.7K) - Survival analysis in Python. MIT
-
GitHub (π¨βπ» 96 Β· π 430 Β· π¦ 620 Β· π 810 - 25% open Β· β±οΈ 14.07.2021):
git clone https://github.com/CamDavidsonPilon/lifelines
-
PyPi (π₯ 240K / month Β· π¦ 130 Β· β±οΈ 27.05.2021):
pip install lifelines
-
Conda (π₯ 160K Β· β±οΈ 27.05.2021):
conda install -c conda-forge lifelines
NiBabel (π₯29 Β· β 420) - Python package to access a cacophony of neuro-imaging file formats. MIT
-
GitHub (π¨βπ» 92 Β· π 210 Β· π¦ 4.9K Β· π 410 - 27% open Β· β±οΈ 25.06.2021):
git clone https://github.com/nipy/nibabel
-
PyPi (π₯ 160K / month Β· π¦ 1.3K Β· β±οΈ 28.11.2020):
pip install nibabel
-
Conda (π₯ 360K Β· β±οΈ 29.11.2020):
conda install -c conda-forge nibabel
DIPY (π₯28 Β· β 450) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic.. BSD-3
-
GitHub (π¨βπ» 120 Β· π 310 Β· π¦ 400 Β· π 780 - 20% open Β· β±οΈ 07.07.2021):
git clone https://github.com/dipy/dipy
-
PyPi (π₯ 15K / month Β· π¦ 94 Β· β±οΈ 06.05.2021):
pip install dipy
-
Conda (π₯ 240K Β· β±οΈ 06.05.2021):
conda install -c conda-forge dipy
MNE (π₯27 Β· β 1.6K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3
-
GitHub (π¨βπ» 260 Β· π 910 Β· π¦ 1K Β· π 3.7K - 8% open Β· β±οΈ 15.07.2021):
git clone https://github.com/mne-tools/mne-python
-
PyPi (π₯ 41K / month Β· π¦ 200 Β· β±οΈ 27.04.2021):
pip install mne
-
Conda (π₯ 150K Β· β±οΈ 27.04.2021):
conda install -c conda-forge mne
Nilearn (π₯26 Β· β 750) - Machine learning for NeuroImaging in Python. BSD-3
-
GitHub (π¨βπ» 170 Β· π 420 Β· π₯ 5 Β· π¦ 1.1K Β· π 1.6K - 23% open Β· β±οΈ 05.07.2021):
git clone https://github.com/nilearn/nilearn
-
PyPi (π₯ 31K / month Β· π¦ 300 Β· β±οΈ 16.06.2021):
pip install nilearn
-
Conda (π₯ 100K Β· β±οΈ 16.06.2021):
conda install -c conda-forge nilearn
Hail (π₯26 Β· β 730) - Scalable genomic data analysis. MIT
-
GitHub (π¨βπ» 74 Β· π 200 Β· π¦ 43 Β· π 2K - 2% open Β· β±οΈ 15.07.2021):
git clone https://github.com/hail-is/hail
-
PyPi (π₯ 8.6K / month Β· β±οΈ 09.07.2021):
pip install hail
MONAI (π₯24 Β· β 2.1K Β· π) - AI Toolkit for Healthcare Imaging. Apache-2
-
GitHub (π¨βπ» 72 Β· π 400 Β· π¦ 87 Β· π 1.1K - 10% open Β· β±οΈ 14.07.2021):
git clone https://github.com/Project-MONAI/MONAI
-
PyPi (π₯ 9.6K / month Β· β±οΈ 08.07.2021):
pip install monai
NIPY (π₯23 Β· β 300) - Neuroimaging in Python FMRI analysis package. BSD-3
-
GitHub (π¨βπ» 63 Β· π 120 Β· π 150 - 28% open Β· β±οΈ 29.03.2021):
git clone https://github.com/nipy/nipy
-
PyPi (π₯ 1.8K / month Β· π¦ 82 Β· β±οΈ 19.02.2018):
pip install nipy
-
Conda (π₯ 84K Β· β±οΈ 04.05.2020):
conda install -c conda-forge nipy
DeepVariant (π₯20 Β· β 2.3K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3
-
GitHub (π¨βπ» 19 Β· π 550 Β· π₯ 3.4K Β· π 420 - 0% open Β· β±οΈ 31.03.2021):
git clone https://github.com/google/deepvariant
-
Conda (π₯ 31K Β· β±οΈ 30.04.2021):
conda install -c bioconda deepvariant
MedicalTorch (π₯15 Β· β 740) - A medical imaging framework for Pytorch. Apache-2
-
GitHub (π¨βπ» 8 Β· π 110 Β· π¦ 10 Β· π 23 - 60% open Β· β±οΈ 16.04.2021):
git clone https://github.com/perone/medicaltorch
-
PyPi (π₯ 100 / month Β· β±οΈ 24.11.2018):
pip install medicaltorch
Medical Detection Toolkit (π₯13 Β· β 1K) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2
MedicalNet (π₯12 Β· β 1.1K Β· π€) - Many studies have shown that the performance on deep learning is.. MIT
Show 6 hidden projects...
-
NiftyNet (π₯22 Β· β 1.3K Β· π) - [unmaintained] An open-source convolutional neural..
Apache-2
-
MedPy (π₯21 Β· β 360 Β· π) - Medical image processing in Python.
βοΈGPL-3.0
-
DLTK (π₯20 Β· β 1.3K Β· π) - Deep Learning Toolkit for Medical Image Analysis.
Apache-2
-
Brainiak (π₯20 Β· β 250) - Brain Imaging Analysis Kit.
Apache-2
-
Glow (π₯20 Β· β 170) - An open-source toolkit for large-scale genomic analysis.
Apache-2
-
DeepNeuro (π₯14 Β· β 100 Β· π) - A deep learning python package for neuroimaging data. Made by:.
MIT
Tabular Data
Libraries for processing tabular and structured data.
carefree-learn (π₯17 Β· β 340) - Tabular Datasets PyTorch. MIT
-
GitHub (π¨βπ» 1 Β· π 28 Β· π¦ 2 Β· π 79 - 5% open Β· β±οΈ 12.04.2021):
git clone https://github.com/carefree0910/carefree-learn
-
PyPi (π₯ 320 / month Β· β±οΈ 18.03.2021):
pip install carefree-learn
pytorch_tabular (π₯15 Β· β 360) - A standard framework for modelling Deep Learning Models.. MIT
-
GitHub (π¨βπ» 2 Β· π 30 Β· π 28 - 42% open Β· β±οΈ 09.07.2021):
git clone https://github.com/manujosephv/pytorch_tabular
-
PyPi (π₯ 1.1K / month Β· β±οΈ 20.06.2021):
pip install pytorch_tabular
deltapy (π₯13 Β· β 360) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT
-
GitHub (π¨βπ» 4 Β· π 33 Β· π¦ 2 Β· β±οΈ 21.01.2021):
git clone https://github.com/firmai/deltapy
-
PyPi (π₯ 81 / month Β· β±οΈ 09.04.2020):
pip install deltapy
Optical Character Recognition
Libraries for optical character recognition (OCR) and text extraction from images or videos.
Tesseract (π₯30 Β· β 3.7K) - Python-tesseract is an optical character recognition (OCR) tool.. Apache-2
-
GitHub (π¨βπ» 38 Β· π 540 Β· π 270 - 3% open Β· β±οΈ 13.07.2021):
git clone https://github.com/madmaze/pytesseract
-
PyPi (π₯ 1.4M / month Β· π¦ 1.4K Β· β±οΈ 28.06.2021):
pip install pytesseract
-
Conda (π₯ 460K Β· β±οΈ 05.06.2021):
conda install -c conda-forge pytesseract
EasyOCR (π₯29 Β· β 12K) - Ready-to-use OCR with 80+ supported languages and all popular writing.. Apache-2
-
GitHub (π¨βπ» 80 Β· π 1.4K Β· π₯ 380K Β· π¦ 350 Β· π 360 - 30% open Β· β±οΈ 02.07.2021):
git clone https://github.com/JaidedAI/EasyOCR
-
PyPi (π₯ 53K / month Β· β±οΈ 30.05.2021):
pip install easyocr
tesserocr (π₯28 Β· β 1.5K) - A Python wrapper for the tesseract-ocr API. MIT
-
GitHub (π¨βπ» 26 Β· π 200 Β· π¦ 530 Β· π 210 - 28% open Β· β±οΈ 19.06.2021):
git clone https://github.com/sirfz/tesserocr
-
PyPi (π₯ 66K / month Β· π¦ 100 Β· β±οΈ 19.06.2021):
pip install tesserocr
-
Conda (π₯ 52K Β· β±οΈ 13.01.2021):
conda install -c conda-forge tesserocr
PaddleOCR (π₯27 Β· β 13K) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2
-
GitHub (π¨βπ» 56 Β· π 2.7K Β· π¦ 220 Β· π 2.3K - 29% open Β· β±οΈ 09.07.2021):
git clone https://github.com/PaddlePaddle/PaddleOCR
-
PyPi (π₯ 33K / month Β· β±οΈ 13.04.2021):
pip install paddleocr
OCRmyPDF (π₯26 Β· β 4.6K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0
-
GitHub (π¨βπ» 55 Β· π 460 Β· π 720 - 12% open Β· β±οΈ 14.07.2021):
git clone https://github.com/jbarlow83/OCRmyPDF
-
PyPi (π₯ 17K / month Β· π¦ 12 Β· β±οΈ 14.07.2021):
pip install ocrmypdf
keras-ocr (π₯21 Β· β 880) - A packaged and flexible version of the CRAFT text detector and.. MIT
-
GitHub (π¨βπ» 10 Β· π 220 Β· π₯ 62K Β· π 140 - 29% open Β· β±οΈ 18.06.2021):
git clone https://github.com/faustomorales/keras-ocr
-
PyPi (π₯ 6K / month Β· π¦ 2 Β· β±οΈ 14.06.2021):
pip install keras-ocr
attention-ocr (π₯21 Β· β 870 Β· π€) - A Tensorflow model for text recognition (CNN + seq2seq.. MIT
-
GitHub (π¨βπ» 27 Β· π 230 Β· π¦ 17 Β· π 150 - 14% open Β· β±οΈ 31.10.2020):
git clone https://github.com/emedvedev/attention-ocr
-
PyPi (π₯ 1.4K / month Β· β±οΈ 19.04.2019):
pip install aocr
calamari (π₯19 Β· β 850) - Line based ATR Engine based on OCRopy. Apache-2
-
GitHub (π¨βπ» 18 Β· π 180 Β· π 210 - 15% open Β· β±οΈ 01.07.2021):
git clone https://github.com/Calamari-OCR/calamari
-
PyPi (π₯ 980 / month Β· π¦ 2 Β· β±οΈ 13.11.2018):
pip install calamari_ocr
doc2text (π₯18 Β· β 1.2K Β· π€) - Detect text blocks and OCR poorly scanned PDFs in bulk. Python.. MIT
-
GitHub (π¨βπ» 5 Β· π 100 Β· π¦ 41 Β· π 23 - 60% open Β· β±οΈ 01.12.2020):
git clone https://github.com/jlsutherland/doc2text
-
PyPi (π₯ 570 / month Β· β±οΈ 06.09.2016):
pip install doc2text
Show 2 hidden projects...
-
pdftabextract (π₯19 Β· β 1.9K Β· π) - A set of tools for extracting tables from PDF files..
Apache-2
-
Mozart (π₯11 Β· β 280) - An optical music recognition (OMR) system. Converts sheet music..
Apache-2
Data Containers & Structures
General-purpose data containers & structures as well as utilities & extensions for pandas.
pandas (π₯43 Β· β 30K) - Flexible and powerful data analysis / manipulation library for.. BSD-3
-
GitHub (π¨βπ» 2.7K Β· π 13K Β· π₯ 110K Β· π¦ 490K Β· π 21K - 17% open Β· β±οΈ 15.07.2021):
git clone https://github.com/pandas-dev/pandas
-
PyPi (π₯ 56M / month Β· π¦ 77K Β· β±οΈ 02.07.2021):
pip install pandas
-
Conda (π₯ 18M Β· β±οΈ 02.07.2021):
conda install -c conda-forge pandas
numpy (π₯38 Β· β 18K) - The fundamental package for scientific computing with Python. BSD-3
-
GitHub (π¨βπ» 1.3K Β· π 5.6K Β· π₯ 370K Β· π¦ 770K Β· π 10K - 23% open Β· β±οΈ 14.07.2021):
git clone https://github.com/numpy/numpy
-
PyPi (π₯ 80M / month Β· π¦ 170K Β· β±οΈ 22.06.2021):
pip install numpy
-
Conda (π₯ 21M Β· β±οΈ 23.06.2021):
conda install -c conda-forge numpy
Arrow (π₯37 Β· β 8.1K) - Apache Arrow is a multi-language toolbox for accelerated data.. Apache-2
-
GitHub (π¨βπ» 700 Β· π 2K Β· π¦ 47 Β· π 790 - 21% open Β· β±οΈ 15.07.2021):
git clone https://github.com/apache/arrow
-
PyPi (π₯ 25M / month Β· π¦ 990 Β· β±οΈ 30.05.2021):
pip install pyarrow
-
Conda (π₯ 670K Β· β±οΈ 24.06.2021):
conda install -c conda-forge arrow
h5py (π₯36 Β· β 1.5K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
-
GitHub (π¨βπ» 160 Β· π 410 Β· π₯ 1.2K Β· π¦ 120K Β· π 1.2K - 17% open Β· β±οΈ 08.07.2021):
git clone https://github.com/h5py/h5py
-
PyPi (π₯ 12M / month Β· π¦ 23K Β· β±οΈ 22.06.2021):
pip install h5py
-
Conda (π₯ 5.6M Β· β±οΈ 23.06.2021):
conda install -c conda-forge h5py
numexpr (π₯31 Β· β 1.6K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT
-
GitHub (π¨βπ» 57 Β· π 170 Β· π 310 - 17% open Β· β±οΈ 03.03.2021):
git clone https://github.com/pydata/numexpr
-
PyPi (π₯ 1.4M / month Β· π¦ 5.5K Β· β±οΈ 03.03.2021):
pip install numexpr
-
Conda (π₯ 2.7M Β· β±οΈ 05.03.2021):
conda install -c conda-forge numexpr
xarray (π₯30 Β· β 2.1K) - N-D labeled arrays and datasets in Python. Apache-2
-
GitHub (π¨βπ» 320 Β· π 680 Β· π¦ 6.9K Β· π 2.9K - 28% open Β· β±οΈ 15.07.2021):
git clone https://github.com/pydata/xarray
-
PyPi (π₯ 1.1M / month Β· π¦ 1.1K Β· β±οΈ 19.05.2021):
pip install xarray
-
Conda (π₯ 3.5M Β· β±οΈ 20.05.2021):
conda install -c conda-forge xarray
Bottleneck (π₯30 Β· β 630) - Fast NumPy array functions written in C. BSD-2
-
GitHub (π¨βπ» 21 Β· π 73 Β· π¦ 24K Β· π 210 - 15% open Β· β±οΈ 24.01.2021):
git clone https://github.com/pydata/bottleneck
-
PyPi (π₯ 620K / month Β· π¦ 2.9K Β· β±οΈ 21.02.2020):
pip install Bottleneck
-
Conda (π₯ 1.6M Β· β±οΈ 21.01.2021):
conda install -c conda-forge bottleneck
Modin (π₯29 Β· β 6.2K) - Modin: Speed up your Pandas workflows by changing a single line of.. Apache-2
-
GitHub (π¨βπ» 78 Β· π 440 Β· π₯ 200K Β· π¦ 410 Β· π 1.9K - 30% open Β· β±οΈ 15.07.2021):
git clone https://github.com/modin-project/modin
-
PyPi (π₯ 110K / month Β· π¦ 18 Β· β±οΈ 13.07.2021):
pip install modin
TinyDB (π₯29 Β· β 4.4K) - TinyDB is a lightweight document oriented database optimized for your.. MIT
-
GitHub (π¨βπ» 67 Β· π 390 Β· π 270 - 4% open Β· β±οΈ 28.06.2021):
git clone https://github.com/msiemens/tinydb
-
PyPi (π₯ 280K / month Β· π¦ 1.1K Β· β±οΈ 26.06.2021):
pip install tinydb
-
Conda (π₯ 130K Β· β±οΈ 11.02.2021):
conda install -c conda-forge tinydb
Koalas (π₯29 Β· β 2.9K) - Koalas: pandas API on Apache Spark. Apache-2
-
GitHub (π¨βπ» 50 Β· π 320 Β· π₯ 1K Β· π¦ 100 Β· π 570 - 21% open Β· β±οΈ 18.06.2021):
git clone https://github.com/databricks/koalas
-
PyPi (π₯ 3.3M / month Β· π¦ 2 Β· β±οΈ 18.06.2021):
pip install koalas
-
Conda (π₯ 93K Β· β±οΈ 18.06.2021):
conda install -c conda-forge koalas
PyTables (π₯28 Β· β 1K) - A Python package to manage extremely large amounts of data. BSD-3
-
GitHub (π¨βπ» 98 Β· π 200 Β· π₯ 160 Β· π 620 - 27% open Β· β±οΈ 20.03.2021):
git clone https://github.com/PyTables/PyTables
-
PyPi (π₯ 760K / month Β· π¦ 3.8K Β· β±οΈ 30.10.2019):
pip install tables
-
Conda (π₯ 2.8M Β· β±οΈ 14.01.2021):
conda install -c conda-forge pytables
swifter (π₯26 Β· β 1.7K) - A package which efficiently applies any function to a pandas.. MIT
-
GitHub (π¨βπ» 14 Β· π 83 Β· π¦ 350 Β· π 100 - 18% open Β· β±οΈ 25.06.2021):
git clone https://github.com/jmcarpenter2/swifter
-
PyPi (π₯ 82K / month Β· π¦ 32 Β· β±οΈ 25.06.2021):
pip install swifter
-
Conda (π₯ 110K Β· β±οΈ 26.06.2021):
conda install -c conda-forge swifter
datasketch (π₯26 Β· β 1.5K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
-
GitHub (π¨βπ» 18 Β· π 210 Β· π₯ 18 Β· π¦ 300 Β· π 120 - 19% open Β· β±οΈ 02.06.2021):
git clone https://github.com/ekzhu/datasketch
-
PyPi (π₯ 280K / month Β· π¦ 86 Β· β±οΈ 23.12.2020):
pip install datasketch
zarr (π₯26 Β· β 730) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
-
GitHub (π¨βπ» 45 Β· π 120 Β· π¦ 760 Β· π 440 - 44% open Β· β±οΈ 02.07.2021):
git clone https://github.com/zarr-developers/zarr-python
-
PyPi (π₯ 44K / month Β· π¦ 72 Β· β±οΈ 20.05.2021):
pip install zarr
-
Conda (π₯ 820K Β· β±οΈ 21.05.2021):
conda install -c conda-forge zarr
Vaex (π₯25 Β· β 6.4K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualize and.. MIT
-
GitHub (π¨βπ» 47 Β· π 500 Β· π₯ 220 Β· π 830 - 38% open Β· β±οΈ 11.07.2021):
git clone https://github.com/vaexio/vaex
-
PyPi (π₯ 19K / month Β· π¦ 4 Β· β±οΈ 17.06.2021):
pip install vaex
-
Conda (π₯ 110K Β· β±οΈ 18.06.2021):
conda install -c conda-forge vaex
PandaralΒ·lel (π₯25 Β· β 1.6K) - A simple and efficient tool to parallelize Pandas.. BSD-3
-
GitHub (π¨βπ» 14 Β· π 110 Β· π¦ 250 Β· π 130 - 56% open Β· β±οΈ 04.02.2021):
git clone https://github.com/nalepae/pandarallel
-
PyPi (π₯ 130K / month Β· β±οΈ 04.02.2021):
pip install pandarallel
bcolz (π₯25 Β· β 920 Β· π€) - A columnar data container that can be compressed. BSD-3
-
GitHub (π¨βπ» 33 Β· π 120 Β· π¦ 1.6K Β· π 250 - 50% open Β· β±οΈ 10.09.2020):
git clone https://github.com/Blosc/bcolz
-
PyPi (π₯ 27K / month Β· π¦ 970 Β· β±οΈ 13.04.2018):
pip install bcolz
-
Conda (π₯ 250K Β· β±οΈ 05.11.2019):
conda install -c conda-forge bcolz
Arctic (π₯23 Β· β 2.3K) - Arctic is a high performance datastore for numeric data. βοΈLGPL-2.1
-
GitHub (π¨βπ» 71 Β· π 460 Β· π₯ 150 Β· π¦ 120 Β· π 520 - 16% open Β· β±οΈ 16.04.2021):
git clone https://github.com/man-group/arctic
-
PyPi (π₯ 3.7K / month Β· π¦ 42 Β· β±οΈ 01.12.2020):
pip install arctic
-
Conda (π₯ 14K Β· β±οΈ 16.12.2019):
conda install -c conda-forge arctic
polars (π₯23 Β· β 2K) - Fast multi-threaded DataFrame library in Rust and Python. MIT
-
GitHub (π¨βπ» 33 Β· π 110 Β· π¦ 3 Β· π 400 - 9% open Β· β±οΈ 15.07.2021):
git clone https://github.com/pola-rs/polars
-
PyPi (π₯ 6.8K / month Β· β±οΈ 15.07.2021):
pip install polars
datatable (π₯21 Β· β 1.2K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0
-
GitHub (π¨βπ» 29 Β· π 110 Β· π₯ 1.1K Β· π 1.3K - 9% open Β· β±οΈ 15.07.2021):
git clone https://github.com/h2oai/datatable
-
PyPi (π₯ 58K / month Β· π¦ 6 Β· β±οΈ 01.07.2021):
pip install datatable
Bounter (π₯18 Β· β 920) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT
-
GitHub (π¨βπ» 8 Β· π 48 Β· π¦ 24 Β· π 21 - 57% open Β· β±οΈ 24.05.2021):
git clone https://github.com/RaRe-Technologies/bounter
-
PyPi (π₯ 140 / month Β· π¦ 14 Β· β±οΈ 17.08.2020):
pip install bounter
PandaPy (π₯14 Β· β 480 Β· π€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT
-
GitHub (π¨βπ» 3 Β· π 49 Β· π¦ 1 Β· π 3 - 66% open Β· β±οΈ 12.11.2020):
git clone https://github.com/firmai/pandapy
-
PyPi (π₯ 66 / month Β· β±οΈ 25.01.2020):
pip install pandapy
Show 7 hidden projects...
-
Blaze (π₯28 Β· β 3K Β· π) - NumPy and Pandas interface to Big Data.
BSD-3
-
sklearn-pandas (π₯28 Β· β 2.5K) - Pandas integration with sklearn.
βοΈZlib
-
pandasql (π₯24 Β· β 1K Β· π) - sqldf for pandas.
MIT
-
pickleDB (π₯21 Β· β 570 Β· π) - pickleDB is an open source key-value store using Python's json..
BSD-3
-
Pandas Summary (π₯21 Β· β 360 Β· π) - An extension to pandas dataframes describe function.
MIT
-
StaticFrame (π₯21 Β· β 230) - Immutable and grow-only Pandas-like DataFrames with a more explicit..
MIT
-
fletcher (π₯18 Β· β 210) - Pandas ExtensionDType/Array backed by Apache Arrow.
MIT
Data Loading & Extraction
Libraries for loading, collecting, and extracting data from a variety of data sources and formats.
πΒ best-of-python - Data Extraction ( β 1.7K Β· π£) - Collection of data-loading and -extraction libraries.
Web Scraping & Crawling
Libraries for web scraping, crawling, downloading, and mining as well as libraries.
πΒ best-of-web-python - Web Scraping ( β 1.3K Β· π£) - Collection of web-scraping and crawling libraries.
Data Pipelines & Streaming
Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.
Celery (π₯40 Β· β 18K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
-
GitHub (π¨βπ» 1.1K Β· π 4K Β· π¦ 55K Β· π 4.5K - 11% open Β· β±οΈ 14.07.2021):
git clone https://github.com/celery/celery
-
PyPi (π₯ 5M / month Β· π¦ 28K Β· β±οΈ 28.06.2021):
pip install celery
-
Conda (π₯ 540K Β· β±οΈ 29.06.2021):
conda install -c conda-forge celery
joblib (π₯36 Β· β 2.5K) - Computing with Python functions. BSD-3
-
GitHub (π¨βπ» 100 Β· π 290 Β· π¦ 120K Β· π 660 - 44% open Β· β±οΈ 11.06.2021):
git clone https://github.com/joblib/joblib
-
PyPi (π₯ 27M / month Β· π¦ 6.6K Β· β±οΈ 09.02.2021):
pip install joblib
-
Conda (π₯ 4.6M Β· β±οΈ 09.02.2021):
conda install -c conda-forge joblib
luigi (π₯34 Β· β 15K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
-
GitHub (π¨βπ» 560 Β· π 2.3K Β· π¦ 1.5K Β· π 930 - 9% open Β· β±οΈ 07.07.2021):
git clone https://github.com/spotify/luigi
-
PyPi (π₯ 750K / month Β· π¦ 680 Β· β±οΈ 23.09.2020):
pip install luigi
-
Conda (π₯ 7.4K Β· β±οΈ 17.04.2021):
conda install -c anaconda luigi
rq (π₯34 Β· β 7.8K) - Simple job queues for Python. BSD-3
-
GitHub (π¨βπ» 240 Β· π 1.2K Β· π¦ 8.3K Β· π 880 - 17% open Β· β±οΈ 15.07.2021):
git clone https://github.com/rq/rq
-
PyPi (π₯ 490K / month Β· π¦ 3.3K Β· β±οΈ 30.06.2021):
pip install rq
-
Conda (π₯ 56K Β· β±οΈ 30.06.2021):
conda install -c conda-forge rq
Airflow (π₯33 Β· β 23K Β· π) - Platform to programmatically author, schedule, and monitor.. Apache-2
-
GitHub (π¨βπ» 1.9K Β· π 8.8K Β· π₯ 150K Β· π 3.8K - 26% open Β· β±οΈ 15.07.2021):
git clone https://github.com/apache/airflow
-
PyPi (π₯ 3M / month Β· π¦ 290 Β· β±οΈ 14.07.2021):
pip install apache-airflow
-
Conda (π₯ 360K Β· β±οΈ 04.07.2021):
conda install -c conda-forge airflow
-
Docker Hub (π₯ 30M Β· β 270 Β· β±οΈ 15.07.2021):
docker pull apache/airflow
Beam (π₯32 Β· β 4.9K) - Unified programming model to define and execute data processing.. Apache-2
-
GitHub (π¨βπ» 1.1K Β· π 3.1K Β· β±οΈ 14.07.2021):
git clone https://github.com/apache/beam
-
PyPi (π₯ 3M / month Β· π¦ 190 Β· β±οΈ 08.07.2021):
pip install apache-beam
Prefect (π₯31 Β· β 6.5K) - The easiest way to automate your data. Apache-2
-
GitHub (π¨βπ» 220 Β· π 620 Β· π¦ 380 Β· π 1.8K - 19% open Β· β±οΈ 14.07.2021):
git clone https://github.com/PrefectHQ/prefect
-
PyPi (π₯ 100K / month Β· π¦ 2 Β· β±οΈ 12.07.2021):
pip install prefect
-
Conda (π₯ 110K Β· β±οΈ 13.07.2021):
conda install -c conda-forge prefect
dbt (π₯31 Β· β 3.2K) - dbt (data build tool) enables data analysts and engineers to transform.. Apache-2
-
GitHub (π¨βπ» 160 Β· π 610 Β· π¦ 320 Β· π 2K - 17% open Β· β±οΈ 09.07.2021):
git clone https://github.com/fishtown-analytics/dbt
-
PyPi (π₯ 950K / month Β· π¦ 18 Β· β±οΈ 12.07.2021):
pip install dbt
-
Conda (π₯ 170K Β· β±οΈ 04.05.2021):
conda install -c conda-forge dbt
Dagster (π₯30 Β· β 3.6K) - A data orchestrator for machine learning, analytics, and ETL. Apache-2
-
GitHub (π¨βπ» 150 Β· π 400 Β· π¦ 200 Β· π 3K - 20% open Β· β±οΈ 15.07.2021):
git clone https://github.com/dagster-io/dagster
-
PyPi (π₯ 300K / month Β· π¦ 4 Β· β±οΈ 09.07.2021):
pip install dagster
-
Conda (π₯ 320K Β· β±οΈ 25.06.2021):
conda install -c conda-forge dagster
faust (π₯29 Β· β 5.7K Β· π€) - Python Stream Processing. BSD-3
-
GitHub (π¨βπ» 91 Β· π 470 Β· π¦ 800 Β· π 460 - 50% open Β· β±οΈ 09.10.2020):
git clone https://github.com/robinhood/faust
-
PyPi (π₯ 1.1M / month Β· π¦ 28 Β· β±οΈ 25.02.2020):
pip install faust
Kedro (π₯29 Β· β 4.1K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2
-
GitHub (π¨βπ» 110 Β· π 470 Β· π¦ 510 Β· π 500 - 7% open Β· β±οΈ 13.07.2021):
git clone https://github.com/quantumblacklabs/kedro
-
PyPi (π₯ 210K / month Β· π¦ 16 Β· β±οΈ 16.06.2021):
pip install kedro
mrjob (π₯29 Β· β 2.6K Β· π€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
-
GitHub (π¨βπ» 140 Β· π 590 Β· π¦ 790 Β· π 1.3K - 15% open Β· β±οΈ 16.11.2020):
git clone https://github.com/Yelp/mrjob
-
PyPi (π₯ 110K / month Β· π¦ 110 Β· β±οΈ 17.09.2020):
pip install mrjob
-
Conda (π₯ 380K Β· β±οΈ 24.12.2020):
conda install -c conda-forge mrjob
huey (π₯28 Β· β 3.6K) - a little task queue for python. MIT
-
GitHub (π¨βπ» 65 Β· π 310 Β· π¦ 750 Β· β±οΈ 23.06.2021):
git clone https://github.com/coleifer/huey
-
PyPi (π₯ 42K / month Β· π¦ 290 Β· β±οΈ 20.04.2021):
pip install huey
-
Conda (π₯ 20K Β· β±οΈ 16.10.2019):
conda install -c conda-forge huey
mleap (π₯28 Β· β 1.3K) - MLeap: Deploy ML Pipelines to Production. Apache-2
-
GitHub (π¨βπ» 67 Β· π 280 Β· π¦ 150 Β· π 430 - 20% open Β· β±οΈ 17.06.2021):
git clone https://github.com/combust/mleap
-
PyPi (π₯ 510K / month Β· π¦ 32 Β· β±οΈ 07.05.2021):
pip install mleap
-
Conda (π₯ 36K Β· β±οΈ 10.05.2021):
conda install -c conda-forge mleap
TFX (π₯27 Β· β 1.5K) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2
-
GitHub (π¨βπ» 120 Β· π 460 Β· π 660 - 36% open Β· β±οΈ 15.07.2021):
git clone https://github.com/tensorflow/tfx
-
PyPi (π₯ 850K / month Β· π¦ 4 Β· β±οΈ 09.07.2021):
pip install tfx
petl (π₯27 Β· β 910) - Python Extract Transform and Load Tables of Data. MIT
-
GitHub (π¨βπ» 47 Β· π 150 Β· π¦ 460 Β· π 420 - 16% open Β· β±οΈ 11.06.2021):
git clone https://github.com/petl-developers/petl
-
PyPi (π₯ 36K / month Β· π¦ 110 Β· β±οΈ 27.03.2021):
pip install petl
-
Conda (π₯ 27K Β· β±οΈ 05.04.2021):
conda install -c conda-forge petl
PyFunctional (π₯26 Β· β 1.9K) - Python library for creating data pipelines with chain functional.. MIT
-
GitHub (π¨βπ» 24 Β· π 100 Β· π¦ 300 Β· π 120 - 2% open Β· β±οΈ 06.07.2021):
git clone https://github.com/EntilZha/PyFunctional
-
PyPi (π₯ 73K / month Β· β±οΈ 12.01.2021):
pip install pyfunctional
Activeloop (π₯25 Β· β 3.3K) - Fastest dataset optimization and management for machine and deep.. MPL-2.0
-
GitHub (π¨βπ» 15 Β· π 260 Β· π¦ 130 Β· π 280 - 11% open Β· β±οΈ 14.07.2021):
git clone https://github.com/activeloopai/Hub
-
PyPi (π₯ 2.2K / month Β· π¦ 52 Β· β±οΈ 07.07.2021):
pip install hub
Great Expectations (π₯24 Β· β 4.7K Β· π) - Always know what to expect from your data. Apache-2
-
GitHub (π¨βπ» 210 Β· π 600 Β· π 910 - 11% open Β· β±οΈ 14.07.2021):
git clone https://github.com/great-expectations/great_expectations
-
PyPi (π₯ 940K / month Β· π¦ 6 Β· β±οΈ 09.07.2021):
pip install great_expectations
bonobo (π₯24 Β· β 1.4K) - Extract Transform Load for Python 3.5+. Apache-2
-
GitHub (π¨βπ» 37 Β· π 120 Β· π¦ 120 Β· π 180 - 38% open Β· β±οΈ 10.03.2021):
git clone https://github.com/python-bonobo/bonobo
-
PyPi (π₯ 11K / month Β· π¦ 52 Β· β±οΈ 20.07.2019):
pip install bonobo
streamparse (π₯24 Β· β 1.4K Β· π€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
-
GitHub (π¨βπ» 41 Β· π 220 Β· π¦ 48 Β· π 330 - 20% open Β· β±οΈ 18.12.2020):
git clone https://github.com/Parsely/streamparse
-
PyPi (π₯ 4.2K / month Β· π¦ 52 Β· β±οΈ 07.10.2020):
pip install streamparse
arq (π₯23 Β· β 860) - Fast job queuing and RPC in python with asyncio and redis. MIT
-
GitHub (π¨βπ» 28 Β· π 71 Β· π¦ 64 Β· π 110 - 23% open Β· β±οΈ 06.07.2021):
git clone https://github.com/samuelcolvin/arq
-
PyPi (π₯ 15K / month Β· π¦ 8 Β· β±οΈ 06.07.2021):
pip install arq
Pypeline (π₯22 Β· β 1.2K) - Concurrent data pipelines in Python . MIT
-
GitHub (π¨βπ» 10 Β· π 71 Β· π 51 - 27% open Β· β±οΈ 13.04.2021):
git clone https://github.com/cgarciae/pypeln
-
PyPi (π₯ 27K / month Β· π¦ 10 Β· β±οΈ 05.01.2021):
pip install pypeln
Optimus (π₯22 Β· β 1K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2
-
GitHub (π¨βπ» 24 Β· π 200 Β· π 210 - 18% open Β· β±οΈ 14.07.2021):
git clone https://github.com/hi-primus/optimus
-
PyPi (π₯ 8.4K / month Β· β±οΈ 30.05.2019):
pip install optimuspyspark
TaskTiger (π₯21 Β· β 1.1K) - Python task queue using Redis. MIT
-
GitHub (π¨βπ» 22 Β· π 59 Β· π¦ 20 Β· π 71 - 50% open Β· β±οΈ 14.06.2021):
git clone https://github.com/closeio/tasktiger
-
PyPi (π₯ 1.6K / month Β· π¦ 18 Β· β±οΈ 16.04.2021):
pip install tasktiger
pdpipe (π₯21 Β· β 610) - Easy pipelines for pandas DataFrames. MIT
-
GitHub (π¨βπ» 8 Β· π 28 Β· π¦ 32 Β· π 22 - 31% open Β· β±οΈ 20.06.2021):
git clone https://github.com/pdpipe/pdpipe
-
PyPi (π₯ 2.3K / month Β· β±οΈ 09.11.2020):
pip install pdpipe
ploomber (π₯21 Β· β 330) - Write maintainable, production-ready pipelines using Jupyter or your.. Apache-2
-
GitHub (π¨βπ» 6 Β· π 9 Β· π¦ 13 Β· π 310 - 15% open Β· β±οΈ 11.07.2021):
git clone https://github.com/ploomber/ploomber
-
PyPi (π₯ 3.1K / month Β· β±οΈ 09.07.2021):
pip install ploomber
dpark (π₯20 Β· β 2.7K Β· π€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3
-
GitHub (π¨βπ» 35 Β· π 550 Β· π¦ 3 Β· β±οΈ 25.12.2020):
git clone https://github.com/douban/dpark
-
PyPi (π₯ 110 / month Β· π¦ 1 Β· β±οΈ 27.07.2018):
pip install dpark
mrq (π₯20 Β· β 840 Β· π€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
-
GitHub (π¨βπ» 37 Β· π 110 Β· π¦ 23 Β· π 180 - 33% open Β· β±οΈ 13.12.2020):
git clone https://github.com/pricingassistant/mrq
-
PyPi (π₯ 440 / month Β· π¦ 12 Β· β±οΈ 31.08.2018):
pip install mrq
kale (π₯20 Β· β 400) - Kubeflows superfood for Data Scientists. Apache-2
-
GitHub (π¨βπ» 10 Β· π 74 Β· π¦ 9 Β· π 140 - 57% open Β· β±οΈ 19.05.2021):
git clone https://github.com/kubeflow-kale/kale
-
PyPi (π₯ 1.6K / month Β· β±οΈ 19.05.2021):
pip install kubeflow-kale
Databolt Flow (π₯19 Β· β 920) - Python library for building highly effective data science workflows. MIT
-
GitHub (π¨βπ» 12 Β· π 67 Β· π¦ 13 Β· π 21 - 38% open Β· β±οΈ 28.04.2021):
git clone https://github.com/d6t/d6tflow
-
PyPi (π₯ 290 / month Β· β±οΈ 17.03.2021):
pip install d6tflow
spark-deep-learning (π₯18 Β· β 1.9K) - Deep Learning Pipelines for Apache Spark. Apache-2
riko (π₯18 Β· β 1.6K Β· π€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
-
GitHub (π¨βπ» 18 Β· π 72 Β· π 30 - 73% open Β· β±οΈ 14.08.2020):
git clone https://github.com/nerevu/riko
-
PyPi (π₯ 240 / month Β· π¦ 1 Β· β±οΈ 14.08.2020):
pip install riko
Mara Pipelines (π₯17 Β· β 1.7K) - A lightweight opinionated ETL framework, halfway between plain.. MIT
-
GitHub (π¨βπ» 16 Β· π 80 Β· π¦ 7 Β· π 23 - 47% open Β· β±οΈ 08.03.2021):
git clone https://github.com/mara/mara-pipelines
-
PyPi (π₯ 97 / month Β· β±οΈ 23.01.2021):
pip install mara-pipelines
zenml (π₯17 Β· β 1.2K) - ZenML : MLOps framework to create reproducible ML pipelines for.. Apache-2
-
GitHub (π¨βπ» 13 Β· π 62 Β· π¦ 1 Β· π 47 - 34% open Β· β±οΈ 15.07.2021):
git clone https://github.com/maiot-io/zenml
-
PyPi (π₯ 700 / month Β· β±οΈ 10.06.2021):
pip install zenml
Show 6 hidden projects...
-
dbnd (π₯24 Β· β 190) - DBND is an agile pipeline framework that helps data engineering teams..
Apache-2
-
pysparkling (π₯22 Β· β 240) - A pure Python implementation of Apache Spark's RDD and DStream..
MIT
-
BatchFlow (π₯19 Β· β 160) - BatchFlow helps you conveniently work with random or sequential..
Apache-2
-
flupy (π₯19 Β· β 160) - Fluent data pipelines for python and your shell.
MIT
-
bodywork-core (π₯17 Β· β 260) - MLOps tool for deploying machine learning projects to..
βοΈAGPL-3.0
-
Botflow (π₯16 Β· β 1.2K Β· π) - Python Fast Dataflow programming framework for Data pipeline work(..
BSD-3
Distributed Machine Learning
Libraries that provide capabilities to distribute and parallelize machine learning tasks across large-scale compute infrastructure.
Ray (π₯35 Β· β 17K) - An open source framework that provides a simple, universal API for.. Apache-2
-
GitHub (π¨βπ» 520 Β· π 2.8K Β· π¦ 2.4K Β· π 7.3K - 22% open Β· β±οΈ 15.07.2021):
git clone https://github.com/ray-project/ray
-
PyPi (π₯ 530K / month Β· π¦ 160 Β· β±οΈ 30.06.2021):
pip install ray
dask (π₯34 Β· β 8.6K) - Parallel computing with task scheduling. BSD-3
-
GitHub (π¨βπ» 460 Β· π 1.3K Β· π¦ 29K Β· π 3.9K - 20% open Β· β±οΈ 14.07.2021):
git clone https://github.com/dask/dask
-
PyPi (π₯ 4.8M / month Β· π¦ 3.9K Β· β±οΈ 09.07.2021):
pip install dask
-
Conda (π₯ 3.7M Β· β±οΈ 10.07.2021):
conda install -c conda-forge dask
dask.distributed (π₯32 Β· β 1.2K) - A distributed task scheduler for Dask. BSD-3
-
GitHub (π¨βπ» 240 Β· π 540 Β· π¦ 19K Β· π 2.3K - 37% open Β· β±οΈ 15.07.2021):
git clone https://github.com/dask/distributed
-
PyPi (π₯ 3.9M / month Β· π¦ 1.8K Β· β±οΈ 09.07.2021):
pip install distributed
-
Conda (π₯ 4.7M Β· β±οΈ 10.07.2021):
conda install -c conda-forge distributed
horovod (π₯29 Β· β 11K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2
-
GitHub (π¨βπ» 120 Β· π 1.9K Β· π¦ 400 Β· π 1.8K - 14% open Β· β±οΈ 14.07.2021):
git clone https://github.com/horovod/horovod
-
PyPi (π₯ 47K / month Β· π¦ 40 Β· β±οΈ 10.06.2021):
pip install horovod
Mesh (π₯28 Β· β 1.1K) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2
-
GitHub (π¨βπ» 42 Β· π 170 Β· π¦ 550 Β· π 92 - 85% open Β· β±οΈ 12.07.2021):
git clone https://github.com/tensorflow/mesh
-
PyPi (π₯ 610K / month Β· π¦ 56 Β· β±οΈ 24.03.2021):
pip install mesh-tensorflow
DeepSpeed (π₯26 Β· β 5.2K) - DeepSpeed is a deep learning optimization library that makes.. MIT
-
GitHub (π¨βπ» 58 Β· π 530 Β· π¦ 56 Β· π 570 - 50% open Β· β±οΈ 14.07.2021):
git clone https://github.com/microsoft/DeepSpeed
-
PyPi (π₯ 54K / month Β· β±οΈ 12.07.2021):
pip install deepspeed
-
Docker Hub (π₯ 8.9K Β· β 2 Β· β±οΈ 05.05.2021):
docker pull deepspeed/deepspeed
ipyparallel (π₯26 Β· β 2K) - Interactive Parallel Computing in Python. BSD-3
-
GitHub (π¨βπ» 100 Β· π 800 Β· π¦ 1.6K Β· π 290 - 22% open Β· β±οΈ 10.07.2021):
git clone https://github.com/ipython/ipyparallel
-
PyPi (π₯ 58K / month Β· π¦ 490 Β· β±οΈ 10.07.2021):
pip install ipyparallel
-
Conda (π₯ 470K Β· β±οΈ 22.01.2021):
conda install -c conda-forge ipyparallel
petastorm (π₯26 Β· β 1.2K) - Petastorm library enables single machine or distributed training.. Apache-2
-
GitHub (π¨βπ» 39 Β· π 200 Β· π₯ 310 Β· π¦ 36 Β· π 260 - 53% open Β· β±οΈ 29.06.2021):
git clone https://github.com/uber/petastorm
-
PyPi (π₯ 120K / month Β· β±οΈ 02.06.2021):
pip install petastorm
BigDL (π₯25 Β· β 3.7K) - BigDL: Distributed Deep Learning Framework for Apache Spark. Apache-2
-
GitHub (π¨βπ» 74 Β· π 920 Β· π¦ 26 Β· π 920 - 20% open Β· β±οΈ 12.07.2021):
git clone https://github.com/intel-analytics/BigDL
-
PyPi (π₯ 3.4K / month Β· π¦ 6 Β· β±οΈ 09.07.2021):
pip install bigdl
-
Maven (β±οΈ 20.04.2021):
<dependency>
<groupId>com.intel.analytics.bigdl</groupId>
<artifactId>bigdl-SPARK_2.4</artifactId>
<version>[VERSION]</version>
</dependency>
TensorFlowOnSpark (π₯25 Β· β 3.7K) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2
-
GitHub (π¨βπ» 33 Β· π 940 Β· π 360 - 3% open Β· β±οΈ 07.07.2021):
git clone https://github.com/yahoo/TensorFlowOnSpark
-
PyPi (π₯ 98K / month Β· π¦ 5 Β· β±οΈ 25.05.2021):
pip install tensorflowonspark
Elephas (π₯25 Β· β 1.5K) - Distributed Deep learning with Keras & Spark. MIT keras
-
GitHub (π¨βπ» 27 Β· π 290 Β· π¦ 42 Β· π 150 - 15% open Β· β±οΈ 21.04.2021):
git clone https://github.com/maxpumperla/elephas
-
PyPi (π₯ 19K / month Β· π¦ 3 Β· β±οΈ 21.04.2021):
pip install elephas
dask-ml (π₯25 Β· β 730) - Scalable Machine Learning with Dask. BSD-3
-
GitHub (π¨βπ» 65 Β· π 200 Β· π¦ 440 Β· π 420 - 47% open Β· β±οΈ 23.05.2021):
git clone https://github.com/dask/dask-ml
-
PyPi (π₯ 83K / month Β· π¦ 42 Β· β±οΈ 03.05.2021):
pip install dask-ml
-
Conda (π₯ 230K Β· β±οΈ 03.05.2021):
conda install -c conda-forge dask-ml
mpi4py (π₯25 Β· β 430) - Python bindings for MPI. BSD-3
-
GitHub (π¨βπ» 17 Β· π 67 Β· π₯ 1.2K Β· π 31 - 22% open Β· β±οΈ 09.07.2021):
git clone https://github.com/mpi4py/mpi4py
-
PyPi (π₯ 110K / month Β· π¦ 750 Β· β±οΈ 04.11.2019):
pip install mpi4py
-
Conda (π₯ 700K Β· β±οΈ 29.06.2021):
conda install -c conda-forge mpi4py
FairScale (π₯24 Β· β 1.3K) - PyTorch extensions for high performance and large scale training. BSD-3
-
GitHub (π¨βπ» 36 Β· π 94 Β· π¦ 39 Β· π 190 - 23% open Β· β±οΈ 12.07.2021):
git clone https://github.com/facebookresearch/fairscale
-
PyPi (π₯ 13K / month Β· β±οΈ 12.07.2021):
pip install fairscale
metrics (π₯24 Β· β 380) - Machine learning metrics for distributed, scalable PyTorch.. Apache-2
-
GitHub (π¨βπ» 70 Β· π 66 Β· π₯ 140 Β· π¦ 440 Β· π 120 - 22% open Β· β±οΈ 14.07.2021):
git clone https://github.com/PyTorchLightning/metrics
-
PyPi (π₯ 3K / month Β· π¦ 12 Β· β±οΈ 28.04.2018):
pip install metrics
analytics-zoo (π₯23 Β· β 2.3K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2
-
GitHub (π¨βπ» 100 Β· π 680 Β· π¦ 2 Β· π 1.2K - 42% open Β· β±οΈ 15.07.2021):
git clone https://github.com/intel-analytics/analytics-zoo
-
PyPi (π₯ 1.7K / month Β· β±οΈ 15.07.2021):
pip install analytics-zoo
MMLSpark (π₯22 Β· β 2.4K) - Microsoft Machine Learning for Apache Spark. MIT
-
GitHub (π¨βπ» 68 Β· π 540 Β· π 460 - 46% open Β· β±οΈ 14.07.2021):
git clone https://github.com/Azure/mmlspark
-
PyPi (π₯ 29K / month Β· β±οΈ 18.03.2020):
pip install mmlspark
Submit it (π₯21 Β· β 420) - Python 3.6+ toolbox for submitting jobs to Slurm. MIT
-
GitHub (π¨βπ» 14 Β· π 33 Β· π¦ 180 Β· π 47 - 46% open Β· β±οΈ 12.07.2021):
git clone https://github.com/facebookincubator/submitit
-
PyPi (π₯ 5.4K / month Β· β±οΈ 08.04.2021):
pip install submitit
-
Conda (π₯ 3.3K Β· β±οΈ 10.02.2021):
conda install -c conda-forge submitit
BytePS (π₯19 Β· β 2.9K) - A high performance and generic framework for distributed DNN training. Apache-2
-
GitHub (π¨βπ» 19 Β· π 400 Β· π 240 - 37% open Β· β±οΈ 26.06.2021):
git clone https://github.com/bytedance/byteps
-
PyPi (π₯ 270 / month Β· β±οΈ 04.11.2020):
pip install byteps
-
Docker Hub (π₯ 1.1K Β· β±οΈ 03.03.2020):
docker pull bytepsimage/tensorflow
Apache Singa (π₯19 Β· β 2.3K) - a distributed deep learning platform. Apache-2
-
GitHub (π¨βπ» 76 Β· π 640 Β· π¦ 1 Β· π 78 - 51% open Β· β±οΈ 11.07.2021):
git clone https://github.com/apache/singa
-
Conda (π₯ 270 Β· β±οΈ 11.07.2021):
conda install -c nusdbsystem singa
-
Docker Hub (π₯ 170 Β· β 2 Β· β±οΈ 04.06.2019):
docker pull apache/singa
Fiber (π₯19 Β· β 910) - Distributed Computing for AI Made Simple. Apache-2
-
GitHub (π¨βπ» 5 Β· π 100 Β· π¦ 28 Β· π 28 - 71% open Β· β±οΈ 15.03.2021):
git clone https://github.com/uber/fiber
-
PyPi (π₯ 1.5K / month Β· π¦ 1 Β· β±οΈ 09.07.2020):
pip install fiber
Hivemind (π₯19 Β· β 720) - Decentralized deep learning in PyTorch. Built to train models on.. MIT
-
GitHub (π¨βπ» 17 Β· π 42 Β· π¦ 3 Β· π 94 - 45% open Β· β±οΈ 15.07.2021):
git clone https://github.com/learning-at-home/hivemind
-
PyPi (π₯ 270 / month Β· π¦ 1 Β· β±οΈ 22.06.2021):
pip install hivemind
Show 7 hidden projects...
-
DEAP (π₯28 Β· β 4.3K) - Distributed Evolutionary Algorithms in Python.
βοΈLGPL-3.0
-
TensorFrames (π₯20 Β· β 760 Β· π) - [DEPRECATED] Tensorflow wrapper for DataFrames on..
Apache-2
-
sk-dist (π₯19 Β· β 270) - Distributed scikit-learn meta-estimators in PySpark.
Apache-2
-
somoclu (π₯19 Β· β 230) - Massively parallel self-organizing maps: accelerate training on multicore..
MIT
-
launchpad (π₯14 Β· β 200 Β· π£) - Launchpad is a library that simplifies writing..
Apache-2
-
autodist (π₯12 Β· β 100) - Simple Distributed Deep Learning on TensorFlow.
Apache-2
-
LazyCluster (π₯12 Β· β 40 Β· π€) - Distributed machine learning made simple.
Apache-2
Hyperparameter Optimization & AutoML
Libraries for hyperparameter optimization, automl and neural architecture search.
Optuna (π₯32 Β· β 4.8K) - A hyperparameter optimization framework. MIT
-
GitHub (π¨βπ» 140 Β· π 530 Β· π¦ 1.6K Β· π 900 - 18% open Β· β±οΈ 15.07.2021):
git clone https://github.com/optuna/optuna
-
PyPi (π₯ 580K / month Β· π¦ 52 Β· β±οΈ 07.06.2021):
pip install optuna
-
Conda (π₯ 32K Β· β±οΈ 07.06.2021):
conda install -c conda-forge optuna
Hyperopt (π₯31 Β· β 5.7K) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3
-
GitHub (π¨βπ» 89 Β· π 880 Β· π¦ 3.7K Β· π 570 - 60% open Β· β±οΈ 30.06.2021):
git clone https://github.com/hyperopt/hyperopt
-
PyPi (π₯ 1M / month Β· π¦ 500 Β· β±οΈ 07.10.2020):
pip install hyperopt
-
Conda (π₯ 240K Β· β±οΈ 14.10.2020):
conda install -c conda-forge hyperopt
scikit-optimize (π₯30 Β· β 2.1K) - Sequential model-based optimization with a `scipy.optimize`.. BSD-3
-
GitHub (π¨βπ» 74 Β· π 400 Β· π¦ 1.8K Β· π 580 - 35% open Β· β±οΈ 22.06.2021):
git clone https://github.com/scikit-optimize/scikit-optimize
-
PyPi (π₯ 910K / month Β· π¦ 160 Β· β±οΈ 04.09.2020):
pip install scikit-optimize
-
Conda (π₯ 340K Β· β±οΈ 04.09.2020):
conda install -c conda-forge scikit-optimize
AutoKeras (π₯29 Β· β 8.1K) - AutoML library for deep learning. Apache-2
-
GitHub (π¨βπ» 130 Β· π 1.3K Β· π₯ 340 Β· π¦ 200 Β· π 760 - 8% open Β· β±οΈ 30.06.2021):
git clone https://github.com/keras-team/autokeras
-
PyPi (π₯ 33K / month Β· π¦ 14 Β· β±οΈ 17.06.2021):
pip install autokeras
Bayesian Optimization (π₯29 Β· β 5.2K Β· π€) - A Python implementation of global optimization with.. MIT
-
GitHub (π¨βπ» 27 Β· π 1.1K Β· π₯ 63 Β· π¦ 800 Β· π 210 - 20% open Β· β±οΈ 19.12.2020):
git clone https://github.com/fmfn/BayesianOptimization
-
PyPi (π₯ 120K / month Β· π¦ 92 Β· β±οΈ 16.05.2020):
pip install bayesian-optimization
Keras Tuner (π₯29 Β· β 2.3K) - Hyperparameter tuning for humans. Apache-2
-
GitHub (π¨βπ» 35 Β· π 290 Β· π¦ 730 Β· π 340 - 51% open Β· β±οΈ 25.06.2021):
git clone https://github.com/keras-team/keras-tuner
-
PyPi (π₯ 950K / month Β· π¦ 4 Β· β±οΈ 17.06.2021):
pip install keras-tuner
NNI (π₯28 Β· β 9.9K) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT
-
GitHub (π¨βπ» 140 Β· π 1.4K Β· π¦ 130 Β· π 1.3K - 15% open Β· β±οΈ 15.07.2021):
git clone https://github.com/microsoft/nni
-
PyPi (π₯ 15K / month Β· π¦ 16 Β· β±οΈ 15.06.2021):
pip install nni
auto-sklearn (π₯28 Β· β 5.5K) - Automated Machine Learning with scikit-learn. BSD-3
-
GitHub (π¨βπ» 66 Β· π 1K Β· π¦ 180 Β· π 740 - 14% open Β· β±οΈ 14.05.2021):
git clone https://github.com/automl/auto-sklearn
-
PyPi (π₯ 22K / month Β· π¦ 30 Β· β±οΈ 20.04.2021):
pip install auto-sklearn
featuretools (π₯27 Β· β 5.6K) - An open source python library for automated feature engineering. BSD-3
-
GitHub (π¨βπ» 50 Β· π 730 Β· π¦ 790 Β· π 590 - 21% open Β· β±οΈ 12.07.2021):
git clone https://github.com/alteryx/featuretools
-
PyPi (π₯ 230K / month Β· π¦ 70 Β· β±οΈ 11.06.2021):
pip install featuretools
-
Conda (π₯ 58K Β· β±οΈ 29.06.2021):
conda install -c conda-forge featuretools
BoTorch (π₯27 Β· β 2K) - Bayesian optimization in PyTorch. MIT
-
GitHub (π¨βπ» 56 Β· π 210 Β· π¦ 140 Β· π 180 - 21% open Β· β±οΈ 14.07.2021):
git clone https://github.com/pytorch/botorch
-
PyPi (π₯ 71K / month Β· β±οΈ 29.06.2021):
pip install botorch
Ax (π₯27 Β· β 1.5K) - Adaptive Experimentation Platform. MIT
-
GitHub (π¨βπ» 98 Β· π 160 Β· π¦ 190 Β· π 270 - 9% open Β· β±οΈ 15.07.2021):
git clone https://github.com/facebook/Ax
-
PyPi (π₯ 56K / month Β· π¦ 4 Β· β±οΈ 30.06.2021):
pip install ax-platform
AutoGluon (π₯26 Β· β 3.5K) - AutoGluon: AutoML for Text, Image, and Tabular Data. Apache-2
-
GitHub (π¨βπ» 58 Β· π 450 Β· π¦ 61 Β· π 510 - 22% open Β· β±οΈ 12.07.2021):
git clone https://github.com/awslabs/autogluon
-
PyPi (π₯ 25K / month Β· β±οΈ 15.07.2021):
pip install autogluon
nevergrad (π₯26 Β· β 3K) - A Python toolbox for performing gradient-free optimization. MIT
-
GitHub (π¨βπ» 43 Β· π 290 Β· π¦ 200 Β· π 230 - 40% open Β· β±οΈ 12.07.2021):
git clone https://github.com/facebookresearch/nevergrad
-
PyPi (π₯ 29K / month Β· π¦ 14 Β· β±οΈ 04.06.2021):
pip install nevergrad
-
Conda (π₯ 11K Β· β±οΈ 14.06.2021):
conda install -c conda-forge nevergrad
SMAC3 (π₯26 Β· β 590 Β· π€) - Sequential Model-based Algorithm Configuration. BSD-3
-
GitHub (π¨βπ» 30 Β· π 160 Β· π 330 - 23% open Β· β±οΈ 29.10.2020):
git clone https://github.com/automl/SMAC3
-
PyPi (π₯ 29K / month Β· π¦ 58 Β· β±οΈ 29.10.2020):
pip install smac
Hyperas (π₯25 Β· β 2.1K Β· π€) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT
-
GitHub (π¨βπ» 21 Β· π 300 Β· π¦ 210 Β· π 250 - 35% open Β· β±οΈ 22.12.2020):
git clone https://github.com/maxpumperla/hyperas
-
PyPi (π₯ 42K / month Β· π¦ 42 Β· β±οΈ 28.02.2019):
pip install hyperas
GPyOpt (π₯24 Β· β 740 Β· π€) - Gaussian Process Optimization using GPy. BSD-3
-
GitHub (π¨βπ» 49 Β· π 230 Β· π¦ 200 Β· π 290 - 34% open Β· β±οΈ 05.11.2020):
git clone https://github.com/SheffieldML/GPyOpt
-
PyPi (π₯ 14K / month Β· π¦ 36 Β· β±οΈ 19.03.2020):
pip install gpyopt
mljar-supervised (π₯23 Β· β 1.4K) - Automated Machine Learning Pipeline with Feature Engineering.. MIT
-
GitHub (π¨βπ» 9 Β· π 180 Β· π¦ 14 Β· π 400 - 13% open Β· β±οΈ 23.06.2021):
git clone https://github.com/mljar/mljar-supervised
-
PyPi (π₯ 8K / month Β· β±οΈ 08.06.2021):
pip install mljar-supervised
AdaNet (π₯22 Β· β 3.3K Β· π€) - Fast and flexible AutoML with learning guarantees. Apache-2
-
GitHub (π¨βπ» 26 Β· π 510 Β· π¦ 39 Β· π 110 - 58% open Β· β±οΈ 09.07.2020):
git clone https://github.com/tensorflow/adanet
-
PyPi (π₯ 1.2K / month Β· π¦ 2 Β· β±οΈ 09.07.2020):
pip install adanet
Talos (π₯22 Β· β 1.4K) - Hyperparameter Optimization for TensorFlow, Keras and PyTorch. MIT
-
GitHub (π¨βπ» 19 Β· π 240 Β· π¦ 120 Β· π 390 - 10% open Β· β±οΈ 27.05.2021):
git clone https://github.com/autonomio/talos
-
PyPi (π₯ 2.3K / month Β· π¦ 6 Β· β±οΈ 09.11.2020):
pip install talos
lazypredict (π₯22 Β· β 380) - Lazy Predict help build a lot of basic models without much code.. MIT
-
GitHub (π¨βπ» 14 Β· π 84 Β· π¦ 100 Β· π 53 - 43% open Β· β±οΈ 13.07.2021):
git clone https://github.com/shankarpandala/lazypredict
-
PyPi (π₯ 5.1K / month Β· β±οΈ 17.02.2021):
pip install lazypredict
Neuraxle (π₯21 Β· β 430) - A Sklearn-like Framework for Hyperparameter Tuning and AutoML in.. Apache-2
-
GitHub (π¨βπ» 7 Β· π 48 Β· π¦ 21 Β· π 310 - 47% open Β· β±οΈ 12.07.2021):
git clone https://github.com/Neuraxio/Neuraxle
-
PyPi (π₯ 380 / month Β· β±οΈ 29.06.2021):
pip install neuraxle
Dragonfly (π₯18 Β· β 580 Β· π€) - An open source python library for scalable Bayesian optimisation. MIT
-
GitHub (π¨βπ» 12 Β· π 80 Β· π 43 - 60% open Β· β±οΈ 03.07.2020):
git clone https://github.com/dragonfly/dragonfly
-
PyPi (π₯ 24K / month Β· π¦ 2 Β· β±οΈ 03.07.2020):
pip install dragonfly-opt
AlphaPy (π₯17 Β· β 610) - Automated Machine Learning [AutoML] with Python, scikit-learn, Keras,.. Apache-2
-
GitHub (π¨βπ» 3 Β· π 140 Β· π¦ 3 Β· π 38 - 23% open Β· β±οΈ 08.02.2021):
git clone https://github.com/ScottfreeLLC/AlphaPy
-
PyPi (π₯ 160 / month Β· β±οΈ 29.08.2020):
pip install alphapy
HyperparameterHunter (π₯15 Β· β 660) - Easy hyperparameter optimization and automatic result.. MIT
-
GitHub (π¨βπ» 4 Β· π 83 Β· π₯ 330 Β· π 120 - 30% open Β· β±οΈ 20.01.2021):
git clone https://github.com/HunterMcGushion/hyperparameter_hunter
-
PyPi (π₯ 120 / month Β· π¦ 2 Β· β±οΈ 06.08.2019):
pip install hyperparameter-hunter
model_search (π₯11 Β· β 3.1K Β· π£) - AutoML algorithms for model architecture search at scale. Apache-2
Devol (π₯11 Β· β 930 Β· π€) - Genetic neural architecture search with Keras. MIT
Show 21 hidden projects...
-
TPOT (π₯29 Β· β 8.1K) - A Python Automated Machine Learning tool that optimizes machine..
βοΈLGPL-3.0
-
Orion (π₯24 Β· β 190) - Asynchronous Distributed Hyperparameter Optimization.
BSD-3
-
MLBox (π₯22 Β· β 1.2K Β· π€) - MLBox is a powerful Automated Machine Learning python library.
βοΈBSD-1-Clause
-
optunity (π₯21 Β· β 370 Β· π) - optimization routines for hyperparameter tuning.
BSD-3
-
Hyperactive (π₯21 Β· β 280) - A hyperparameter optimization and data collection toolbox for..
MIT
-
Auto ViML (π₯21 Β· β 270) - Automatically Build Multiple ML Models with a Single Line of Code...
Apache-2
-
auto_ml (π₯20 Β· β 1.5K Β· π) - [UNMAINTAINED] Automated machine learning for analytics & production.
MIT
-
HpBandSter (π₯20 Β· β 480 Β· π) - a distributed Hyperband implementation on Steroids.
BSD-3
-
Test Tube (π₯19 Β· β 690 Β· π) - Python library to easily log experiments and parallelize..
MIT
-
sklearn-deap (π₯18 Β· β 640 Β· π) - Use evolutionary algorithms instead of gridsearch in..
MIT
-
Sherpa (π₯18 Β· β 300 Β· π€) - Hyperparameter optimization that enables researchers to..
βοΈGPL-3.0
-
Advisor (π₯17 Β· β 1.4K Β· π) - Open-source implementation of Google Vizier for hyper parameters..
Apache-2
-
automl-gs (π₯16 Β· β 1.7K Β· π) - Provide an input CSV and a target field to predict, generate a..
MIT
-
Xcessiv (π₯16 Β· β 1.3K Β· π) - A web-based application for quick, scalable, and automated..
Apache-2
-
Auto Tune Models (π₯16 Β· β 510 Β· π) - Auto Tune Models - A multi-tenant, multi-data system for..
MIT
-
Parfit (π₯16 Β· β 200 Β· π) - A package for parallelizing the fit and flexibly scoring of..
MIT
-
Auptimizer (π₯15 Β· β 170) - An automatic ML model optimization tool.
βοΈGPL-3.0
-
Hypermax (π₯14 Β· β 96 Β· π€) - Better, faster hyper-parameter optimization.
BSD-3
-
ENAS (π₯13 Β· β 2.5K Β· π) - PyTorch implementation of Efficient Neural Architecture Search via..
Apache-2
-
featurewiz (π₯13 Β· β 67) - Use advanced feature engineering strategies and select the best..
Apache-2
-
Hypertunity (π₯11 Β· β 120 Β· π) - A toolset for black-box hyperparameter optimisation.
Apache-2
Reinforcement Learning
Libraries for building and evaluating reinforcement learning & agent-based systems.
OpenAI Gym (π₯36 Β· β 25K) - A toolkit for developing and comparing reinforcement learning.. MIT
-
GitHub (π¨βπ» 280 Β· π 7K Β· π¦ 22K Β· π 1.4K - 22% open Β· β±οΈ 17.05.2021):
git clone https://github.com/openai/gym
-
PyPi (π₯ 970K / month Β· π¦ 3.6K Β· β±οΈ 18.05.2021):
pip install gym
Dopamine (π₯29 Β· β 9.5K) - Dopamine is a research framework for fast prototyping of.. Apache-2
-
GitHub (π¨βπ» 14 Β· π 1.3K Β· π 160 - 49% open Β· β±οΈ 29.06.2021):
git clone https://github.com/google/dopamine
-
PyPi (π₯ 2.5M / month Β· π¦ 62 Β· β±οΈ 29.06.2021):
pip install dopamine-rl
TF-Agents (π₯28 Β· β 2K) - TF-Agents: A reliable, scalable and easy to use TensorFlow.. Apache-2
-
GitHub (π¨βπ» 97 Β· π 540 Β· π¦ 520 Β· π 480 - 23% open Β· β±οΈ 14.07.2021):
git clone https://github.com/tensorflow/agents
-
PyPi (π₯ 20K / month Β· π¦ 12 Β· β±οΈ 16.05.2021):
pip install tf-agents
TensorLayer (π₯26 Β· β 6.7K) - Deep Learning and Reinforcement Learning Library for.. Apache-2
-
GitHub (π¨βπ» 130 Β· π 1.5K Β· π₯ 1.3K Β· π 450 - 4% open Β· β±οΈ 05.07.2021):
git clone https://github.com/tensorlayer/tensorlayer
-
PyPi (π₯ 2.8K / month Β· π¦ 68 Β· β±οΈ 19.06.2020):
pip install tensorlayer
Stable Baselines (π₯26 Β· β 3.2K) - A fork of OpenAI Baselines, implementations of reinforcement.. MIT
-
GitHub (π¨βπ» 110 Β· π 620 Β· π 890 - 14% open Β· β±οΈ 02.06.2021):
git clone https://github.com/hill-a/stable-baselines
-
PyPi (π₯ 9.9K / month Β· π¦ 50 Β· β±οΈ 06.04.2021):
pip install stable-baselines
TensorForce (π₯26 Β· β 3K) - Tensorforce: a TensorFlow library for applied reinforcement.. Apache-2
-
GitHub (π¨βπ» 79 Β· π 510 Β· π 590 - 1% open Β· β±οΈ 10.07.2021):
git clone https://github.com/tensorforce/tensorforce
-
PyPi (π₯ 1.6K / month Β· π¦ 46 Β· β±οΈ 07.09.2019):
pip install tensorforce
ViZDoom (π₯25 Β· β 1.2K) - Doom-based AI Research Platform for Reinforcement Learning from Raw.. MIT
-
GitHub (π¨βπ» 44 Β· π 300 Β· π₯ 11K Β· π¦ 120 Β· π 420 - 21% open Β· β±οΈ 16.06.2021):
git clone https://github.com/mwydmuch/ViZDoom
-
PyPi (π₯ 1.2K / month Β· π¦ 24 Β· β±οΈ 29.10.2020):
pip install vizdoom
Acme (π₯24 Β· β 2.2K) - A library of reinforcement learning components and agents. Apache-2
-
GitHub (π¨βπ» 43 Β· π 250 Β· π¦ 36 Β· π 120 - 45% open Β· β±οΈ 14.07.2021):
git clone https://github.com/deepmind/acme
-
PyPi (π₯ 1.6K / month Β· β±οΈ 26.05.2021):
pip install dm-acme
garage (π₯24 Β· β 1.2K) - A toolkit for reproducible reinforcement learning research. MIT
-
GitHub (π¨βπ» 75 Β· π 230 Β· π¦ 19 Β· π 1K - 20% open Β· β±οΈ 22.06.2021):
git clone https://github.com/rlworkgroup/garage
-
PyPi (π₯ 310 / month Β· β±οΈ 23.03.2021):
pip install garage
FinRL (π₯22 Β· β 2.3K) - A Deep Reinforcement Learning Library for Automated Trading in Quantitative.. MIT
-
GitHub (π¨βπ» 27 Β· π 590 Β· π¦ 7 Β· π 160 - 37% open Β· β±οΈ 06.07.2021):
git clone https://github.com/AI4Finance-LLC/FinRL
-
PyPi (π₯ 210 / month Β· β±οΈ 28.02.2021):
pip install finrl
ChainerRL (π₯22 Β· β 970) - ChainerRL is a deep reinforcement learning library built on top of.. MIT
-
GitHub (π¨βπ» 29 Β· π 210 Β· π¦ 100 Β· π 220 - 33% open Β· β±οΈ 17.04.2021):
git clone https://github.com/chainer/chainerrl
-
PyPi (π₯ 750 / month Β· π¦ 14 Β· β±οΈ 14.02.2020):
pip install chainerrl
PARL (π₯21 Β· β 2.1K) - A high-performance distributed training framework for Reinforcement.. Apache-2
-
GitHub (π¨βπ» 25 Β· π 500 Β· π¦ 73 Β· π 240 - 22% open Β· β±οΈ 12.07.2021):
git clone https://github.com/PaddlePaddle/PARL
-
PyPi (π₯ 760 / month Β· β±οΈ 08.07.2021):
pip install parl
Coach (π₯20 Β· β 2K) - Reinforcement Learning Coach by Intel AI Lab enables easy.. Apache-2
-
GitHub (π¨βπ» 35 Β· π 390 Β· π 270 - 31% open Β· β±οΈ 28.06.2021):
git clone https://github.com/IntelLabs/coach
-
PyPi (π₯ 290 / month Β· π¦ 2 Β· β±οΈ 10.10.2019):
pip install rl_coach
PFRL (π₯20 Β· β 650) - PFRL: a PyTorch-based deep reinforcement learning library. MIT
-
GitHub (π¨βπ» 14 Β· π 81 Β· π¦ 15 Β· π 51 - 43% open Β· β±οΈ 07.07.2021):
git clone https://github.com/pfnet/pfrl
-
PyPi (π₯ 700 / month Β· β±οΈ 07.07.2021):
pip install pfrl
RLax (π₯20 Β· β 630) - A library of reinforcement learning building blocks in JAX. Apache-2 jax
-
GitHub (π¨βπ» 12 Β· π 46 Β· π¦ 20 Β· π 13 - 53% open Β· β±οΈ 08.07.2021):
git clone https://github.com/deepmind/rlax
-
PyPi (π₯ 1.3K / month Β· β±οΈ 19.02.2020):
pip install rlax
ReAgent (π₯17 Β· β 3K) - A platform for Reasoning systems (Reinforcement Learning, Contextual.. BSD-3
Show 5 hidden projects...
-
baselines (π₯27 Β· β 12K Β· π) - OpenAI Baselines: high-quality implementations of reinforcement..
MIT
-
keras-rl (π₯25 Β· β 5.1K Β· π) - Deep Reinforcement Learning for Keras.
MIT
-
TRFL (π₯21 Β· β 3.1K Β· π) - TensorFlow Reinforcement Learning.
Apache-2
-
DeepMind Lab (π₯16 Β· β 6.5K) - A customisable 3D platform for agent-based AI research.
βοΈGPL-2.0
-
Maze (π₯11 Β· β 140 Β· π£) - Maze Applied Reinforcement Learning Framework.
βοΈCustom
Recommender Systems
Libraries for building and evaluating recommendation systems.
scikit-surprise (π₯27 Β· β 4.9K Β· π€) - A Python scikit for building and analyzing recommender.. BSD-3
-
GitHub (π¨βπ» 38 Β· π 870 Β· π¦ 1.2K Β· π 340 - 14% open Β· β±οΈ 05.08.2020):
git clone https://github.com/NicolasHug/Surprise
-
PyPi (π₯ 61K / month Β· π¦ 48 Β· β±οΈ 19.07.2020):
pip install scikit-surprise
-
Conda (π₯ 180K Β· β±οΈ 13.10.2020):
conda install -c conda-forge scikit-surprise
implicit (π₯27 Β· β 2.4K) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT
-
GitHub (π¨βπ» 29 Β· π 490 Β· π¦ 440 Β· π 350 - 23% open Β· β±οΈ 08.05.2021):
git clone https://github.com/benfred/implicit
-
PyPi (π₯ 150K / month Β· π¦ 44 Β· β±οΈ 15.09.2020):
pip install implicit
-
Conda (π₯ 270K Β· β±οΈ 24.11.2020):
conda install -c conda-forge implicit
lightfm (π₯25 Β· β 3.7K) - A Python implementation of LightFM, a hybrid recommendation algorithm. Apache-2
-
GitHub (π¨βπ» 44 Β· π 590 Β· π¦ 510 Β· π 420 - 18% open Β· β±οΈ 07.02.2021):
git clone https://github.com/lyst/lightfm
-
PyPi (π₯ 160K / month Β· π¦ 56 Β· β±οΈ 27.11.2020):
pip install lightfm
-
Conda (π₯ 99K Β· β±οΈ 07.02.2021):
conda install -c conda-forge lightfm
Cornac (π₯24 Β· β 380) - A Comparative Framework for Multimodal Recommender Systems. Apache-2
-
GitHub (π¨βπ» 13 Β· π 70 Β· π¦ 50 Β· π 55 - 5% open Β· β±οΈ 13.07.2021):
git clone https://github.com/PreferredAI/cornac
-
PyPi (π₯ 5.6K / month Β· π¦ 2 Β· β±οΈ 13.07.2021):
pip install cornac
-
Conda (π₯ 160K Β· β±οΈ 13.07.2021):
conda install -c conda-forge cornac
TF Ranking (π₯23 Β· β 2.2K) - Learning to Rank in TensorFlow. Apache-2
-
GitHub (π¨βπ» 20 Β· π 380 Β· π 250 - 11% open Β· β±οΈ 24.05.2021):
git clone https://github.com/tensorflow/ranking
-
PyPi (π₯ 94K / month Β· π¦ 2 Β· β±οΈ 25.05.2021):
pip install tensorflow_ranking
RecBole (π₯22 Β· β 1.1K) - A unified, comprehensive and efficient recommendation library. MIT
-
GitHub (π¨βπ» 40 Β· π 170 Β· π 150 - 29% open Β· β±οΈ 11.07.2021):
git clone https://github.com/RUCAIBox/RecBole
-
PyPi (π₯ 420 / month Β· β±οΈ 22.03.2021):
pip install recbole
-
Conda (π₯ 530 Β· β±οΈ 22.03.2021):
conda install -c aibox recbole
Recommenders (π₯21 Β· β 11K) - Best Practices on Recommendation Systems. MIT
TF Recommenders (π₯21 Β· β 920) - TensorFlow Recommenders is a library for building.. Apache-2
-
GitHub (π¨βπ» 24 Β· π 120 Β· π¦ 29 Β· π 160 - 50% open Β· β±οΈ 14.07.2021):
git clone https://github.com/tensorflow/recommenders
-
PyPi (π₯ 22K / month Β· β±οΈ 17.05.2021):
pip install tensorflow-recommenders
fastFM (π₯20 Β· β 920) - fastFM: A Library for Factorization Machines. BSD-3
-
GitHub (π¨βπ» 20 Β· π 190 Β· π₯ 390 Β· π¦ 83 Β· π 100 - 42% open Β· β±οΈ 24.03.2021):
git clone https://github.com/ibayer/fastFM
-
PyPi (π₯ 670 / month Β· π¦ 8 Β· β±οΈ 23.11.2017):
pip install fastfm
Case Recommender (π₯18 Β· β 350) - Case Recommender: A Flexible and Extensible Python.. MIT
-
GitHub (π¨βπ» 11 Β· π 73 Β· π¦ 9 Β· π 24 - 29% open Β· β±οΈ 17.06.2021):
git clone https://github.com/caserec/CaseRecommender
-
PyPi (π₯ 340 / month Β· β±οΈ 20.08.2019):
pip install caserecommender
Show 5 hidden projects...
-
tensorrec (π₯21 Β· β 1.2K Β· π) - A TensorFlow recommendation algorithm and framework in..
Apache-2
-
recmetrics (π₯18 Β· β 280 Β· π€) - A library of metrics for evaluating recommender systems.
MIT
-
Spotlight (π₯17 Β· β 2.5K Β· π) - Deep recommender models using PyTorch.
MIT
-
lkpy (π₯17 Β· β 170) - Python recommendation toolkit.
MIT
-
OpenRec (π₯16 Β· β 380 Β· π) - OpenRec is an open-source and modular library for neural network-..
Apache-2
Privacy Machine Learning
Libraries for encrypted and privacy-preserving machine learning using methods like federated learning & differential privacy.
PySyft (π₯27 Β· β 7.4K) - A library for answering questions using data you cannot see. Apache-2
-
GitHub (π¨βπ» 410 Β· π 1.7K Β· π 3K - 8% open Β· β±οΈ 07.07.2021):
git clone https://github.com/OpenMined/PySyft
-
PyPi (π₯ 3.4K / month Β· π¦ 6 Β· β±οΈ 28.06.2021):
pip install syft
TensorFlow Privacy (π₯23 Β· β 1.4K) - Library for training machine learning models with.. Apache-2
-
GitHub (π¨βπ» 40 Β· π 320 Β· π₯ 46 Β· π 140 - 42% open Β· β±οΈ 13.07.2021):
git clone https://github.com/tensorflow/privacy
-
PyPi (π₯ 19K / month Β· π¦ 2 Β· β±οΈ 14.07.2021):
pip install tensorflow-privacy
Opacus (π₯23 Β· β 850) - Training PyTorch models with differential privacy. Apache-2
-
GitHub (π¨βπ» 30 Β· π 130 Β· π₯ 40 Β· π¦ 42 Β· π 85 - 16% open Β· β±οΈ 28.06.2021):
git clone https://github.com/pytorch/opacus
-
PyPi (π₯ 10K / month Β· β±οΈ 23.06.2021):
pip install opacus
TFEncrypted (π₯21 Β· β 900 Β· π€) - A Framework for Encrypted Machine Learning in TensorFlow. Apache-2
-
GitHub (π¨βπ» 28 Β· π 150 Β· π¦ 54 Β· π 400 - 42% open Β· β±οΈ 19.08.2020):
git clone https://github.com/tf-encrypted/tf-encrypted
-
PyPi (π₯ 780 / month Β· π¦ 16 Β· β±οΈ 21.10.2019):
pip install tf-encrypted
FATE (π₯20 Β· β 3.3K) - An Industrial Grade Federated Learning Framework. Apache-2
CrypTen (π₯18 Β· β 850) - A framework for Privacy Preserving Machine Learning. MIT
-
GitHub (π¨βπ» 24 Β· π 120 Β· π¦ 11 Β· π 89 - 30% open Β· β±οΈ 25.06.2021):
git clone https://github.com/facebookresearch/CrypTen
-
PyPi (π₯ 330 / month Β· β±οΈ 05.02.2020):
pip install crypten
Workflow & Experiment Tracking
Libraries to organize, track, and visualize machine learning experiments.
Tensorboard (π₯36 Β· β 5.6K) - TensorFlow's Visualization Toolkit. Apache-2
-
GitHub (π¨βπ» 260 Β· π 1.4K Β· π¦ 72K Β· π 1.5K - 35% open Β· β±οΈ 14.07.2021):
git clone https://github.com/tensorflow/tensorboard
-
PyPi (π₯ 11M / month Β· π¦ 3.6K Β· β±οΈ 14.01.2021):
pip install tensorboard
-
Conda (π₯ 2.2M Β· β±οΈ 11.06.2021):
conda install -c conda-forge tensorboard
mlflow (π₯33 Β· β 9.8K) - Open source platform for the machine learning lifecycle. Apache-2
-
GitHub (π¨βπ» 300 Β· π 2.1K Β· π 1.9K - 43% open Β· β±οΈ 15.07.2021):
git clone https://github.com/mlflow/mlflow
-
PyPi (π₯ 8.6M / month Β· π¦ 150 Β· β±οΈ 14.07.2021):
pip install mlflow
-
Conda (π₯ 360K Β· β±οΈ 14.07.2021):
conda install -c conda-forge mlflow
DVC (π₯32 Β· β 8.3K) - Data Version Control | Git for Data & Models | ML Experiments Management. Apache-2
-
GitHub (π¨βπ» 230 Β· π 790 Β· π₯ 30K Β· π¦ 1.2K Β· π 3.1K - 18% open Β· β±οΈ 15.07.2021):
git clone https://github.com/iterative/dvc
-
PyPi (π₯ 290K / month Β· π¦ 46 Β· β±οΈ 08.07.2021):
pip install dvc
-
Conda (π₯ 780K Β· β±οΈ 09.07.2021):
conda install -c conda-forge dvc
wandb client (π₯31 Β· β 3.1K) - A tool for visualizing and tracking your machine learning.. MIT
-
GitHub (π¨βπ» 83 Β· π 230 Β· π¦ 3.7K Β· π 1.2K - 28% open Β· β±οΈ 14.07.2021):
git clone https://github.com/wandb/client
-
PyPi (π₯ 620K / month Β· π¦ 78 Β· β±οΈ 30.06.2021):
pip install wandb
SageMaker SDK (π₯31 Β· β 1.4K) - A library for training and deploying machine learning.. Apache-2
-
GitHub (π¨βπ» 210 Β· π 650 Β· π¦ 770 Β· π 860 - 29% open Β· β±οΈ 14.07.2021):
git clone https://github.com/aws/sagemaker-python-sdk
-
PyPi (π₯ 820K / month Β· π¦ 28 Β· β±οΈ 12.07.2021):
pip install sagemaker
tensorboardX (π₯30 Β· β 7K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT
-
GitHub (π¨βπ» 67 Β· π 820 Β· π₯ 330 Β· π¦ 13K Β· π 430 - 15% open Β· β±οΈ 09.07.2021):
git clone https://github.com/lanpa/tensorboardX
-
PyPi (π₯ 1.1M / month Β· π¦ 1.3K Β· β±οΈ 30.06.2021):
pip install tensorboardX
-
Conda (π₯ 420K Β· β±οΈ 06.04.2021):
conda install -c conda-forge tensorboardx
PyCaret (π₯30 Β· β 3.7K) - An open-source, low-code machine learning library in Python. MIT
-
GitHub (π¨βπ» 55 Β· π 830 Β· π₯ 420 Β· π¦ 1.1K Β· π 960 - 15% open Β· β±οΈ 08.07.2021):
git clone https://github.com/pycaret/pycaret
-
PyPi (π₯ 91K / month Β· β±οΈ 07.07.2021):
pip install pycaret
AzureML SDK (π₯30 Β· β 2.4K) - This is a publish-only repository. All pull requests are ignored... MIT
-
GitHub (π¨βπ» 56 Β· π 1.8K Β· π₯ 430 Β· π 1.1K - 15% open Β· β±οΈ 06.07.2021):
git clone https://github.com/Azure/MachineLearningNotebooks
-
PyPi (π₯ 700K / month Β· π¦ 60 Β· β±οΈ 06.07.2021):
pip install azureml-sdk
kaggle (π₯29 Β· β 4.2K) - Official Kaggle API. Apache-2
-
GitHub (π¨βπ» 36 Β· π 810 Β· π¦ 6K Β· π 300 - 58% open Β· β±οΈ 15.03.2021):
git clone https://github.com/Kaggle/kaggle-api
-
PyPi (π₯ 190K / month Β· π¦ 560 Β· β±οΈ 13.03.2021):
pip install kaggle
-
Conda (π₯ 64K Β· β±οΈ 16.03.2021):
conda install -c conda-forge kaggle
sacred (π₯28 Β· β 3.5K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT
-
GitHub (π¨βπ» 93 Β· π 320 Β· π¦ 980 Β· π 510 - 17% open Β· β±οΈ 28.06.2021):
git clone https://github.com/IDSIA/sacred
-
PyPi (π₯ 24K / month Β· π¦ 150 Β· β±οΈ 14.12.2020):
pip install sacred
Metaflow (π₯27 Β· β 4.5K) - Build and manage real-life data science projects with ease. Apache-2
-
GitHub (π¨βπ» 35 Β· π 380 Β· π¦ 170 Β· π 330 - 48% open Β· β±οΈ 14.07.2021):
git clone https://github.com/Netflix/metaflow
-
PyPi (π₯ 69K / month Β· π¦ 2 Β· β±οΈ 29.06.2021):
pip install metaflow
-
Conda (π₯ 19K Β· β±οΈ 30.06.2021):
conda install -c conda-forge metaflow
Catalyst (π₯27 Β· β 2.7K) - Accelerated deep learning R&D. Apache-2
-
GitHub (π¨βπ» 91 Β· π 320 Β· π¦ 380 Β· π 320 - 5% open Β· β±οΈ 08.07.2021):
git clone https://github.com/catalyst-team/catalyst
-
PyPi (π₯ 11K / month Β· π¦ 38 Β· β±οΈ 29.06.2021):
pip install catalyst
ClearML (π₯27 Β· β 2.6K) - ClearML - Auto-Magical Suite of tools to streamline your ML.. Apache-2
-
GitHub (π¨βπ» 34 Β· π 370 Β· π₯ 370 Β· π¦ 52 Β· π 340 - 31% open Β· β±οΈ 15.07.2021):
git clone https://github.com/allegroai/clearml
-
PyPi (π₯ 26K / month Β· β±οΈ 22.06.2021):
pip install clearml
-
Docker Hub (π₯ 30K Β· β±οΈ 05.10.2020):
docker pull allegroai/trains
snakemake (π₯26 Β· β 1K Β· π) - This is the development home of the workflow management system.. MIT
-
GitHub (π¨βπ» 200 Β· π 230 Β· π¦ 850 Β· π 680 - 61% open Β· β±οΈ 06.07.2021):
git clone https://github.com/snakemake/snakemake
-
PyPi (π₯ 27K / month Β· π¦ 290 Β· β±οΈ 06.07.2021):
pip install snakemake
-
Conda (π₯ 310K Β· β±οΈ 07.07.2021):
conda install -c bioconda snakemake
VisualDL (π₯25 Β· β 4.2K) - Deep Learning Visualization Toolkit. Apache-2
-
GitHub (π¨βπ» 30 Β· π 560 Β· π₯ 140 Β· π¦ 480 Β· π 360 - 9% open Β· β±οΈ 21.06.2021):
git clone https://github.com/PaddlePaddle/VisualDL
-
PyPi (π₯ 21K / month Β· π¦ 10 Β· β±οΈ 23.05.2021):
pip install visualdl
ml-metadata (π₯25 Β· β 350) - For recording and retrieving metadata associated with ML.. Apache-2
-
GitHub (π¨βπ» 13 Β· π 71 Β· π₯ 1.5K Β· π¦ 140 Β· π 69 - 28% open Β· β±οΈ 15.07.2021):
git clone https://github.com/google/ml-metadata
-
PyPi (π₯ 870K / month Β· β±οΈ 09.07.2021):
pip install ml-metadata
TNT (π₯24 Β· β 1.3K) - Simple tools for logging and visualizing, loading and training. BSD-3
-
GitHub (π¨βπ» 35 Β· π 190 Β· π¦ 610 Β· π 65 - 46% open Β· β±οΈ 05.01.2021):
git clone https://github.com/pytorch/tnt
-
PyPi (π₯ 28K / month Β· π¦ 50 Β· β±οΈ 29.07.2018):
pip install torchnet
livelossplot (π₯24 Β· β 1.1K) - Live training loss plot in Jupyter Notebook for Keras,.. MIT
-
GitHub (π¨βπ» 17 Β· π 140 Β· π¦ 580 Β· π 73 - 4% open Β· β±οΈ 04.06.2021):
git clone https://github.com/stared/livelossplot
-
PyPi (π₯ 35K / month Β· π¦ 10 Β· β±οΈ 03.02.2021):
pip install livelossplot
TensorWatch (π₯22 Β· β 3.1K) - Debugging, monitoring and visualization for Python Machine Learning.. MIT
-
GitHub (π¨βπ» 13 Β· π 330 Β· π¦ 52 Β· π 65 - 76% open Β· β±οΈ 15.01.2021):
git clone https://github.com/microsoft/tensorwatch
-
PyPi (π₯ 27K / month Β· π¦ 6 Β· β±οΈ 04.03.2020):
pip install tensorwatch
Guild AI (π₯22 Β· β 600) - Experiment tracking, ML developer tools. Apache-2
-
GitHub (π¨βπ» 18 Β· π 44 Β· π¦ 33 Β· π 280 - 37% open Β· β±οΈ 09.07.2021):
git clone https://github.com/guildai/guildai
-
PyPi (π₯ 3.1K / month Β· β±οΈ 12.04.2021):
pip install guildai
Studio.ml (π₯22 Β· β 370) - Studio: Simplify and expedite model building process. Apache-2
-
GitHub (π¨βπ» 21 Β· π 52 Β· π¦ 4 Β· π 250 - 22% open Β· β±οΈ 13.07.2021):
git clone https://github.com/studioml/studio
-
PyPi (π₯ 2K / month Β· β±οΈ 13.07.2021):
pip install studioml
Labml (π₯21 Β· β 600) - Monitor deep learning model training and hardware usage from your mobile.. MIT
-
GitHub (π¨βπ» 6 Β· π 50 Β· π¦ 31 Β· π 15 - 46% open Β· β±οΈ 10.07.2021):
git clone https://github.com/labmlai/labml
-
PyPi (π₯ 1.2K / month Β· β±οΈ 05.07.2021):
pip install labml
keepsake (π₯18 Β· β 1.5K) - Version control for machine learning. Apache-2
-
GitHub (π¨βπ» 16 Β· π 56 Β· π 190 - 65% open Β· β±οΈ 07.05.2021):
git clone https://github.com/replicate/keepsake
-
PyPi (π₯ 1.2K / month Β· β±οΈ 11.03.2021):
pip install keepsake
aim (π₯18 Β· β 1.4K) - Aim a super-easy way to record, search and compare 1000s of ML training.. Apache-2
-
GitHub (π¨βπ» 17 Β· π 80 Β· π 190 - 52% open Β· β±οΈ 15.07.2021):
git clone https://github.com/aimhubio/aim
-
PyPi (π₯ 41K / month Β· π¦ 2 Β· β±οΈ 06.11.2019):
pip install aim
Show 12 hidden projects...
-
knockknock (π₯23 Β· β 2.2K Β· π) - Knock Knock: Get notified when your training ends with only two..
MIT
-
lore (π₯22 Β· β 1.5K Β· π) - Lore makes machine learning approachable for Software Engineers and..
MIT
-
TensorBoard Logger (π₯22 Β· β 610 Β· π) - Log TensorBoard events without touching TensorFlow.
MIT
-
hiddenlayer (π₯21 Β· β 1.5K Β· π) - Neural network graphs and training metrics for..
MIT
-
quinn (π₯20 Β· β 260) - pyspark methods to enhance developer productivity.
Apache-2
-
MXBoard (π₯19 Β· β 330 Β· π) - Logging MXNet data for visualization in TensorBoard.
Apache-2
-
gokart (π₯19 Β· β 200) - Gokart solves reproducibility, task dependencies, constraints of good code,..
MIT
-
SKLL (π₯18 Β· β 520) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine..
βοΈBSD-1-Clause
-
datmo (π₯17 Β· β 330 Β· π) - Open source production model management tool for data scientists.
MIT
-
steppy (π₯16 Β· β 130 Β· π) - Lightweight, Python library for fast and reproducible experimentation.
MIT
-
ModelChimp (π₯15 Β· β 120) - Experiment tracking for machine and deep learning projects.
BSD-2
-
traintool (π₯10 Β· β 9) - Train off-the-shelf machine learning models in one..
Apache-2
Model Serialization & Deployment
Libraries to serialize models to files, convert between a variety of model formats, and optimize models for deployment.
onnx (π₯35 Β· β 11K Β· π) - Open standard for machine learning interoperability. Apache-2
-
GitHub (π¨βπ» 200 Β· π 2K Β· π₯ 15K Β· π¦ 3.6K Β· π 1.6K - 30% open Β· β±οΈ 15.07.2021):
git clone https://github.com/onnx/onnx
-
PyPi (π₯ 1.8M / month Β· π¦ 300 Β· β±οΈ 19.04.2021):
pip install onnx
-
Conda (π₯ 260K Β· β±οΈ 08.05.2021):
conda install -c conda-forge onnx
BentoML (π₯27 Β· β 2.6K) - Model Serving Made Easy. Apache-2
-
GitHub (π¨βπ» 85 Β· π 310 Β· π₯ 880 Β· π¦ 96 Β· π 460 - 16% open Β· β±οΈ 13.07.2021):
git clone https://github.com/bentoml/BentoML
-
PyPi (π₯ 11K / month Β· π¦ 8 Β· β±οΈ 13.07.2021):
pip install bentoml
TorchServe (π₯27 Β· β 1.9K) - Model Serving on PyTorch. Apache-2
-
GitHub (π¨βπ» 75 Β· π 340 Β· π₯ 420 Β· π¦ 64 Β· π 640 - 17% open Β· β±οΈ 15.07.2021):
git clone https://github.com/pytorch/serve
-
PyPi (π₯ 9K / month Β· β±οΈ 20.05.2021):
pip install torchserve
-
Conda (π₯ 10K Β· β±οΈ 21.05.2021):
conda install -c pytorch torchserve
-
Docker Hub (π₯ 67K Β· β 3 Β· β±οΈ 20.05.2021):
docker pull pytorch/torchserve
Core ML Tools (π₯24 Β· β 2.3K) - Core ML tools contain supporting tools for Core ML model.. BSD-3
-
GitHub (π¨βπ» 120 Β· π 370 Β· π₯ 3K Β· π¦ 560 Β· π 760 - 51% open Β· β±οΈ 13.07.2021):
git clone https://github.com/apple/coremltools
-
PyPi (π₯ 53K / month Β· π¦ 270 Β· β±οΈ 07.07.2021):
pip install coremltools
cortex (π₯23 Β· β 7.6K) - Cost-effective serverless computing. Apache-2
-
GitHub (π¨βπ» 21 Β· π 570 Β· π 1.1K - 10% open Β· β±οΈ 15.07.2021):
git clone https://github.com/cortexlabs/cortex
-
PyPi (π₯ 1.6K / month Β· β±οΈ 06.07.2021):
pip install cortex
mmdnn (π₯22 Β· β 5.4K Β· π€) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT
-
GitHub (π¨βπ» 85 Β· π 940 Β· π₯ 3.4K Β· π¦ 63 Β· π 600 - 52% open Β· β±οΈ 14.08.2020):
git clone https://github.com/Microsoft/MMdnn
-
PyPi (π₯ 840 / month Β· π¦ 3 Β· β±οΈ 24.07.2020):
pip install mmdnn
Hummingbird (π₯22 Β· β 2.5K) - Hummingbird compiles trained ML models into tensor computation for.. MIT
-
GitHub (π¨βπ» 23 Β· π 190 Β· π₯ 140 Β· π¦ 18 Β· π 210 - 22% open Β· β±οΈ 14.07.2021):
git clone https://github.com/microsoft/hummingbird
-
PyPi (π₯ 3.2K / month Β· β±οΈ 22.06.2021):
pip install hummingbird-ml
m2cgen (π₯22 Β· β 1.8K) - Transform ML models into a native code (Java, C, Python, Go, JavaScript,.. MIT
-
GitHub (π¨βπ» 12 Β· π 150 Β· π¦ 6 Β· π 81 - 44% open Β· β±οΈ 11.07.2021):
git clone https://github.com/BayesWitnesses/m2cgen
-
PyPi (π₯ 32K / month Β· β±οΈ 18.09.2020):
pip install m2cgen
pytorch2keras (π₯19 Β· β 720) - PyTorch to Keras model convertor. MIT
-
GitHub (π¨βπ» 12 Β· π 120 Β· π¦ 24 Β· π 120 - 42% open Β· β±οΈ 09.05.2021):
git clone https://github.com/gmalivenko/pytorch2keras
-
PyPi (π₯ 890 / month Β· π¦ 1 Β· β±οΈ 14.05.2020):
pip install pytorch2keras
tfdeploy (π₯15 Β· β 350) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3
-
GitHub (π¨βπ» 4 Β· π 38 Β· π 33 - 30% open Β· β±οΈ 08.01.2021):
git clone https://github.com/riga/tfdeploy
-
PyPi (π₯ 93 / month Β· π¦ 2 Β· β±οΈ 30.03.2017):
pip install tfdeploy
Show 4 hidden projects...
-
huggingface_hub (π₯21 Β· β 160) - Client library to download and publish models and other..
Apache-2
-
sklearn-porter (π₯17 Β· β 1.1K Β· π) - Transpile trained scikit-learn estimators to C, Java,..
MIT
-
Larq Compute Engine (π₯17 Β· β 150) - Highly optimized inference engine for Binarized..
Apache-2
-
backprop (π₯15 Β· β 190) - Backprop makes it simple to use, finetune, and deploy state-of-the-..
Apache-2
Model Interpretability
Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.
shap (π₯34 Β· β 13K) - A game theoretic approach to explain the output of any machine learning model. MIT
-
GitHub (π¨βπ» 160 Β· π 1.9K Β· π¦ 3K Β· π 1.6K - 66% open Β· β±οΈ 17.05.2021):
git clone https://github.com/slundberg/shap
-
PyPi (π₯ 2.4M / month Β· π¦ 140 Β· β±οΈ 15.01.2021):
pip install shap
-
Conda (π₯ 560K Β· β±οΈ 29.04.2021):
conda install -c conda-forge shap
Lime (π₯29 Β· β 8.9K) - Lime: Explaining the predictions of any machine learning classifier. BSD-2
-
GitHub (π¨βπ» 60 Β· π 1.4K Β· π¦ 1.4K Β· π 580 - 10% open Β· β±οΈ 09.06.2021):
git clone https://github.com/marcotcr/lime
-
PyPi (π₯ 360K / month Β· π¦ 130 Β· β±οΈ 26.06.2020):
pip install lime
-
Conda (π₯ 77K Β· β±οΈ 28.06.2020):
conda install -c conda-forge lime
pyLDAvis (π₯29 Β· β 1.5K) - Python library for interactive topic model visualization. Port of.. BSD-3
-
GitHub (π¨βπ» 32 Β· π 310 Β· π¦ 2.4K Β· π 150 - 50% open Β· β±οΈ 24.03.2021):
git clone https://github.com/bmabey/pyLDAvis
-
PyPi (π₯ 210K / month Β· π¦ 200 Β· β±οΈ 24.03.2021):
pip install pyldavis
-
Conda (π₯ 26K Β· β±οΈ 24.03.2021):
conda install -c conda-forge pyldavis
InterpretML (π₯27 Β· β 3.9K) - Fit interpretable models. Explain blackbox machine learning. MIT
-
GitHub (π¨βπ» 27 Β· π 490 Β· π¦ 99 Β· π 230 - 33% open Β· β±οΈ 15.07.2021):
git clone https://github.com/interpretml/interpret
-
PyPi (π₯ 38K / month Β· π¦ 2 Β· β±οΈ 22.06.2021):
pip install interpret
Captum (π₯27 Β· β 2.5K) - Model interpretability and understanding for PyTorch. BSD-3
-
GitHub (π¨βπ» 73 Β· π 260 Β· π¦ 230 Β· π 250 - 24% open Β· β±οΈ 13.07.2021):
git clone https://github.com/pytorch/captum
-
PyPi (π₯ 27K / month Β· β±οΈ 07.07.2021):
pip install captum
Model Analysis (π₯27 Β· β 1.1K) - Model analysis tools for TensorFlow. Apache-2
-
GitHub (π¨βπ» 35 Β· π 220 Β· π 73 - 41% open Β· β±οΈ 13.07.2021):
git clone https://github.com/tensorflow/model-analysis
-
PyPi (π₯ 5.2M / month Β· π¦ 20 Β· β±οΈ 24.06.2021):
pip install tensorflow-model-analysis
arviz (π₯27 Β· β 1.1K) - Exploratory analysis of Bayesian models with Python. Apache-2
-
GitHub (π¨βπ» 86 Β· π 220 Β· π₯ 110 Β· π¦ 1.1K Β· π 620 - 22% open Β· β±οΈ 05.07.2021):
git clone https://github.com/arviz-devs/arviz
-
PyPi (π₯ 650K / month Β· π¦ 36 Β· β±οΈ 21.02.2021):
pip install arviz
-
Conda (π₯ 370K Β· β±οΈ 20.04.2021):
conda install -c conda-forge arviz
Lucid (π₯26 Β· β 4.2K) - A collection of infrastructure and tools for research in neural.. Apache-2
-
GitHub (π¨βπ» 40 Β· π 590 Β· π¦ 570 Β· π 160 - 39% open Β· β±οΈ 19.03.2021):
git clone https://github.com/tensorflow/lucid
-
PyPi (π₯ 1.1K / month Β· π¦ 6 Β· β±οΈ 19.03.2021):
pip install lucid
DoWhy (π₯25 Β· β 3.1K) - DoWhy is a Python library for causal inference that supports explicit.. MIT
-
GitHub (π¨βπ» 43 Β· π 450 Β· π₯ 24 Β· π¦ 51 Β· π 130 - 25% open Β· β±οΈ 02.07.2021):
git clone https://github.com/Microsoft/dowhy
-
PyPi (π₯ 40K / month Β· β±οΈ 03.03.2021):
pip install dowhy
-
Conda (π₯ 2.5K Β· β±οΈ 28.04.2021):
conda install -c conda-forge dowhy
Fairness 360 (π₯25 Β· β 1.4K) - A comprehensive set of fairness metrics for datasets and.. Apache-2
-
GitHub (π¨βπ» 44 Β· π 460 Β· π¦ 100 Β· π 100 - 46% open Β· β±οΈ 15.06.2021):
git clone https://github.com/Trusted-AI/AIF360
-
PyPi (π₯ 6.6K / month Β· π¦ 4 Β· β±οΈ 04.03.2021):
pip install aif360
shapash (π₯25 Β· β 1.1K) - Shapash makes Machine Learning models transparent and.. Apache-2
-
GitHub (π¨βπ» 23 Β· π 160 Β· π¦ 21 Β· π 72 - 9% open Β· β±οΈ 09.07.2021):
git clone https://github.com/MAIF/shapash
-
PyPi (π₯ 16K / month Β· β±οΈ 18.06.2021):
pip install shapash
yellowbrick (π₯24 Β· β 3.3K Β· π) - Visual analysis and diagnostic tools to facilitate.. Apache-2
-
GitHub (π¨βπ» 100 Β· π 480 Β· π 640 - 14% open Β· β±οΈ 12.07.2021):
git clone https://github.com/DistrictDataLabs/yellowbrick
-
PyPi (π₯ 240K / month Β· π¦ 62 Β· β±οΈ 13.02.2021):
pip install yellowbrick
dtreeviz (π₯24 Β· β 1.6K) - A python library for decision tree visualization and model interpretation. MIT
-
GitHub (π¨βπ» 16 Β· π 210 Β· π¦ 180 Β· π 100 - 19% open Β· β±οΈ 14.07.2021):
git clone https://github.com/parrt/dtreeviz
-
PyPi (π₯ 50K / month Β· π¦ 4 Β· β±οΈ 05.04.2021):
pip install dtreeviz
checklist (π₯23 Β· β 1.4K) - Beyond Accuracy: Behavioral Testing of NLP models with CheckList. MIT
-
GitHub (π¨βπ» 10 Β· π 130 Β· π¦ 13 Β· π 78 - 10% open Β· β±οΈ 07.07.2021):
git clone https://github.com/marcotcr/checklist
-
PyPi (π₯ 15K / month Β· π¦ 2 Β· β±οΈ 24.05.2021):
pip install checklist
Alibi (π₯23 Β· β 1.1K) - Algorithms for explaining machine learning models. Apache-2
-
GitHub (π¨βπ» 14 Β· π 140 Β· π¦ 94 Β· π 230 - 45% open Β· β±οΈ 14.07.2021):
git clone https://github.com/SeldonIO/alibi
-
PyPi (π₯ 14K / month Β· π¦ 18 Β· β±οΈ 08.07.2021):
pip install alibi
keract (π₯23 Β· β 900) - Layers Outputs and Gradients in Keras. Made easy. MIT
-
GitHub (π¨βπ» 16 Β· π 180 Β· π¦ 92 Β· π 82 - 1% open Β· β±οΈ 21.06.2021):
git clone https://github.com/philipperemy/keract
-
PyPi (π₯ 1.3K / month Β· π¦ 5 Β· β±οΈ 19.06.2021):
pip install keract
Explainability 360 (π₯22 Β· β 880) - Interpretability and explainability of data and machine.. Apache-2
-
GitHub (π¨βπ» 27 Β· π 180 Β· π¦ 22 Β· π 51 - 54% open Β· β±οΈ 02.05.2021):
git clone https://github.com/Trusted-AI/AIX360
-
PyPi (π₯ 1.1K / month Β· π¦ 1 Β· β±οΈ 28.10.2020):
pip install aix360
tf-explain (π₯22 Β· β 840) - Interpretability Methods for tf.keras models with Tensorflow 2.x. MIT
-
GitHub (π¨βπ» 15 Β· π 80 Β· π¦ 84 Β· π 81 - 40% open Β· β±οΈ 22.06.2021):
git clone https://github.com/sicara/tf-explain
-
PyPi (π₯ 2K / month Β· π¦ 2 Β· β±οΈ 16.02.2021):
pip install tf-explain
CausalNex (π₯21 Β· β 1.2K) - A Python library that helps data scientists to infer.. Apache-2
-
GitHub (π¨βπ» 18 Β· π 130 Β· π¦ 14 Β· π 82 - 46% open Β· β±οΈ 11.05.2021):
git clone https://github.com/quantumblacklabs/causalnex
-
PyPi (π₯ 2.3K / month Β· β±οΈ 11.05.2021):
pip install causalnex
TreeInterpreter (π₯21 Β· β 670) - Package for interpreting scikit-learn's decision tree.. BSD-3
-
GitHub (π¨βπ» 11 Β· π 130 Β· π¦ 150 Β· π 28 - 85% open Β· β±οΈ 28.02.2021):
git clone https://github.com/andosa/treeinterpreter
-
PyPi (π₯ 190K / month Β· π¦ 18 Β· β±οΈ 10.01.2021):
pip install treeinterpreter
explainerdashboard (π₯21 Β· β 590) - Quickly build Explainable AI dashboards that show the inner.. MIT
-
GitHub (π¨βπ» 12 Β· π 72 Β· π¦ 28 Β· π 110 - 8% open Β· β±οΈ 08.07.2021):
git clone https://github.com/oegedijk/explainerdashboard
-
PyPi (π₯ 6.3K / month Β· β±οΈ 08.07.2021):
pip install explainerdashboard
random-forest-importances (π₯21 Β· β 460) - Code to compute permutation and drop-column.. MIT
-
GitHub (π¨βπ» 14 Β· π 100 Β· π¦ 72 Β· π 31 - 12% open Β· β±οΈ 30.01.2021):
git clone https://github.com/parrt/random-forest-importances
-
PyPi (π₯ 19K / month Β· π¦ 4 Β· β±οΈ 28.01.2021):
pip install rfpimp
aequitas (π₯21 Β· β 400) - Bias and Fairness Audit Toolkit. MIT
-
GitHub (π¨βπ» 16 Β· π 77 Β· π¦ 77 Β· π 58 - 63% open Β· β±οΈ 27.05.2021):
git clone https://github.com/dssg/aequitas
-
PyPi (π₯ 1.4K / month Β· π¦ 6 Β· β±οΈ 16.12.2020):
pip install aequitas
sklearn-evaluation (π₯21 Β· β 310) - Machine learning model evaluation made easy: plots,.. MIT
-
GitHub (π¨βπ» 6 Β· π 28 Β· π¦ 29 Β· π 37 - 21% open Β· β±οΈ 10.07.2021):
git clone https://github.com/edublancas/sklearn-evaluation
-
PyPi (π₯ 1.5K / month Β· π¦ 2 Β· β±οΈ 26.06.2021):
pip install sklearn-evaluation
fairlearn (π₯20 Β· β 1K) - A Python package to assess and improve fairness of machine learning.. MIT
-
GitHub (π¨βπ» 50 Β· π 230 Β· π 280 - 43% open Β· β±οΈ 15.07.2021):
git clone https://github.com/fairlearn/fairlearn
-
PyPi (π₯ 17K / month Β· π¦ 2 Β· β±οΈ 07.07.2021):
pip install fairlearn
-
Conda (π₯ 13K Β· β±οΈ 07.07.2021):
conda install -c conda-forge fairlearn
DiCE (π₯20 Β· β 590) - Generate Diverse Counterfactual Explanations for any machine.. MIT
-
GitHub (π¨βπ» 11 Β· π 78 Β· π 64 - 40% open Β· β±οΈ 09.07.2021):
git clone https://github.com/interpretml/DiCE
-
PyPi (π₯ 11K / month Β· β±οΈ 10.05.2021):
pip install dice-ml
XAI (π₯19 Β· β 660) - XAI - An eXplainability toolbox for machine learning. MIT
-
GitHub (π¨βπ» 3 Β· π 100 Β· π¦ 11 Β· π 7 - 57% open Β· β±οΈ 23.04.2021):
git clone https://github.com/EthicalML/xai
-
PyPi (π₯ 1.2K / month Β· π¦ 6 Β· β±οΈ 21.04.2019):
pip install xai
What-If Tool (π₯19 Β· β 550) - Source code/webpage/demos for the What-If Tool. Apache-2
-
GitHub (π¨βπ» 19 Β· π 110 Β· π 77 - 49% open Β· β±οΈ 17.03.2021):
git clone https://github.com/PAIR-code/what-if-tool
-
PyPi (π₯ 9.6K / month Β· β±οΈ 19.01.2021):
pip install witwidget
-
NPM (π₯ 2.8K / month Β· β±οΈ 19.01.2021):
npm install wit-widget
deeplift (π₯19 Β· β 540 Β· π€) - Public facing deeplift repo. MIT
-
GitHub (π¨βπ» 11 Β· π 130 Β· π¦ 49 Β· π 76 - 38% open Β· β±οΈ 11.11.2020):
git clone https://github.com/kundajelab/deeplift
-
PyPi (π₯ 640 / month Β· π¦ 4 Β· β±οΈ 11.11.2020):
pip install deeplift
tcav (π₯19 Β· β 470) - Code for the TCAV ML interpretability project. Apache-2
-
GitHub (π¨βπ» 19 Β· π 110 Β· π¦ 9 Β· π 54 - 5% open Β· β±οΈ 07.05.2021):
git clone https://github.com/tensorflow/tcav
-
PyPi (π₯ 110 / month Β· π¦ 2 Β· β±οΈ 23.02.2021):
pip install tcav
LIT (π₯18 Β· β 2.6K) - The Language Interpretability Tool: Interactively analyze NLP models for.. Apache-2
-
GitHub (π¨βπ» 14 Β· π 260 Β· π¦ 4 Β· π 92 - 52% open Β· β±οΈ 05.04.2021):
git clone https://github.com/PAIR-code/lit
-
PyPi (π₯ 520 / month Β· β±οΈ 05.04.2021):
pip install lit-nlp
iNNvestigate (π₯18 Β· β 850) - A toolbox to iNNvestigate neural networks' predictions!. BSD-2
-
GitHub (π¨βπ» 19 Β· π 180 Β· π 230 - 31% open Β· β±οΈ 09.07.2021):
git clone https://github.com/albermax/innvestigate
-
PyPi (π₯ 450 / month Β· π¦ 1 Β· β±οΈ 14.11.2020):
pip install innvestigate
ecco (π₯16 Β· β 820) - Visualize and explore NLP language models. Ecco creates interactive.. BSD-3
-
GitHub (π¨βπ» 2 Β· π 50 Β· π₯ 2 Β· π¦ 3 Β· π 19 - 52% open Β· β±οΈ 25.02.2021):
git clone https://github.com/jalammar/ecco
-
PyPi (π₯ 190 / month Β· β±οΈ 08.02.2021):
pip install ecco
FlashTorch (π₯16 Β· β 600) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT
-
GitHub (π¨βπ» 2 Β· π 71 Β· π¦ 6 Β· π 32 - 31% open Β· β±οΈ 27.04.2021):
git clone https://github.com/MisaOgura/flashtorch
-
PyPi (π₯ 190 / month Β· β±οΈ 29.05.2020):
pip install flashtorch
LOFO (π₯16 Β· β 330 Β· π€) - Leave One Feature Out Importance. MIT
-
GitHub (π¨βπ» 3 Β· π 41 Β· π¦ 5 Β· π 13 - 23% open Β· β±οΈ 02.07.2020):
git clone https://github.com/aerdem4/lofo-importance
-
PyPi (π₯ 160 / month Β· β±οΈ 02.07.2020):
pip install lofo-importance
Anchor (π₯14 Β· β 650) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2
-
GitHub (π¨βπ» 8 Β· π 89 Β· π 62 - 25% open Β· β±οΈ 19.04.2021):
git clone https://github.com/marcotcr/anchor
-
PyPi (π₯ 660 / month Β· β±οΈ 26.06.2020):
pip install anchor_exp
Show 14 hidden projects...
-
eli5 (π₯27 Β· β 2.4K Β· π) - A library for debugging/inspecting machine learning classifiers and..
MIT
-
scikit-plot (π₯25 Β· β 2.1K Β· π) - An intuitive library to add plotting functionality to..
MIT
-
keras-vis (π₯24 Β· β 2.8K Β· π) - Neural network visualization toolkit for keras.
MIT
-
DALEX (π₯20 Β· β 860) - moDel Agnostic Language for Exploration and eXplanation.
βοΈGPL-3.0
-
Skater (π₯19 Β· β 990 Β· π) - Python Library for Model Interpretation/Explanations.
βοΈUPL-1.0
-
imodels (π₯19 Β· β 230) - Interpretable ML package for concise, transparent, and accurate predictive..
MIT
-
responsible-ai-widgets (π₯19 Β· β 220) - This project provides responsible AI user interfaces..
MIT
-
fairness-indicators (π₯19 Β· β 210) - Tensorflow's Fairness Evaluation and Visualization..
Apache-2
-
model-card-toolkit (π₯18 Β· β 200) - a tool that leverages rich metadata and lineage..
Apache-2
-
ExplainX.ai (π₯17 Β· β 210) - Explainable AI framework for data scientists. Explain & debug any..
MIT
-
interpret-text (π₯15 Β· β 260) - A library that incorporates state-of-the-art explainers for..
MIT
-
contextual-ai (π₯14 Β· β 69) - Contextual AI adds explainability to different stages of..
Apache-2
-
Attribution Priors (π₯13 Β· β 83) - Tools for training explainable models using..
MIT
-
bias-detector (π₯12 Β· β 34 Β· π£) - Bias Detector is a python package for detecting bias in machine..
MIT
Vector Similarity Search (ANN)
Libraries for Approximate Nearest Neighbor Search and Vector Indexing/Similarity Search.
πΒ ANN Benchmarks ( β 2.3K) - Benchmarks of approximate nearest neighbor libraries in Python.
Annoy (π₯30 Β· β 8.7K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2
-
GitHub (π¨βπ» 70 Β· π 910 Β· π¦ 1.7K Β· π 320 - 11% open Β· β±οΈ 14.07.2021):
git clone https://github.com/spotify/annoy
-
PyPi (π₯ 580K / month Β· π¦ 360 Β· β±οΈ 18.09.2020):
pip install annoy
Faiss (π₯29 Β· β 14K) - A library for efficient similarity search and clustering of dense vectors. MIT
-
GitHub (π¨βπ» 86 Β· π 2.2K Β· π¦ 420 Β· π 1.5K - 9% open Β· β±οΈ 14.07.2021):
git clone https://github.com/facebookresearch/faiss
-
PyPi (π₯ 19K / month Β· π¦ 6 Β· β±οΈ 12.07.2021):
pip install pymilvus
-
Conda (π₯ 140K Β· β±οΈ 19.04.2021):
conda install -c conda-forge faiss
NMSLIB (π₯29 Β· β 2.5K) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2
-
GitHub (π¨βπ» 45 Β· π 350 Β· π¦ 420 Β· π 380 - 12% open Β· β±οΈ 14.07.2021):
git clone https://github.com/nmslib/nmslib
-
PyPi (π₯ 100K / month Β· π¦ 52 Β· β±οΈ 03.02.2021):
pip install nmslib
-
Conda (π₯ 35K Β· β±οΈ 08.01.2021):
conda install -c conda-forge nmslib
hnswlib (π₯26 Β· β 1.6K) - Header-only C++/python library for fast approximate nearest neighbors. Apache-2
-
GitHub (π¨βπ» 46 Β· π 280 Β· π¦ 130 Β· π 220 - 47% open Β· β±οΈ 30.06.2021):
git clone https://github.com/nmslib/hnswlib
-
PyPi (π₯ 36K / month Β· π¦ 2 Β· β±οΈ 30.06.2021):
pip install hnswlib
PyNNDescent (π₯26 Β· β 420) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2
-
GitHub (π¨βπ» 15 Β· π 55 Β· π¦ 620 Β· π 70 - 44% open Β· β±οΈ 06.07.2021):
git clone https://github.com/lmcinnes/pynndescent
-
PyPi (π₯ 470K / month Β· π¦ 6 Β· β±οΈ 06.07.2021):
pip install pynndescent
-
Conda (π₯ 180K Β· β±οΈ 06.07.2021):
conda install -c conda-forge pynndescent
Milvus (π₯25 Β· β 6.9K) - An open source vector database powered by Faiss, NMSLIB and Annoy. Apache-2
-
GitHub (π¨βπ» 150 Β· π 940 Β· π 2.8K - 11% open Β· β±οΈ 15.07.2021):
git clone https://github.com/milvus-io/milvus
-
PyPi (π₯ 19K / month Β· π¦ 6 Β· β±οΈ 12.07.2021):
pip install pymilvus
-
Docker Hub (π₯ 410K Β· β 13 Β· β±οΈ 13.07.2021):
docker pull milvusdb/milvus
Magnitude (π₯22 Β· β 1.5K Β· π€) - A fast, efficient universal vector embedding utility package. MIT
-
GitHub (π¨βπ» 4 Β· π 99 Β· π¦ 190 Β· π 78 - 35% open Β· β±οΈ 17.07.2020):
git clone https://github.com/plasticityai/magnitude
-
PyPi (π₯ 5K / month Β· π¦ 14 Β· β±οΈ 25.05.2020):
pip install pymagnitude
NGT (π₯20 Β· β 760) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2
-
GitHub (π¨βπ» 12 Β· π 76 Β· π 81 - 8% open Β· β±οΈ 15.07.2021):
git clone https://github.com/yahoojapan/NGT
-
PyPi (π₯ 12K / month Β· π¦ 6 Β· β±οΈ 23.09.2020):
pip install ngt
N2 (π₯20 Β· β 480) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs fast.. Apache-2
-
GitHub (π¨βπ» 18 Β· π 50 Β· π¦ 16 Β· π 39 - 43% open Β· β±οΈ 20.05.2021):
git clone https://github.com/kakao/n2
-
PyPi (π₯ 2.7K / month Β· π¦ 4 Β· β±οΈ 16.10.2020):
pip install n2
Show 2 hidden projects...
-
NearPy (π₯20 Β· β 680 Β· π) - Python framework for fast (approximated) nearest neighbour search in..
MIT
-
PySparNN (π₯11 Β· β 880 Β· π) - Approximate Nearest Neighbor Search for Sparse Data in Python!.
BSD-3
Probabilistics & Statistics
Libraries providing capabilities for probabilistic programming/reasoning, bayesian inference, gaussian processes, or statistics.
PyMC3 (π₯30 Β· β 5.9K) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2
-
GitHub (π¨βπ» 320 Β· π 1.4K Β· π₯ 170 Β· π¦ 2.7K Β· π 2.3K - 8% open Β· β±οΈ 13.07.2021):
git clone https://github.com/pymc-devs/pymc3
-
PyPi (π₯ 640K / month Β· π¦ 290 Β· β±οΈ 14.03.2021):
pip install pymc3
-
Conda (π₯ 300K Β· β±οΈ 21.06.2021):
conda install -c conda-forge pymc3
tensorflow-probability (π₯30 Β· β 3.4K) - Probabilistic reasoning and statistical analysis in.. Apache-2
-
GitHub (π¨βπ» 420 Β· π 900 Β· π¦ 5.4K Β· π 1.1K - 44% open Β· β±οΈ 14.07.2021):
git clone https://github.com/tensorflow/probability
-
PyPi (π₯ 2.1M / month Β· π¦ 250 Β· β±οΈ 18.06.2021):
pip install tensorflow-probability
-
Conda (π₯ 39K Β· β±οΈ 21.06.2021):
conda install -c conda-forge tensorflow-probability
GPyTorch (π₯29 Β· β 2.4K) - A highly efficient and modular implementation of Gaussian Processes.. MIT
-
GitHub (π¨βπ» 84 Β· π 360 Β· π¦ 340 Β· π 940 - 22% open Β· β±οΈ 01.07.2021):
git clone https://github.com/cornellius-gp/gpytorch
-
PyPi (π₯ 83K / month Β· π¦ 8 Β· β±οΈ 24.06.2021):
pip install gpytorch
hmmlearn (π₯29 Β· β 2.3K) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3
-
GitHub (π¨βπ» 34 Β· π 660 Β· π¦ 1K Β· π 360 - 16% open Β· β±οΈ 08.07.2021):
git clone https://github.com/hmmlearn/hmmlearn
-
PyPi (π₯ 130K / month Β· π¦ 210 Β· β±οΈ 03.02.2021):
pip install hmmlearn
-
Conda (π₯ 89K Β· β±οΈ 04.02.2021):
conda install -c conda-forge hmmlearn
filterpy (π₯29 Β· β 1.9K) - Python Kalman filtering and optimal estimation library. Implements.. MIT
-
GitHub (π¨βπ» 36 Β· π 430 Β· π¦ 940 Β· π 180 - 18% open Β· β±οΈ 04.05.2021):
git clone https://github.com/rlabbe/filterpy
-
PyPi (π₯ 560K / month Β· π¦ 210 Β· β±οΈ 10.10.2018):
pip install filterpy
-
Conda (π₯ 65K Β· β±οΈ 05.05.2020):
conda install -c conda-forge filterpy
Pyro (π₯28 Β· β 7K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2
-
GitHub (π¨βπ» 110 Β· π 850 Β· π¦ 490 Β· π 880 - 18% open Β· β±οΈ 06.07.2021):
git clone https://github.com/pyro-ppl/pyro
-
PyPi (π₯ 52K / month Β· π¦ 36 Β· β±οΈ 07.07.2021):
pip install pyro-ppl
pomegranate (π₯27 Β· β 2.7K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT
-
GitHub (π¨βπ» 63 Β· π 490 Β· π¦ 480 Β· π 620 - 8% open Β· β±οΈ 12.07.2021):
git clone https://github.com/jmschrei/pomegranate
-
PyPi (π₯ 52K / month Β· π¦ 56 Β· β±οΈ 29.03.2021):
pip install pomegranate
-
Conda (π₯ 65K Β· β±οΈ 01.11.2020):
conda install -c conda-forge pomegranate
GPflow (π₯27 Β· β 1.5K) - Gaussian processes in TensorFlow. Apache-2
-
GitHub (π¨βπ» 71 Β· π 400 Β· π¦ 270 Β· π 720 - 14% open Β· β±οΈ 06.07.2021):
git clone https://github.com/GPflow/GPflow
-
PyPi (π₯ 5.6K / month Β· π¦ 34 Β· β±οΈ 29.04.2021):
pip install gpflow
-
Conda (π₯ 9.3K Β· β±οΈ 06.11.2018):
conda install -c conda-forge gpflow
pgmpy (π₯25 Β· β 1.8K) - Python Library for learning (Structure and Parameter) and inference.. MIT
-
GitHub (π¨βπ» 95 Β· π 580 Β· π₯ 90 Β· π¦ 240 Β· π 740 - 30% open Β· β±οΈ 12.07.2021):
git clone https://github.com/pgmpy/pgmpy
-
PyPi (π₯ 28K / month Β· π¦ 12 Β· β±οΈ 30.06.2021):
pip install pgmpy
SALib (π₯24 Β· β 480) - Sensitivity Analysis Library in Python (Numpy). Contains Sobol, Morris,.. MIT
-
GitHub (π¨βπ» 30 Β· π 160 Β· π 240 - 15% open Β· β±οΈ 08.07.2021):
git clone https://github.com/SALib/SALib
-
PyPi (π₯ 49K / month Β· π¦ 44 Β· β±οΈ 01.07.2021):
pip install salib
-
Conda (π₯ 66K Β· β±οΈ 24.10.2020):
conda install -c conda-forge salib
pandas-ta (π₯23 Β· β 1.4K) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT
-
GitHub (π¨βπ» 39 Β· π 340 Β· π¦ 170 Β· π 230 - 12% open Β· β±οΈ 02.07.2021):
git clone https://github.com/twopirllc/pandas-ta
-
PyPi (π₯ 21K / month Β· β±οΈ 02.07.2021):
pip install pandas-ta
bambi (π₯20 Β· β 630) - BAyesian Model-Building Interface (Bambi) in Python. MIT
-
GitHub (π¨βπ» 17 Β· π 55 Β· π¦ 13 Β· π 180 - 16% open Β· β±οΈ 13.07.2021):
git clone https://github.com/bambinos/bambi
-
PyPi (π₯ 650 / month Β· π¦ 3 Β· β±οΈ 16.05.2021):
pip install bambi
Orbit (π₯20 Β· β 590) - A Python package for Bayesian forecasting with object-oriented design.. Apache-2
-
GitHub (π¨βπ» 11 Β· π 43 Β· π¦ 4 Β· π 210 - 9% open Β· β±οΈ 14.07.2021):
git clone https://github.com/uber/orbit
-
PyPi (π₯ 4K / month Β· β±οΈ 03.04.2021):
pip install orbit-ml
pyhsmm (π₯20 Β· β 490 Β· π€) - Bayesian inference in HSMMs and HMMs. MIT
-
GitHub (π¨βπ» 13 Β· π 160 Β· π¦ 20 Β· π 99 - 39% open Β· β±οΈ 24.08.2020):
git clone https://github.com/mattjj/pyhsmm
-
PyPi (π₯ 200 / month Β· π¦ 8 Β· β±οΈ 10.05.2017):
pip install pyhsmm
Baal (π₯18 Β· β 360) - Using approximate bayesian posteriors in deep nets for active learning. Apache-2
-
GitHub (π¨βπ» 9 Β· π 33 Β· π¦ 9 Β· π 47 - 23% open Β· β±οΈ 14.07.2021):
git clone https://github.com/ElementAI/baal
-
PyPi (π₯ 460 / month Β· β±οΈ 16.03.2021):
pip install baal
Show 8 hidden projects...
-
patsy (π₯29 Β· β 760 Β· π) - Describing statistical models in Python using symbolic formulas.
BSD-2
-
Edward (π₯25 Β· β 4.6K Β· π) - A probabilistic programming language in TensorFlow. Deep..
Apache-2
-
pingouin (π₯25 Β· β 760) - Statistical package in Python based on Pandas.
βοΈGPL-3.0
-
PyStan (π₯23 Β· β 100) - PyStan, a Python interface to Stan, a platform for statistical modeling...
ISC
-
scikit-posthocs (π₯21 Β· β 210) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python.
MIT
-
Funsor (π₯19 Β· β 180) - Functional tensors for probabilistic programming.
Apache-2
-
ZhuSuan (π₯14 Β· β 2.1K Β· π) - A probabilistic programming library for Bayesian deep learning,..
MIT
-
Lea (π₯10 Β· π€) - Discrete probability distributions in Python.
βοΈGPL-3.0
Adversarial Robustness
Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.
CleverHans (π₯27 Β· β 5.2K) - An adversarial example library for constructing attacks,.. MIT
-
GitHub (π¨βπ» 120 Β· π 1.3K Β· π¦ 240 Β· π 440 - 5% open Β· β±οΈ 20.04.2021):
git clone https://github.com/cleverhans-lab/cleverhans
-
PyPi (π₯ 960 / month Β· π¦ 16 Β· β±οΈ 28.04.2021):
pip install cleverhans
Foolbox (π₯27 Β· β 2K) - A Python toolbox to create adversarial examples that fool neural networks.. MIT
-
GitHub (π¨βπ» 32 Β· π 360 Β· π¦ 210 Β· π 320 - 17% open Β· β±οΈ 05.06.2021):
git clone https://github.com/bethgelab/foolbox
-
PyPi (π₯ 2K / month Β· π¦ 18 Β· β±οΈ 23.02.2021):
pip install foolbox
TextAttack (π₯25 Β· β 1.5K) - TextAttack is a Python framework for adversarial attacks, data.. MIT
-
GitHub (π¨βπ» 36 Β· π 180 Β· π¦ 26 Β· π 140 - 35% open Β· β±οΈ 02.07.2021):
git clone https://github.com/QData/TextAttack
-
PyPi (π₯ 2.7K / month Β· β±οΈ 25.06.2021):
pip install textattack
ART (π₯23 Β· β 2.4K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT
-
GitHub (π¨βπ» 81 Β· π 660 Β· π¦ 140 Β· π 580 - 13% open Β· β±οΈ 14.07.2021):
git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
-
PyPi (π₯ 5.7K / month Β· β±οΈ 12.07.2021):
pip install adversarial-robustness-toolbox
robustness (π₯19 Β· β 560) - A library for experimenting with, training and evaluating neural.. MIT
-
GitHub (π¨βπ» 12 Β· π 100 Β· π¦ 57 Β· π 61 - 14% open Β· β±οΈ 04.03.2021):
git clone https://github.com/MadryLab/robustness
-
PyPi (π₯ 1.8K / month Β· π¦ 2 Β· β±οΈ 01.12.2020):
pip install robustness
AdvBox (π₯18 Β· β 1.1K) - Advbox is a toolbox to generate adversarial examples that fool neural.. Apache-2
-
GitHub (π¨βπ» 19 Β· π 230 Β· π 37 - 21% open Β· β±οΈ 03.05.2021):
git clone https://github.com/advboxes/AdvBox
-
PyPi (π₯ 54 / month Β· β±οΈ 05.12.2018):
pip install advbox
Show 3 hidden projects...
-
advertorch (π₯19 Β· β 890 Β· π) - A Toolbox for Adversarial Robustness Research.
βοΈGPL-3.0
-
textflint (π₯15 Β· β 470 Β· π£) - Unified Multilingual Robustness Evaluation Toolkit for..
βοΈGPL-3.0
-
Adversary (π₯14 Β· β 350 Β· π) - Tool to generate adversarial text examples and test machine..
MIT
GPU Utilities
Libraries that require and make use of CUDA/GPU system capabilities to optimize data handling and machine learning tasks.
CuPy (π₯32 Β· β 5.2K) - NumPy & SciPy for GPU. MIT
-
GitHub (π¨βπ» 270 Β· π 480 Β· π₯ 17K Β· π¦ 770 Β· π 1.4K - 24% open Β· β±οΈ 15.07.2021):
git clone https://github.com/cupy/cupy
-
PyPi (π₯ 80K / month Β· π¦ 190 Β· β±οΈ 24.06.2021):
pip install cupy
-
Conda (π₯ 750K Β· β±οΈ 26.06.2021):
conda install -c conda-forge cupy
-
Docker Hub (π₯ 52K Β· β 6 Β· β±οΈ 15.07.2021):
docker pull cupy/cupy
gpustat (π₯27 Β· β 2.5K) - A simple command-line utility for querying and monitoring GPU status. MIT
-
GitHub (π¨βπ» 12 Β· π 200 Β· π¦ 1K Β· π 72 - 30% open Β· β±οΈ 23.03.2021):
git clone https://github.com/wookayin/gpustat
-
PyPi (π₯ 390K / month Β· π¦ 58 Β· β±οΈ 02.01.2021):
pip install gpustat
-
Conda (π₯ 66K Β· β±οΈ 24.11.2020):
conda install -c conda-forge gpustat
PyCUDA (π₯25 Β· β 1.2K) - CUDA integration for Python, plus shiny features. MIT
-
GitHub (π¨βπ» 73 Β· π 240 Β· π¦ 920 Β· π 200 - 28% open Β· β±οΈ 25.06.2021):
git clone https://github.com/inducer/pycuda
-
PyPi (π₯ 31K / month Β· π¦ 290 Β· β±οΈ 03.04.2021):
pip install pycuda
Apex (π₯23 Β· β 5.5K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3
-
GitHub (π¨βπ» 82 Β· π 740 Β· π¦ 620 Β· π 850 - 55% open Β· β±οΈ 15.06.2021):
git clone https://github.com/NVIDIA/apex
-
Conda (π₯ 55K Β· β±οΈ 22.04.2021):
conda install -c conda-forge nvidia-apex
ArrayFire (π₯23 Β· β 3.6K) - ArrayFire: a general purpose GPU library. BSD-3
-
GitHub (π¨βπ» 82 Β· π 480 Β· π₯ 1.3K Β· π 1.5K - 16% open Β· β±οΈ 06.07.2021):
git clone https://github.com/arrayfire/arrayfire
-
PyPi (π₯ 1.5K / month Β· π¦ 8 Β· β±οΈ 05.03.2021):
pip install arrayfire
scikit-cuda (π₯23 Β· β 840) - Python interface to GPU-powered libraries. BSD-3
-
GitHub (π¨βπ» 45 Β· π 160 Β· π¦ 130 Β· π 210 - 21% open Β· β±οΈ 13.07.2021):
git clone https://github.com/lebedov/scikit-cuda
-
PyPi (π₯ 730 / month Β· π¦ 70 Β· β±οΈ 27.05.2019):
pip install scikit-cuda
cuDF (π₯20 Β· β 4.1K) - cuDF - GPU DataFrame Library. Apache-2
-
GitHub (π¨βπ» 220 Β· π 530 Β· π 3.8K - 15% open Β· β±οΈ 15.07.2021):
git clone https://github.com/rapidsai/cudf
-
PyPi (π₯ 1K / month Β· π¦ 4 Β· β±οΈ 01.06.2020):
pip install cudf
cuML (π₯18 Β· β 2.3K) - cuML - RAPIDS Machine Learning Library. Apache-2
-
GitHub (π¨βπ» 130 Β· π 340 Β· π 1.8K - 34% open Β· β±οΈ 14.07.2021):
git clone https://github.com/rapidsai/cuml
-
PyPi (π₯ 570 / month Β· β±οΈ 01.06.2020):
pip install cuml
DALI (π₯17 Β· β 3.4K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2
BlazingSQL (π₯17 Β· β 1.5K) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for.. Apache-2
-
GitHub (π¨βπ» 46 Β· π 140 Β· π 710 - 18% open Β· β±οΈ 13.07.2021):
git clone https://github.com/BlazingDB/blazingsql
-
Conda (π₯ 930 Β· β±οΈ 11.11.2019):
conda install -c blazingsql blazingsql-protocol
Vulkan Kompute (π₯17 Β· β 430) - General purpose GPU compute framework for cross vendor.. Apache-2
-
GitHub (π¨βπ» 14 Β· π 36 Β· π₯ 70 Β· π¦ 2 Β· π 150 - 35% open Β· β±οΈ 21.06.2021):
git clone https://github.com/EthicalML/vulkan-kompute
-
PyPi (π₯ 140 / month Β· β±οΈ 14.03.2021):
pip install kp
cuGraph (π₯16 Β· β 760) - cuGraph - RAPIDS Graph Analytics Library. Apache-2
-
GitHub (π¨βπ» 64 Β· π 150 Β· π 670 - 16% open Β· β±οΈ 14.07.2021):
git clone https://github.com/rapidsai/cugraph
-
PyPi (π₯ 88 / month Β· β±οΈ 01.06.2020):
pip install cugraph
cuSignal (π₯14 Β· β 500) - GPU accelerated signal processing. Apache-2
Show 5 hidden projects...
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GPUtil (π₯23 Β· β 740 Β· π) - A Python module for getting the GPU status from NVIDA GPUs using..
MIT
-
py3nvml (π₯23 Β· β 180) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside your..
BSD-3
-
nvidia-ml-py3 (π₯20 Β· β 68 Β· π) - Python 3 Bindings for the NVIDIA Management Library.
BSD-3
-
SpeedTorch (π₯16 Β· β 620 Β· π) - Library for faster pinned CPU - GPU transfer in Pytorch.
MIT
-
ipyexperiments (π₯16 Β· β 140) - jupyter/ipython experiment containers for GPU and..
Apache-2
Tensorflow Utilities
Libraries that extend TensorFlow with additional capabilities.
tensor2tensor (π₯33 Β· β 11K Β· π) - Library of deep learning models and datasets designed.. Apache-2
-
GitHub (π¨βπ» 230 Β· π 2.9K Β· π¦ 1K Β· π 1.2K - 45% open Β· β±οΈ 22.06.2021):
git clone https://github.com/tensorflow/tensor2tensor
-
PyPi (π₯ 670K / month Β· π¦ 160 Β· β±οΈ 17.06.2020):
pip install tensor2tensor
TensorFlow Datasets (π₯33 Β· β 2.9K) - TFDS is a collection of datasets ready to use with.. Apache-2
-
GitHub (π¨βπ» 210 Β· π 1.1K Β· π¦ 5.4K Β· π 1K - 45% open Β· β±οΈ 15.07.2021):
git clone https://github.com/tensorflow/datasets
-
PyPi (π₯ 1.7M / month Β· π¦ 100 Β· β±οΈ 07.05.2021):
pip install tensorflow-datasets
tensorflow-hub (π₯33 Β· β 2.9K Β· π) - A library for transfer learning by reusing parts of.. Apache-2
-
GitHub (π¨βπ» 73 Β· π 1.5K Β· π¦ 7.6K Β· π 620 - 5% open Β· β±οΈ 14.07.2021):
git clone https://github.com/tensorflow/hub
-
PyPi (π₯ 3.6M / month Β· π¦ 310 Β· β±οΈ 14.04.2021):
pip install tensorflow-hub
-
Conda (π₯ 55K Β· β±οΈ 18.04.2021):
conda install -c conda-forge tensorflow-hub
TF Addons (π₯33 Β· β 1.3K) - Useful extra functionality for TensorFlow 2.x maintained by.. Apache-2
-
GitHub (π¨βπ» 170 Β· π 480 Β· π¦ 3.6K Β· π 880 - 24% open Β· β±οΈ 10.07.2021):
git clone https://github.com/tensorflow/addons
-
PyPi (π₯ 5.2M / month Β· π¦ 18 Β· β±οΈ 15.05.2021):
pip install tensorflow-addons
Keras-Preprocessing (π₯29 Β· β 960) - Utilities for working with image data, text data, and.. MIT
-
GitHub (π¨βπ» 50 Β· π 420 Β· π 190 - 48% open Β· β±οΈ 04.02.2021):
git clone https://github.com/keras-team/keras-preprocessing
-
PyPi (π₯ 6.4M / month Β· π¦ 2.7K Β· β±οΈ 14.05.2020):
pip install keras-preprocessing
-
Conda (π₯ 1M Β· β±οΈ 15.01.2021):
conda install -c conda-forge keras-preprocessing
TensorFlow Transform (π₯29 Β· β 880) - Input pipeline framework. Apache-2
-
GitHub (π¨βπ» 27 Β· π 170 Β· π¦ 500 Β· π 160 - 12% open Β· β±οΈ 01.07.2021):
git clone https://github.com/tensorflow/transform
-
PyPi (π₯ 7.3M / month Β· π¦ 84 Β· β±οΈ 24.06.2021):
pip install tensorflow-transform
TF Model Optimization (π₯28 Β· β 1.1K) - A toolkit to optimize ML models for deployment for.. Apache-2
-
GitHub (π¨βπ» 54 Β· π 250 Β· π¦ 980 Β· π 210 - 39% open Β· β±οΈ 09.07.2021):
git clone https://github.com/tensorflow/model-optimization
-
PyPi (π₯ 250K / month Β· π¦ 6 Β· β±οΈ 18.06.2021):
pip install tensorflow-model-optimization
efficientnet (π₯24 Β· β 1.9K Β· π€) - Implementation of EfficientNet model. Keras and.. Apache-2
-
GitHub (π¨βπ» 8 Β· π 420 Β· π₯ 180K Β· π¦ 680 Β· π 110 - 51% open Β· β±οΈ 15.09.2020):
git clone https://github.com/qubvel/efficientnet
-
PyPi (π₯ 71K / month Β· π¦ 4 Β· β±οΈ 15.09.2020):
pip install efficientnet
TensorFlow I/O (π₯24 Β· β 470) - Dataset, streaming, and file system extensions.. Apache-2
-
GitHub (π¨βπ» 74 Β· π 170 Β· π 440 - 32% open Β· β±οΈ 14.07.2021):
git clone https://github.com/tensorflow/io
-
PyPi (π₯ 320K / month Β· β±οΈ 25.06.2021):
pip install tensorflow-io
Neural Structured Learning (π₯23 Β· β 840) - Training neural models with structured signals. Apache-2
-
GitHub (π¨βπ» 27 Β· π 150 Β· π¦ 91 Β· π 53 - 11% open Β· β±οΈ 22.06.2021):
git clone https://github.com/tensorflow/neural-structured-learning
-
PyPi (π₯ 8.3K / month Β· β±οΈ 18.08.2020):
pip install neural-structured-learning
TensorNets (π₯20 Β· β 990) - High level network definitions with pre-trained weights in.. MIT
-
GitHub (π¨βπ» 6 Β· π 180 Β· π¦ 39 Β· π 56 - 25% open Β· β±οΈ 02.01.2021):
git clone https://github.com/taehoonlee/tensornets
-
PyPi (π₯ 180 / month Β· π¦ 4 Β· β±οΈ 31.03.2020):
pip install tensornets
Saliency (π₯20 Β· β 690) - Framework-agnostic implementation for state-of-the-art saliency.. Apache-2
-
GitHub (π¨βπ» 14 Β· π 160 Β· π¦ 16 Β· π 29 - 58% open Β· β±οΈ 21.06.2021):
git clone https://github.com/PAIR-code/saliency
-
PyPi (π₯ 690 / month Β· π¦ 2 Β· β±οΈ 03.05.2021):
pip install saliency
TF Compression (π₯18 Β· β 510) - Data compression in TensorFlow. Apache-2
-
GitHub (π¨βπ» 10 Β· π 180 Β· β±οΈ 12.06.2021):
git clone https://github.com/tensorflow/compression
-
PyPi (π₯ 870 / month Β· π¦ 1 Β· β±οΈ 14.05.2021):
pip install tensorflow-compression
Show 2 hidden projects...
-
TensorFlow Cloud (π₯26 Β· β 300) - The TensorFlow Cloud repository provides APIs that..
Apache-2
-
tffm (π₯19 Β· β 760 Β· π) - TensorFlow implementation of an arbitrary order Factorization Machine.
MIT
Sklearn Utilities
Libraries that extend scikit-learn with additional capabilities.
imbalanced-learn (π₯32 Β· β 5.3K) - A Python Package to Tackle the Curse of Imbalanced.. MIT
-
GitHub (π¨βπ» 58 Β· π 1.1K Β· π¦ 6.3K Β· π 470 - 8% open Β· β±οΈ 25.05.2021):
git clone https://github.com/scikit-learn-contrib/imbalanced-learn
-
PyPi (π₯ 1.8M / month Β· π¦ 280 Β· β±οΈ 18.02.2021):
pip install imbalanced-learn
-
Conda (π₯ 140K Β· β±οΈ 18.02.2021):
conda install -c conda-forge imbalanced-learn
MLxtend (π₯31 Β· β 3.6K) - A library of extension and helper modules for Python's data.. BSD-3
-
GitHub (π¨βπ» 84 Β· π 700 Β· π¦ 3.7K Β· π 380 - 24% open Β· β±οΈ 13.06.2021):
git clone https://github.com/rasbt/mlxtend
-
PyPi (π₯ 980K / month Β· π¦ 190 Β· β±οΈ 26.11.2020):
pip install mlxtend
-
Conda (π₯ 170K Β· β±οΈ 26.11.2020):
conda install -c conda-forge mlxtend
category_encoders (π₯26 Β· β 1.7K Β· π€) - A library of sklearn compatible categorical variable.. BSD-3
-
GitHub (π¨βπ» 37 Β· π 310 Β· π 210 - 35% open Β· β±οΈ 31.07.2020):
git clone https://github.com/scikit-learn-contrib/category_encoders
-
PyPi (π₯ 470K / month Β· π¦ 23 Β· β±οΈ 14.10.2018):
pip install category_encoders
-
Conda (π₯ 110K Β· β±οΈ 29.04.2020):
conda install -c conda-forge category_encoders
fancyimpute (π₯26 Β· β 980) - Multivariate imputation and matrix completion algorithms.. Apache-2
-
GitHub (π¨βπ» 11 Β· π 150 Β· π¦ 1K Β· π 110 - 4% open Β· β±οΈ 18.06.2021):
git clone https://github.com/iskandr/fancyimpute
-
PyPi (π₯ 16K / month Β· π¦ 42 Β· β±οΈ 19.06.2021):
pip install fancyimpute
sklearn-contrib-lightning (π₯24 Β· β 1.5K) - Large-scale linear classification, regression and.. BSD-3
-
GitHub (π¨βπ» 17 Β· π 190 Β· π₯ 71 Β· π¦ 85 Β· π 90 - 55% open Β· β±οΈ 15.06.2021):
git clone https://github.com/scikit-learn-contrib/lightning
-
PyPi (π₯ 1.9K / month Β· π¦ 10 Β· β±οΈ 15.06.2021):
pip install sklearn-contrib-lightning
-
Conda (π₯ 150K Β· β±οΈ 20.12.2020):
conda install -c conda-forge sklearn-contrib-lightning
scikit-opt (π₯23 Β· β 2.4K) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT
-
GitHub (π¨βπ» 12 Β· π 550 Β· π¦ 36 Β· π 110 - 18% open Β· β±οΈ 01.07.2021):
git clone https://github.com/guofei9987/scikit-opt
-
PyPi (π₯ 1.2K / month Β· π¦ 3 Β· β±οΈ 28.06.2021):
pip install scikit-opt
combo (π₯21 Β· β 500) - (AAAI' 20) A Python Toolbox for Machine Learning Model.. BSD-2 xgboost
-
GitHub (π¨βπ» 1 Β· π 85 Β· π¦ 370 Β· π 12 - 75% open Β· β±οΈ 15.03.2021):
git clone https://github.com/yzhao062/combo
-
PyPi (π₯ 50K / month Β· β±οΈ 23.12.2020):
pip install combo
scikit-lego (π₯20 Β· β 550) - Extra blocks for scikit-learn pipelines. MIT
-
GitHub (π¨βπ» 47 Β· π 74 Β· π¦ 28 Β· π 220 - 11% open Β· β±οΈ 03.07.2021):
git clone https://github.com/koaning/scikit-lego
-
PyPi (π₯ 7.3K / month Β· β±οΈ 03.07.2021):
pip install scikit-lego
-
Conda (π₯ 12K Β· β±οΈ 03.07.2021):
conda install -c conda-forge scikit-lego
DESlib (π₯20 Β· β 340) - A Python library for dynamic classifier and ensemble selection. BSD-3
-
GitHub (π¨βπ» 13 Β· π 73 Β· π¦ 21 Β· π 140 - 9% open Β· β±οΈ 09.04.2021):
git clone https://github.com/scikit-learn-contrib/DESlib
-
PyPi (π₯ 2K / month Β· β±οΈ 08.02.2021):
pip install deslib
iterative-stratification (π₯19 Β· β 580 Β· π€) - scikit-learn cross validators for iterative.. BSD-3
-
GitHub (π¨βπ» 4 Β· π 52 Β· π¦ 150 Β· π 13 - 15% open Β· β±οΈ 12.09.2020):
git clone https://github.com/trent-b/iterative-stratification
-
PyPi (π₯ 6.3K / month Β· π¦ 14 Β· β±οΈ 12.08.2018):
pip install iterative-stratification
Show 7 hidden projects...
-
sklearn-crfsuite (π₯24 Β· β 370 Β· π) - scikit-learn inspired API for CRFsuite.
MIT
-
scikit-multilearn (π₯23 Β· β 670 Β· π) - A scikit-learn based module for multi-label et. al...
BSD-2
-
skope-rules (π₯21 Β· β 400 Β· π€) - machine learning with logical rules in Python.
βοΈBSD-1-Clause
-
scikit-tda (π₯17 Β· β 290) - Topological Data Analysis for Python.
MIT
-
skggm (π₯16 Β· β 180 Β· π€) - Scikit-learn compatible estimation of general graphical models.
MIT
-
celer (π₯16 Β· β 120) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,..
BSD-3
-
dabl (π₯16 Β· β 88) - Data Analysis Baseline Library.
BSD-3
Pytorch Utilities
Libraries that extend Pytorch with additional capabilities.
EfficientNet-PyTorch (π₯27 Β· β 6.2K) - A PyTorch implementation of EfficientNet and.. Apache-2
-
GitHub (π¨βπ» 24 Β· π 1.2K Β· π₯ 640K Β· π 250 - 47% open Β· β±οΈ 15.04.2021):
git clone https://github.com/lukemelas/EfficientNet-PyTorch
-
PyPi (π₯ 94K / month Β· π¦ 14 Β· β±οΈ 15.04.2021):
pip install efficientnet-pytorch
pytorch-summary (π₯26 Β· β 3.2K) - Model summary in PyTorch similar to `model.summary()` in.. MIT
-
GitHub (π¨βπ» 11 Β· π 360 Β· π¦ 2.9K Β· π 160 - 76% open Β· β±οΈ 10.05.2021):
git clone https://github.com/sksq96/pytorch-summary
-
PyPi (π₯ 72K / month Β· π¦ 120 Β· β±οΈ 26.09.2018):
pip install torchsummary
pytorch-optimizer (π₯26 Β· β 2K) - torch-optimizer -- collection of optimizers for.. Apache-2
-
GitHub (π¨βπ» 21 Β· π 180 Β· π¦ 260 Β· π 36 - 27% open Β· β±οΈ 06.07.2021):
git clone https://github.com/jettify/pytorch-optimizer
-
PyPi (π₯ 25K / month Β· β±οΈ 01.01.2021):
pip install torch_optimizer
PML (π₯25 Β· β 3.4K) - The easiest way to use deep metric learning in your application. Modular,.. MIT
-
GitHub (π¨βπ» 19 Β· π 430 Β· π¦ 100 Β· π 280 - 15% open Β· β±οΈ 11.06.2021):
git clone https://github.com/KevinMusgrave/pytorch-metric-learning
-
PyPi (π₯ 11K / month Β· β±οΈ 11.07.2021):
pip install pytorch-metric-learning
-
Conda (π₯ 3.1K Β· β±οΈ 10.05.2021):
conda install -c metric-learning pytorch-metric-learning
torchdiffeq (π₯24 Β· β 3.6K) - Differentiable ODE solvers with full GPU support and.. MIT
-
GitHub (π¨βπ» 19 Β· π 610 Β· π¦ 120 Β· π 150 - 18% open Β· β±οΈ 02.06.2021):
git clone https://github.com/rtqichen/torchdiffeq
-
PyPi (π₯ 5K / month Β· β±οΈ 02.06.2021):
pip install torchdiffeq
SRU (π₯24 Β· β 2K) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755). MIT
-
GitHub (π¨βπ» 21 Β· π 290 Β· π¦ 16 Β· π 120 - 44% open Β· β±οΈ 19.05.2021):
git clone https://github.com/asappresearch/sru
-
PyPi (π₯ 4.1K / month Β· π¦ 2 Β· β±οΈ 17.06.2021):
pip install sru
Torchmeta (π₯23 Β· β 1.4K) - A collection of extensions and data-loaders for few-shot learning.. MIT
-
GitHub (π¨βπ» 10 Β· π 160 Β· π¦ 51 Β· π 110 - 30% open Β· β±οΈ 19.03.2021):
git clone https://github.com/tristandeleu/pytorch-meta
-
PyPi (π₯ 1.3K / month Β· β±οΈ 19.03.2021):
pip install torchmeta
EfficientNets (π₯23 Β· β 1.4K Β· π) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2
-
GitHub (π¨βπ» 5 Β· π 180 Β· π¦ 61 Β· β±οΈ 08.07.2021):
git clone https://github.com/rwightman/gen-efficientnet-pytorch
-
PyPi (π₯ 5.6K / month Β· β±οΈ 08.07.2021):
pip install geffnet
accelerate (π₯22 Β· β 1.6K) - A simple way to train and use PyTorch models with multi-.. Apache-2
-
GitHub (π¨βπ» 20 Β· π 71 Β· π¦ 82 Β· π 73 - 26% open Β· β±οΈ 08.07.2021):
git clone https://github.com/huggingface/accelerate
-
PyPi (π₯ 14K / month Β· β±οΈ 29.04.2021):
pip install accelerate
Higher (π₯22 Β· β 1.2K) - higher is a pytorch library allowing users to obtain higher.. Apache-2
-
GitHub (π¨βπ» 9 Β· π 83 Β· π¦ 62 Β· π 83 - 40% open Β· β±οΈ 21.06.2021):
git clone https://github.com/facebookresearch/higher
-
PyPi (π₯ 30K / month Β· β±οΈ 14.07.2020):
pip install higher
TabNet (π₯22 Β· β 1.1K) - PyTorch implementation of TabNet paper :.. MIT
-
GitHub (π¨βπ» 18 Β· π 230 Β· π 160 - 22% open Β· β±οΈ 27.05.2021):
git clone https://github.com/dreamquark-ai/tabnet
-
PyPi (π₯ 17K / month Β· β±οΈ 02.02.2021):
pip install pytorch-tabnet
lightning-flash (π₯22 Β· β 820 Β· π£) - Collection of tasks for fast prototyping, baselining,.. Apache-2
-
GitHub (π¨βπ» 36 Β· π 79 Β· π¦ 13 Β· π 220 - 51% open Β· β±οΈ 14.07.2021):
git clone https://github.com/PyTorchLightning/lightning-flash
-
PyPi (π₯ 1.6K / month Β· β±οΈ 22.06.2021):
pip install lightning-flash
torch-scatter (π₯22 Β· β 700) - PyTorch Extension Library of Optimized Scatter Operations. MIT
-
GitHub (π¨βπ» 15 Β· π 79 Β· π 200 - 35% open Β· β±οΈ 26.06.2021):
git clone https://github.com/rusty1s/pytorch_scatter
-
PyPi (π₯ 23K / month Β· π¦ 32 Β· β±οΈ 07.06.2021):
pip install torch-scatter
PyTorch Sparse (π₯22 Β· β 430) - PyTorch Extension Library of Optimized Autograd Sparse.. MIT
-
GitHub (π¨βπ» 16 Β· π 55 Β· π 120 - 43% open Β· β±οΈ 14.07.2021):
git clone https://github.com/rusty1s/pytorch_sparse
-
PyPi (π₯ 22K / month Β· π¦ 34 Β· β±οΈ 17.06.2021):
pip install torch-sparse
reformer-pytorch (π₯21 Β· β 1.5K) - Reformer, the efficient Transformer, in Pytorch. MIT
-
GitHub (π¨βπ» 10 Β· π 200 Β· π 110 - 9% open Β· β±οΈ 09.05.2021):
git clone https://github.com/lucidrains/reformer-pytorch
-
PyPi (π₯ 2.1K / month Β· β±οΈ 09.05.2021):
pip install reformer-pytorch
Pytorch Toolbelt (π₯20 Β· β 1K) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT
-
GitHub (π¨βπ» 5 Β· π 75 Β· π 19 - 15% open Β· β±οΈ 14.07.2021):
git clone https://github.com/BloodAxe/pytorch-toolbelt
-
PyPi (π₯ 11K / month Β· π¦ 2 Β· β±οΈ 02.04.2021):
pip install pytorch_toolbelt
Performer Pytorch (π₯18 Β· β 650) - An implementation of Performer, a linear attention-based.. MIT
-
GitHub (π¨βπ» 4 Β· π 82 Β· π¦ 26 Β· π 65 - 40% open Β· β±οΈ 21.04.2021):
git clone https://github.com/lucidrains/performer-pytorch
-
PyPi (π₯ 1.8K / month Β· β±οΈ 21.04.2021):
pip install performer-pytorch
Lambda Networks (π₯17 Β· β 1.5K Β· π€) - Implementation of LambdaNetworks, a new approach to.. MIT
-
GitHub (π¨βπ» 3 Β· π 150 Β· π¦ 3 Β· π 27 - 44% open Β· β±οΈ 18.11.2020):
git clone https://github.com/lucidrains/lambda-networks
-
PyPi (π₯ 830 / month Β· β±οΈ 18.11.2020):
pip install lambda-networks
Tez (π₯17 Β· β 620) - Tez is a super-simple and lightweight Trainer for PyTorch. It also.. Apache-2
-
GitHub (π 88 Β· π¦ 7 Β· π 22 - 63% open Β· β±οΈ 05.05.2021):
git clone https://github.com/abhishekkrthakur/tez
-
PyPi (π₯ 820 / month Β· β±οΈ 05.05.2021):
pip install tez
Tensor Sensor (π₯17 Β· β 570) - The goal of this library is to generate more helpful.. MIT
-
GitHub (π¨βπ» 2 Β· π 27 Β· π¦ 2 Β· π 18 - 27% open Β· β±οΈ 26.05.2021):
git clone https://github.com/parrt/tensor-sensor
-
PyPi (π₯ 650 / month Β· β±οΈ 26.05.2021):
pip install tensor-sensor
tinygrad (π₯16 Β· β 4.9K) - You like pytorch? You like micrograd? You love tinygrad!. MIT
Pywick (π₯16 Β· β 330) - High-level batteries-included neural network training library for.. MIT
-
GitHub (π¨βπ» 4 Β· π 36 Β· π¦ 4 Β· π 13 - 23% open Β· β±οΈ 17.05.2021):
git clone https://github.com/achaiah/pywick
-
PyPi (π₯ 62 / month Β· β±οΈ 20.01.2020):
pip install pywick
Torch-Struct (π₯15 Β· β 960) - Fast, general, and tested differentiable structured prediction.. MIT
torchsde (π₯15 Β· β 770) - Differentiable SDE solvers with GPU support and efficient.. Apache-2
madgrad (π₯15 Β· β 700 Β· π£) - MADGRAD Optimization Method. MIT
-
GitHub (π¨βπ» 1 Β· π 48 Β· π¦ 13 Β· π 9 - 22% open Β· β±οΈ 01.04.2021):
git clone https://github.com/facebookresearch/madgrad
-
PyPi (π₯ 5.4K / month Β· β±οΈ 01.04.2021):
pip install madgrad
Show 6 hidden projects...
-
pretrainedmodels (π₯29 Β· β 8.1K Β· π) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,..
BSD-3
-
AdaBound (π₯20 Β· β 2.9K Β· π) - An optimizer that trains as fast as Adam and as good as SGD.
Apache-2
-
Poutyne (π₯20 Β· β 480) - A simplified framework and utilities for PyTorch.
βοΈLGPL-3.0
-
Antialiased CNNs (π₯16 Β· β 1.4K Β· π€) - pip install antialiased-cnns to improve stability and..
βοΈCC BY-NC-SA 4.0
-
TorchDrift (π₯15 Β· β 160 Β· π£) - Drift Detection for your PyTorch Models.
Apache-2
-
micrograd (π₯14 Β· β 1.8K Β· π) - A tiny scalar-valued autograd engine and a neural net library..
MIT
Database Clients
Libraries for connecting to, operating, and querying databases.
πΒ best-of-python - DB Clients ( β 1.7K Β· π£) - Collection of database clients for python.
Others
scipy (π₯42 Β· β 8.4K) - Ecosystem of open-source software for mathematics, science, and engineering. BSD-3
-
GitHub (π¨βπ» 1.1K Β· π 3.8K Β· π₯ 320K Β· π¦ 370K Β· π 7.7K - 21% open Β· β±οΈ 15.07.2021):
git clone https://github.com/scipy/scipy
-
PyPi (π₯ 33M / month Β· π¦ 87K Β· β±οΈ 20.06.2021):
pip install scipy
-
Conda (π₯ 16M Β· β±οΈ 28.06.2021):
conda install -c conda-forge scipy
SymPy (π₯36 Β· β 8.2K) - A computer algebra system written in pure Python. BSD-3
-
GitHub (π¨βπ» 1.1K Β· π 3.4K Β· π₯ 430K Β· π¦ 34K Β· π 12K - 35% open Β· β±οΈ 15.07.2021):
git clone https://github.com/sympy/sympy
-
PyPi (π₯ 1.8M / month Β· π¦ 6.4K Β· β±οΈ 09.04.2021):
pip install sympy
-
Conda (π₯ 1.6M Β· β±οΈ 10.04.2021):
conda install -c conda-forge sympy
Autograd (π₯29 Β· β 5.3K) - Efficiently computes derivatives of numpy code. MIT
-
GitHub (π¨βπ» 51 Β· π 750 Β· π¦ 2.2K Β· π 380 - 42% open Β· β±οΈ 03.03.2021):
git clone https://github.com/HIPS/autograd
-
PyPi (π₯ 990K / month Β· π¦ 340 Β· β±οΈ 25.07.2019):
pip install autograd
-
Conda (π₯ 180K Β· β±οΈ 25.07.2019):
conda install -c conda-forge autograd
Datasette (π₯28 Β· β 5.2K Β· π) - An open source multi-tool for exploring and publishing data. Apache-2
-
GitHub (π¨βπ» 56 Β· π 320 Β· π₯ 31 Β· π¦ 440 Β· π 1.1K - 25% open Β· β±οΈ 15.07.2021):
git clone https://github.com/simonw/datasette
-
PyPi (π₯ 120K / month Β· π¦ 70 Β· β±οΈ 15.07.2021):
pip install datasette
PyOD (π₯28 Β· β 4.6K) - (JMLR'19) A Python Toolbox for Scalable Outlier Detection (Anomaly.. BSD-2
-
GitHub (π¨βπ» 24 Β· π 930 Β· π¦ 740 Β· π 210 - 57% open Β· β±οΈ 04.07.2021):
git clone https://github.com/yzhao062/pyod
-
PyPi (π₯ 200K / month Β· π¦ 6 Β· β±οΈ 04.07.2021):
pip install pyod
Gradio (π₯28 Β· β 3K) - Wrap UIs around any model, share with anyone. Apache-2
-
GitHub (π¨βπ» 22 Β· π 190 Β· π¦ 200 Β· π 150 - 12% open Β· β±οΈ 15.07.2021):
git clone https://github.com/gradio-app/gradio
-
PyPi (π₯ 9.6K / month Β· π¦ 2 Β· β±οΈ 15.07.2021):
pip install gradio
hdbscan (π₯28 Β· β 1.9K) - A high performance implementation of HDBSCAN clustering. BSD-3
-
GitHub (π¨βπ» 69 Β· π 340 Β· π¦ 920 Β· π 380 - 61% open Β· β±οΈ 07.04.2021):
git clone https://github.com/scikit-learn-contrib/hdbscan
-
PyPi (π₯ 220K / month Β· π¦ 120 Β· β±οΈ 03.02.2021):
pip install hdbscan
-
Conda (π₯ 740K Β· β±οΈ 14.02.2021):
conda install -c conda-forge hdbscan
Streamlit (π₯27 Β· β 15K) - Streamlit The fastest way to build data apps in Python. Apache-2
-
GitHub (π¨βπ» 110 Β· π 1.3K Β· π¦ 98 Β· π 1.9K - 29% open Β· β±οΈ 15.07.2021):
git clone https://github.com/streamlit/streamlit
-
PyPi (π₯ 360K / month Β· π¦ 34 Β· β±οΈ 12.07.2021):
pip install streamlit
DeepChem (π₯27 Β· β 3K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT
-
GitHub (π¨βπ» 170 Β· π 1K Β· π¦ 46 Β· π 1.3K - 31% open Β· β±οΈ 14.07.2021):
git clone https://github.com/deepchem/deepchem
-
PyPi (π₯ 5.4K / month Β· π¦ 4 Β· β±οΈ 14.07.2021):
pip install deepchem
Pythran (π₯27 Β· β 1.6K) - Ahead of Time compiler for numeric kernels. BSD-3
-
GitHub (π¨βπ» 58 Β· π 150 Β· π¦ 55 Β· π 700 - 15% open Β· β±οΈ 14.07.2021):
git clone https://github.com/serge-sans-paille/pythran
-
PyPi (π₯ 47K / month Β· π¦ 26 Β· β±οΈ 14.07.2021):
pip install pythran
-
Conda (π₯ 180K Β· β±οΈ 15.07.2021):
conda install -c conda-forge pythran
agate (π₯27 Β· β 1K) - A Python data analysis library that is optimized for humans instead of machines. MIT
-
GitHub (π¨βπ» 49 Β· π 130 Β· π¦ 580 Β· π 680 - 7% open Β· β±οΈ 14.07.2021):
git clone https://github.com/wireservice/agate
-
PyPi (π₯ 650K / month Β· π¦ 240 Β· β±οΈ 11.03.2018):
pip install agate
-
Conda (π₯ 67K Β· β±οΈ 31.05.2021):
conda install -c conda-forge agate
kmodes (π₯26 Β· β 880) - Python implementations of the k-modes and k-prototypes clustering.. MIT
-
GitHub (π¨βπ» 18 Β· π 350 Β· π¦ 660 Β· π 130 - 13% open Β· β±οΈ 15.07.2021):
git clone https://github.com/nicodv/kmodes
-
PyPi (π₯ 150K / month Β· π¦ 26 Β· β±οΈ 13.02.2021):
pip install kmodes
PaddleHub (π₯25 Β· β 6.7K) - Awesome pre-trained models toolkit based on.. Apache-2
-
GitHub (π¨βπ» 39 Β· π 1.3K Β· π₯ 540 Β· π¦ 340 Β· π 870 - 32% open Β· β±οΈ 06.07.2021):
git clone https://github.com/PaddlePaddle/PaddleHub
-
PyPi (π₯ 4.4K / month Β· β±οΈ 27.04.2021):
pip install paddlehub
Trax (π₯25 Β· β 6.3K) - Trax Deep Learning with Clear Code and Speed. Apache-2
-
GitHub (π¨βπ» 70 Β· π 610 Β· π¦ 32 Β· π 200 - 39% open Β· β±οΈ 15.07.2021):
git clone https://github.com/google/trax
-
PyPi (π₯ 4.5K / month Β· β±οΈ 21.05.2021):
pip install trax
carla (π₯25 Β· β 6.2K) - Open-source simulator for autonomous driving research. MIT
-
GitHub (π¨βπ» 120 Β· π 1.9K Β· π¦ 78 Β· π 3.3K - 12% open Β· β±οΈ 21.04.2021):
git clone https://github.com/carla-simulator/carla
-
PyPi (π₯ 760 / month Β· π¦ 4 Β· β±οΈ 28.04.2019):
pip install carla
causalml (π₯25 Β· β 2.1K) - Uplift modeling and causal inference with machine learning.. Apache-2
-
GitHub (π¨βπ» 27 Β· π 310 Β· π¦ 28 Β· π 190 - 20% open Β· β±οΈ 08.06.2021):
git clone https://github.com/uber/causalml
-
PyPi (π₯ 34K / month Β· β±οΈ 19.02.2021):
pip install causalml
TabPy (π₯25 Β· β 1.1K) - Execute Python code on the fly and display results in Tableau visualizations:. MIT
-
GitHub (π¨βπ» 40 Β· π 410 Β· π¦ 64 Β· π 280 - 4% open Β· β±οΈ 04.02.2021):
git clone https://github.com/tableau/TabPy
-
PyPi (π₯ 15K / month Β· β±οΈ 11.11.2020):
pip install tabpy
pyclustering (π₯25 Β· β 850) - pyclustring is a Python, C++ data mining library. BSD-3
-
GitHub (π¨βπ» 26 Β· π 200 Β· π₯ 350 Β· π¦ 220 Β· π 640 - 8% open Β· β±οΈ 12.02.2021):
git clone https://github.com/annoviko/pyclustering
-
PyPi (π₯ 39K / month Β· π¦ 36 Β· β±οΈ 25.11.2020):
pip install pyclustering
-
Conda (π₯ 25K Β· β±οΈ 14.07.2021):
conda install -c conda-forge pyclustering
pyjanitor (π₯25 Β· β 700) - Clean APIs for data cleaning. Python implementation of R package Janitor. MIT
-
GitHub (π¨βπ» 89 Β· π 120 Β· π¦ 100 Β· π 400 - 25% open Β· β±οΈ 12.07.2021):
git clone https://github.com/pyjanitor-devs/pyjanitor
-
PyPi (π₯ 9.8K / month Β· π¦ 4 Β· β±οΈ 25.02.2021):
pip install pyjanitor
-
Conda (π₯ 94K Β· β±οΈ 25.03.2021):
conda install -c conda-forge pyjanitor
pycm (π₯24 Β· β 1.1K) - Multi-class confusion matrix library in Python. MIT
-
GitHub (π¨βπ» 14 Β· π 93 Β· π¦ 110 Β· π 170 - 7% open Β· β±οΈ 11.03.2021):
git clone https://github.com/sepandhaghighi/pycm
-
PyPi (π₯ 11K / month Β· π¦ 10 Β· β±οΈ 11.03.2021):
pip install pycm
PennyLane (π₯24 Β· β 930) - PennyLane is a cross-platform Python library for differentiable.. Apache-2
-
GitHub (π¨βπ» 59 Β· π 280 Β· π₯ 59 Β· π 440 - 25% open Β· β±οΈ 09.07.2021):
git clone https://github.com/PennyLaneAI/PennyLane
-
PyPi (π₯ 5.6K / month Β· π¦ 20 Β· β±οΈ 22.06.2021):
pip install pennylane
pyopencl (π₯24 Β· β 820) - OpenCL integration for Python, plus shiny features. MIT
-
GitHub (π¨βπ» 87 Β· π 210 Β· π¦ 540 Β· π 290 - 21% open Β· β±οΈ 07.07.2021):
git clone https://github.com/inducer/pyopencl
-
PyPi (π₯ 12K / month Β· π¦ 240 Β· β±οΈ 07.07.2021):
pip install pyopencl
-
Conda (π₯ 470K Β· β±οΈ 07.07.2021):
conda install -c conda-forge pyopencl
PySwarms (π₯24 Β· β 800) - A research toolkit for particle swarm optimization in Python. MIT
-
GitHub (π¨βπ» 43 Β· π 250 Β· π¦ 120 Β· π 190 - 8% open Β· β±οΈ 23.06.2021):
git clone https://github.com/ljvmiranda921/pyswarms
-
PyPi (π₯ 8.2K / month Β· β±οΈ 03.01.2021):
pip install pyswarms
findspark (π₯24 Β· β 410) - Find pyspark to make it importable. BSD-3
-
GitHub (π¨βπ» 14 Β· π 68 Β· π¦ 1.8K Β· π 20 - 55% open Β· β±οΈ 14.06.2021):
git clone https://github.com/minrk/findspark
-
PyPi (π₯ 1.5M / month Β· π¦ 200 Β· β±οΈ 08.06.2020):
pip install findspark
-
Conda (π₯ 560K Β· β±οΈ 06.07.2018):
conda install -c conda-forge findspark
modAL (π₯23 Β· β 1.3K) - A modular active learning framework for Python. MIT
-
GitHub (π¨βπ» 14 Β· π 210 Β· π₯ 16 Β· π¦ 87 Β· π 110 - 52% open Β· β±οΈ 07.01.2021):
git clone https://github.com/modAL-python/modAL
-
PyPi (π₯ 3.1K / month Β· π¦ 8 Β· β±οΈ 07.01.2021):
pip install modAL
metric-learn (π₯23 Β· β 1.1K) - Metric learning algorithms in Python. MIT
-
GitHub (π¨βπ» 19 Β· π 220 Β· π¦ 160 Β· π 160 - 32% open Β· β±οΈ 26.04.2021):
git clone https://github.com/scikit-learn-contrib/metric-learn
-
PyPi (π₯ 6.4K / month Β· π¦ 18 Β· β±οΈ 02.07.2020):
pip install metric-learn
tensorly (π₯23 Β· β 1.1K) - TensorLy: Tensor Learning in Python. BSD-2
-
GitHub (π¨βπ» 46 Β· π 210 Β· π¦ 160 Β· π 150 - 22% open Β· β±οΈ 14.07.2021):
git clone https://github.com/tensorly/tensorly
-
PyPi (π₯ 4.6K / month Β· π¦ 20 Β· β±οΈ 14.04.2021):
pip install tensorly
-
Conda (π₯ 150K Β· β±οΈ 07.12.2020):
conda install -c conda-forge tensorly
Mars (π₯22 Β· β 2.2K) - Mars is a tensor-based unified framework for large-scale data.. Apache-2
-
GitHub (π¨βπ» 21 Β· π 260 Β· π 830 - 14% open Β· β±οΈ 15.07.2021):
git clone https://github.com/mars-project/mars
-
PyPi (π₯ 2.2K / month Β· β±οΈ 09.07.2021):
pip install pymars
gplearn (π₯22 Β· β 970) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3
-
GitHub (π¨βπ» 10 Β· π 170 Β· π¦ 180 Β· π 160 - 22% open Β· β±οΈ 01.07.2021):
git clone https://github.com/trevorstephens/gplearn
-
PyPi (π₯ 1.8K / month Β· π¦ 14 Β· β±οΈ 01.06.2019):
pip install gplearn
alibi-detect (π₯22 Β· β 760) - Algorithms for outlier, adversarial and drift detection. Apache-2
-
GitHub (π¨βπ» 8 Β· π 78 Β· π¦ 29 Β· π 140 - 44% open Β· β±οΈ 14.07.2021):
git clone https://github.com/SeldonIO/alibi-detect
-
PyPi (π₯ 16K / month Β· π¦ 1 Β· β±οΈ 07.06.2021):
pip install alibi-detect
scikit-rebate (π₯22 Β· β 320) - A scikit-learn-compatible Python implementation of ReBATE, a.. MIT
-
GitHub (π¨βπ» 13 Β· π 59 Β· π¦ 140 Β· π 32 - 40% open Β· β±οΈ 15.02.2021):
git clone https://github.com/EpistasisLab/scikit-rebate
-
PyPi (π₯ 3.7K / month Β· π¦ 62 Β· β±οΈ 20.03.2021):
pip install skrebate
Prince (π₯21 Β· β 660) - Python factor analysis library (PCA, CA, MCA, MFA, FAMD). MIT
-
GitHub (π¨βπ» 9 Β· π 120 Β· π¦ 140 Β· π 98 - 32% open Β· β±οΈ 11.01.2021):
git clone https://github.com/MaxHalford/prince
-
PyPi (π₯ 17K / month Β· π¦ 6 Β· β±οΈ 06.10.2020):
pip install prince
Feature Engine (π₯21 Β· β 580) - Feature engineering package with sklearn like functionality. BSD-3
-
GitHub (π¨βπ» 24 Β· π 160 Β· π 120 - 24% open Β· β±οΈ 14.07.2021):
git clone https://github.com/solegalli/feature_engine
-
PyPi (π₯ 29K / month Β· π¦ 2 Β· β±οΈ 22.06.2021):
pip install feature_engine
-
Conda (π₯ 3.7K Β· β±οΈ 22.06.2021):
conda install -c conda-forge feature_engine
AstroML (π₯20 Β· β 760) - Machine learning, statistics, and data mining for astronomy and.. BSD-2
-
GitHub (π¨βπ» 30 Β· π 270 Β· π 140 - 38% open Β· β±οΈ 07.04.2021):
git clone https://github.com/astroML/astroML
-
PyPi (π₯ 1.4K / month Β· π¦ 29 Β· β±οΈ 23.03.2020):
pip install astroML
-
Conda (π₯ 24K Β· β±οΈ 16.02.2020):
conda install -c conda-forge astroml
AugLy (π₯19 Β· β 3.6K Β· π£) - A data augmentations library for audio, image, text, and video. MIT
-
GitHub (π¨βπ» 5 Β· π 150 Β· π¦ 3 Β· π 30 - 30% open Β· β±οΈ 12.07.2021):
git clone https://github.com/facebookresearch/AugLy
-
PyPi (π₯ 3K / month Β· β±οΈ 08.07.2021):
pip install augly
StreamAlert (π₯19 Β· β 2.6K) - StreamAlert is a serverless, realtime data analysis framework.. Apache-2
River (π₯19 Β· β 1.7K) - Online machine learning in Python. BSD-3
opyrator (π₯18 Β· β 2.3K Β· π£) - Turns your machine learning code into microservices with web API,.. MIT
-
GitHub (π¨βπ» 4 Β· π 98 Β· π¦ 17 Β· π 21 - 66% open Β· β±οΈ 06.05.2021):
git clone https://github.com/ml-tooling/opyrator
-
PyPi (π₯ 460 / month Β· β±οΈ 04.05.2021):
pip install opyrator
baikal (π₯18 Β· β 580) - A graph-based functional API for building complex scikit-learn pipelines. BSD-3
-
GitHub (π¨βπ» 2 Β· π 29 Β· π¦ 3 Β· π 20 - 30% open Β· β±οΈ 11.04.2021):
git clone https://github.com/alegonz/baikal
-
PyPi (π₯ 330 / month Β· β±οΈ 15.11.2020):
pip install baikal
-
Conda (π₯ 960K Β· β±οΈ 31.01.2021):
conda install -c conda-forge cython-blis
avalanche (π₯17 Β· β 540) - Avalanche: an End-to-End Library for Continual Learning. MIT
BioPandas (π₯17 Β· β 360) - Working with molecular structures in pandas DataFrames. BSD-3
-
GitHub (π¨βπ» 7 Β· π 82 Β· π 37 - 43% open Β· β±οΈ 07.04.2021):
git clone https://github.com/rasbt/biopandas
-
PyPi (π₯ 790 / month Β· π¦ 6 Β· β±οΈ 03.03.2021):
pip install biopandas
-
Conda (π₯ 79K Β· β±οΈ 08.08.2020):
conda install -c conda-forge biopandas
apricot (π₯17 Β· β 320) - apricot implements submodular optimization for the purpose of selecting.. MIT
-
GitHub (π¨βπ» 2 Β· π 30 Β· π₯ 9 Β· π¦ 19 Β· π 18 - 16% open Β· β±οΈ 18.02.2021):
git clone https://github.com/jmschrei/apricot
-
PyPi (π₯ 550 / month Β· β±οΈ 28.09.2020):
pip install apricot-select
traingenerator (π₯11 Β· β 1K) - A web app to generate template code for machine learning. MIT
Show 14 hidden projects...
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Cython BLIS (π₯26 Β· β 170) - Fast matrix-multiplication as a self-contained Python library no..
BSD-3
-
pysc2 (π₯25 Β· β 7.3K Β· π) - StarCraft II Learning Environment.
Apache-2
-
datalad (π₯24 Β· β 250) - Keep code, data, containers under control with git and git-annex.
MIT
-
minisom (π₯23 Β· β 870) - MiniSom is a minimalistic implementation of the Self Organizing..
βοΈCC-BY-3.0
-
cleanlab (π₯21 Β· β 2K) - The standard package for machine learning with noisy labels and..
βοΈAGPL-3.0
-
mlens (π₯21 Β· β 690 Β· π) - ML-Ensemble high performance ensemble learning.
MIT
-
impyute (π₯20 Β· β 280 Β· π) - Data imputations library to preprocess datasets with missing data.
MIT
-
SUOD (π₯20 Β· β 280) - (MLSys' 21) An Acceleration System for Large-scare Unsupervised..
BSD-2
-
vecstack (π₯19 Β· β 630 Β· π) - Python package for stacking (machine learning technique).
MIT
-
rrcf (π₯19 Β· β 320 Β· π) - Implementation of the Robust Random Cut Forest algorithm for anomaly..
MIT
-
pandas-ml (π₯19 Β· β 270 Β· π) - pandas, scikit-learn, xgboost and seaborn integration.
BSD-3
-
dstack (π₯16 Β· β 190) - An open-source tool to rapidly develop data applications with Python.
Apache-2
-
pykale (π₯14 Β· β 250) - Knowledge-Aware machine LEarning (KALE) from multiple sources in Python.
MIT
-
nylon (π₯13 Β· β 62 Β· π£) - An intelligent, flexible grammar of machine learning.
MIT
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