Best-of Machine Learning with Python

A ranked list of awesome machine learning Python libraries. Updated weekly.

This curated list contains 910 awesome open-source projects with a total of 3.6M stars grouped into 34 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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Machine Learning Frameworks 58 projects
Data Visualization 54 projects
Text Data & NLP 100 projects
Image Data 64 projects
Graph Data 36 projects
Audio Data 29 projects
Geospatial Data 22 projects
Financial Data 25 projects
Time Series Data 29 projects
Medical Data 20 projects
Tabular Data 5 projects
Optical Character Recognition 12 projects
Data Containers & Structures 1 projects
Data Loading & Extraction 1 projects
Web Scraping & Crawling 1 projects
Data Pipelines & Streaming 1 projects
Distributed Machine Learning 36 projects
Hyperparameter Optimization & AutoML 52 projects
Reinforcement Learning 23 projects
Recommender Systems 17 projects
Privacy Machine Learning 7 projects
Workflow & Experiment Tracking 39 projects
Model Serialization & Deployment 20 projects
Model Interpretability 54 projects
Vector Similarity Search (ANN) 12 projects
Probabilistics & Statistics 23 projects
Adversarial Robustness 9 projects
GPU & Accelerator Utilities 20 projects
Tensorflow Utilities 16 projects
Jax Utilities 3 projects
Sklearn Utilities 19 projects
Pytorch Utilities 32 projects
Database Clients 1 projects
Others 65 projects

Explanation

Combined project-quality score
Star count from GitHub
New project (less than 6 months old)
Inactive project (6 months no activity)
Dead project (12 months no activity)
Project is trending up or down
Project was recently added
Warning (e.g. missing/risky license)
Contributors count from GitHub
Fork count from GitHub
Issue count from GitHub
Last update timestamp on package manager
Download count from package manager
Number of dependent projects
Tensorflow related project
Sklearn related project
PyTorch related project
MxNet related project
Apache Spark related project
Jupyter related project
PaddlePaddle related project
Pandas related project
Jax related project

Machine Learning Frameworks

General-purpose machine learning and deep learning frameworks.

Tensorflow (55 170K) - An Open Source Machine Learning Framework for Everyone. Apache-2

GitHub ( 4.3K 88K 240K 37K - 6% open 02.02.2023):
```
 git clone https://github.com/tensorflow/tensorflow
```
PyPi ( 15M / month 14K 18.11.2022):
```
 pip install tensorflow
```

Conda ( 4M 08.01.2023):

 conda install -c conda-forge tensorflow

Docker Hub ( 71M 2.1K 02.02.2023):
```
 docker pull tensorflow/tensorflow
```

scikit-learn (52 53K) - scikit-learn: machine learning in Python. BSD-3

GitHub ( 2.8K 24K 840 450K 11K - 20% open 02.02.2023):
```
 git clone https://github.com/scikit-learn/scikit-learn
```
PyPi ( 34M / month 26K 24.01.2023):
```
 pip install scikit-learn
```

Conda ( 18M 25.01.2023):

 conda install -c conda-forge scikit-learn

PyTorch (50 62K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3

GitHub ( 3.8K 17K 10K 32K - 34% open 02.02.2023):
```
 git clone https://github.com/pytorch/pytorch
```
PyPi ( 8.3M / month 7.6K 28.06.2022):
```
 pip install torch
```
Conda ( 22M 15.12.2022):
```
 conda install -c pytorch pytorch
```

Keras (45 57K ) - Deep Learning for humans. Apache-2

GitHub ( 1.1K 19K 12K - 3% open 01.02.2023):

 git clone https://github.com/keras-team/keras

PyPi ( 10M / month 340 14.11.2022):
```
 pip install keras
```
Conda ( 2.9M 21.11.2022):
```
 conda install -c conda-forge keras
```

StatsModels (45 8.1K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3

GitHub ( 400 2.6K 26 79K 5.1K - 48% open 29.01.2023):
```
 git clone https://github.com/statsmodels/statsmodels
```
PyPi ( 9.1M / month 4.7K 02.11.2022):
```
 pip install statsmodels
```

Conda ( 8.6M 04.11.2022):

 conda install -c conda-forge statsmodels

PySpark (44 35K) - Apache Spark Python API. Apache-2

GitHub ( 2.8K 26K 02.02.2023):

 git clone https://github.com/apache/spark

PyPi ( 26M / month 840 15.06.2022):
```
 pip install pyspark
```
Conda ( 2.3M 20.12.2022):
```
 conda install -c conda-forge pyspark
```

XGBoost (44 24K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2

GitHub ( 590 8.5K 5.8K 43K 4.7K - 7% open 31.01.2023):
```
 git clone https://github.com/dmlc/xgboost
```
PyPi ( 8.7M / month 1.4K 09.05.2022):
```
 pip install xgboost
```
Conda ( 3.6M 07.11.2022):
```
 conda install -c conda-forge xgboost
```

jax (43 22K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2

GitHub ( 500 2K 7.1K 4.1K - 31% open 02.02.2023):
```
 git clone https://github.com/google/jax
```
PyPi ( 780K / month 330 28.06.2022):
```
 pip install jax
```
Conda ( 590K 14.12.2022):
```
 conda install -c conda-forge jaxlib
```

LightGBM (43 15K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT

GitHub ( 280 3.7K 180K 18K 2.9K - 8% open 01.02.2023):
```
 git clone https://github.com/microsoft/LightGBM
```
PyPi ( 6.2M / month 640 07.01.2022):
```
 pip install lightgbm
```
Conda ( 1.5M 24.01.2023):
```
 conda install -c conda-forge lightgbm
```

PaddlePaddle (42 19K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2

GitHub ( 910 4.8K 15K 190 18K - 16% open 02.02.2023):
```
 git clone https://github.com/PaddlePaddle/Paddle
```
PyPi ( 79K / month 50 05.07.2022):
```
 pip install paddlepaddle
```

Catboost (42 6.9K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2

GitHub ( 1.1K 1.1K 120K 2K - 24% open 19.01.2023):
```
 git clone https://github.com/catboost/catboost
```
PyPi ( 2M / month 240 19.05.2022):
```
 pip install catboost
```
Conda ( 1.2M 30.01.2023):
```
 conda install -c conda-forge catboost
```

pytorch-lightning (41 21K) - Deep learning framework to train, deploy, and ship AI.. Apache-2

GitHub ( 830 2.7K 10K 5.8K - 10% open 02.02.2023):
```
 git clone https://github.com/Lightning-AI/lightning
```
PyPi ( 3M / month 400 01.06.2022):
```
 pip install pytorch-lightning
```

Conda ( 680K 28.01.2023):

 conda install -c conda-forge pytorch-lightning

Fastai (39 23K) - The fastai deep learning library. Apache-2

GitHub ( 650 7.3K 12K 1.7K - 8% open 21.01.2023):
```
 git clone https://github.com/fastai/fastai
```
PyPi ( 370K / month 300 04.07.2022):
```
 pip install fastai
```

MXNet (39 20K) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning.. Apache-2

GitHub ( 980 6.9K 26K 3.8K 9.5K - 18% open 26.01.2023):
```
 git clone https://github.com/apache/incubator-mxnet
```
PyPi ( 430K / month 280 17.05.2022):
```
 pip install mxnet
```
Conda ( 8.8K 5 24.10.2022):
```
 conda install -c anaconda mxnet
```

Jina (39 17K) - Build multimodal AI services via cloud native technologies Neural Search.. Apache-2

GitHub ( 160 2K 450 1.8K - 2% open 02.02.2023):
```
 git clone https://github.com/jina-ai/jina
```
PyPi ( 57K / month 2 06.07.2022):
```
 pip install jina
```

Conda ( 36K 16.08.2022):

 conda install -c conda-forge jina-core

Docker Hub ( 1.2M 7 02.02.2023):
```
 docker pull jinaai/jina
```

Theano (38 9.7K) - Theano was a Python library that allows you to define, optimize, and.. BSD-3

GitHub ( 390 2.5K 13K 2.8K - 24% open 20.12.2022):
```
 git clone https://github.com/Theano/Theano
```
PyPi ( 280K / month 2.8K 27.07.2020):
```
 pip install theano
```
Conda ( 2.3M 16.03.2022):
```
 conda install -c conda-forge theano
```

PyFlink (37 21K) - Apache Flink Python API. Apache-2

GitHub ( 1.7K 12K 02.02.2023):

 git clone https://github.com/apache/flink

PyPi ( 71K / month 18 05.07.2022):
```
 pip install apache-flink
```

Vowpal Wabbit (37 8.1K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3

GitHub ( 330 1.8K 1.2K - 10% open 01.02.2023):

 git clone https://github.com/VowpalWabbit/vowpal_wabbit

PyPi ( 95K / month 31 06.04.2022):
```
 pip install vowpalwabbit
```

Conda ( 99K 09.11.2022):

 conda install -c conda-forge vowpalwabbit

Flax (36 4K) - Flax is a neural network library for JAX that is designed for.. Apache-2

GitHub ( 190 460 42 2K 680 - 18% open 02.02.2023):
```
 git clone https://github.com/google/flax
```
PyPi ( 400K / month 75 21.06.2022):
```
 pip install flax
```
Conda ( 18K 04.10.2022):
```
 conda install -c conda-forge flax
```

Thinc (36 2.7K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT

GitHub ( 60 260 28K 140 - 19% open 27.01.2023):
```
 git clone https://github.com/explosion/thinc
```
PyPi ( 4.2M / month 620 22.06.2022):
```
 pip install thinc
```
Conda ( 2.3M 13.01.2023):
```
 conda install -c conda-forge thinc
```

einops (34 6.3K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT

GitHub ( 22 280 6.8K 140 - 27% open 18.01.2023):
```
 git clone https://github.com/arogozhnikov/einops
```
PyPi ( 1.7M / month 260 04.03.2022):
```
 pip install einops
```
Conda ( 68K 09.12.2022):
```
 conda install -c conda-forge einops
```

ivy (33 8.7K) - The Unified Machine Learning Framework. Apache-2

GitHub ( 720 2.9K 5.3K - 16% open 02.02.2023):
```
 git clone https://github.com/unifyai/ivy
```
PyPi ( 160 / month 6 01.06.2022):
```
 pip install ivy-core
```

Ludwig (33 8.7K) - Data-centric declarative deep learning framework. Apache-2

GitHub ( 130 1K 150 900 - 25% open 02.02.2023):
```
 git clone https://github.com/ludwig-ai/ludwig
```
PyPi ( 2.2K / month 9 25.06.2022):
```
 pip install ludwig
```

Chainer (33 5.8K) - A flexible framework of neural networks for deep learning. MIT

GitHub ( 320 1.4K 2.9K 2K - 0% open 17.10.2022):
```
 git clone https://github.com/chainer/chainer
```
PyPi ( 21K / month 400 05.01.2022):
```
 pip install chainer
```
Conda ( 12K 21.01.2022):
```
 conda install -c conda-forge chainer
```

mlpack (33 4.2K) - mlpack: a fast, header-only C++ machine learning library. BSD-3

GitHub ( 300 1.5K 1.5K - 2% open 02.02.2023):
```
 git clone https://github.com/mlpack/mlpack
```
PyPi ( 12K / month 1 28.10.2020):
```
 pip install mlpack
```
Conda ( 130K 30.12.2022):
```
 conda install -c conda-forge mlpack
```

tensorflow-upstream (33 620) - TensorFlow ROCm port. Apache-2

GitHub ( 4.3K 74 21 340 - 20% open 27.01.2023):

 git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream

PyPi ( 1.5K / month 5 05.06.2022):
```
 pip install tensorflow-rocm
```

Sonnet (32 9.5K) - TensorFlow-based neural network library. Apache-2

GitHub ( 56 1.3K 990 190 - 17% open 15.12.2022):
```
 git clone https://github.com/deepmind/sonnet
```
PyPi ( 23K / month 53 27.03.2020):
```
 pip install dm-sonnet
```
Conda ( 20K 14.11.2020):
```
 conda install -c conda-forge sonnet
```

tensorpack (32 6.3K) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2

GitHub ( 58 1.8K 140 1.2K 1.4K - 0% open 26.11.2022):
```
 git clone https://github.com/tensorpack/tensorpack
```
PyPi ( 13K / month 46 22.01.2021):
```
 pip install tensorpack
```

Conda ( 6.9K 06.02.2022):

 conda install -c conda-forge tensorpack

skorch (31 5K) - A scikit-learn compatible neural network library that wraps.. BSD-3

GitHub ( 54 330 690 460 - 11% open 19.01.2023):
```
 git clone https://github.com/skorch-dev/skorch
```
PyPi ( 79K / month 41 31.10.2021):
```
 pip install skorch
```
Conda ( 700K 30.11.2021):
```
 conda install -c conda-forge skorch
```

Haiku (31 2.3K) - JAX-based neural network library. Apache-2

GitHub ( 69 200 740 250 - 38% open 01.02.2023):
```
 git clone https://github.com/deepmind/dm-haiku
```
PyPi ( 99K / month 42 04.07.2022):
```
 pip install dm-haiku
```
Conda ( 8.9K 21.09.2022):
```
 conda install -c conda-forge dm-haiku
```

CNTK (30 17K) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT

GitHub ( 270 4.4K 14K 3.4K - 24% open 23.09.2022):
```
 git clone https://github.com/microsoft/CNTK
```
PyPi ( 770 / month 18 09.12.2020):
```
 pip install cntk
```

Ignite (30 4.2K) - High-level library to help with training and evaluating neural.. BSD-3

GitHub ( 180 570 1.2K - 12% open 02.02.2023):
```
 git clone https://github.com/pytorch/ignite
```
PyPi ( 85K / month 5 08.11.2022):
```
 pip install pytorch-ignite
```
Conda ( 120K 05.09.2022):
```
 conda install -c pytorch ignite
```

Neural Network Libraries (30 2.6K) - Neural Network Libraries. Apache-2

GitHub ( 71 330 540 88 - 37% open 01.02.2023):
```
 git clone https://github.com/sony/nnabla
```
PyPi ( 5.3K / month 51 19.06.2022):
```
 pip install nnabla
```

ktrain (30 1.1K) - ktrain is a Python library that makes deep learning and AI more.. Apache-2

GitHub ( 15 260 380 440 - 0% open 14.01.2023):
```
 git clone https://github.com/amaiya/ktrain
```
PyPi ( 21K / month 3 20.05.2022):
```
 pip install ktrain
```

dyNET (29 3.3K) - DyNet: The Dynamic Neural Network Toolkit. Apache-2

GitHub ( 160 700 8.9K 230 930 - 28% open 14.08.2022):
```
 git clone https://github.com/clab/dynet
```
PyPi ( 4.8K / month 28 21.10.2020):
```
 pip install dyNET
```

Neural Tangents (27 1.9K) - Fast and Easy Infinite Neural Networks in Python. Apache-2

GitHub ( 23 210 260 61 130 - 38% open 09.01.2023):
```
 git clone https://github.com/google/neural-tangents
```
PyPi ( 4.3K / month 1 23.02.2022):
```
 pip install neural-tangents
```

Geomstats (27 900) - Computations and statistics on manifolds with geometric structures. MIT

GitHub ( 76 200 490 - 37% open 31.01.2023):

 git clone https://github.com/geomstats/geomstats

PyPi ( 1.4K / month 22.04.2022):
```
 pip install geomstats
```

Conda ( 970 01.06.2022):

 conda install -c conda-forge geomstats

Towhee (26 1.8K) - Towhee is a framework that is dedicated to making neural data.. Apache-2

GitHub ( 29 180 1.1K 540 - 2% open 02.02.2023):
```
 git clone https://github.com/towhee-io/towhee
```
PyPi ( 830 / month 07.07.2022):
```
 pip install towhee
```

xLearn (25 3K ) - High performance, easy-to-use, and scalable machine learning (ML).. Apache-2

GitHub ( 30 530 3.7K 100 310 - 62% open 05.06.2022):
```
 git clone https://github.com/aksnzhy/xlearn
```
PyPi ( 4.1K / month 12 04.12.2018):
```
 pip install xlearn
```

fklearn (25 1.4K) - fklearn: Functional Machine Learning. Apache-2

GitHub ( 50 160 13 59 - 61% open 21.10.2022):
```
 git clone https://github.com/nubank/fklearn
```
PyPi ( 5.8K / month 30.12.2021):
```
 pip install fklearn
```

NeuPy (24 730) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT

GitHub ( 8 160 140 270 - 12% open 03.01.2023):
```
 git clone https://github.com/itdxer/neupy
```
PyPi ( 4.5K / month 12 04.04.2019):
```
 pip install neupy
```

mace (22 4.7K ) - MACE is a deep learning inference framework optimized for mobile.. Apache-2

GitHub ( 64 810 1.5K 670 - 8% open 30.05.2022):
```
 git clone https://github.com/XiaoMi/mace
```

Objax (21 730) - Objax is a machine learning framework that provides an Object.. Apache-2

GitHub ( 24 69 31 110 - 43% open 30.08.2022):
```
 git clone https://github.com/google/objax
```
PyPi ( 660 / month 3 31.01.2022):
```
 pip install objax
```

NeoML (21 710) - Machine learning framework for both deep learning and traditional.. Apache-2

GitHub ( 33 110 78 - 37% open 02.02.2023):

 git clone https://github.com/neoml-lib/neoml

PyPi ( 52 / month 31.05.2022):
```
 pip install neoml
```

ThunderSVM (20 1.5K ) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2

GitHub ( 34 200 2.6K 210 - 29% open 09.04.2022):

 git clone https://github.com/Xtra-Computing/thundersvm

PyPi ( 270 / month 13.03.2020):
```
 pip install thundersvm
```

elegy (19 440 ) - A High Level API for Deep Learning in JAX. MIT

GitHub ( 18 31 26 100 - 37% open 23.05.2022):
```
 git clone https://github.com/poets-ai/elegy
```
PyPi ( 470 / month 22.04.2022):
```
 pip install elegy
```

chefboost (19 380) - A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT

GitHub ( 6 92 31 32 - 15% open 25.01.2023):

 git clone https://github.com/serengil/chefboost

PyPi ( 1.2K / month 16.02.2022):
```
 pip install chefboost
```

ThunderGBM (17 650) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2

GitHub ( 10 84 2 76 - 44% open 13.09.2022):

 git clone https://github.com/Xtra-Computing/thundergbm

PyPi ( 54 / month 01.05.2020):
```
 pip install thundergbm
```

Show 10 hidden projects...

dlib (38 12K) - A toolkit for making real world machine learning and data analysis.. BSL-1.0
MindsDB (33 13K) - In-Database Machine Learning. GPL-3.0
Turi Create (32 11K ) - Turi Create simplifies the development of custom machine.. BSD-3
TFlearn (32 9.6K ) - Deep learning library featuring a higher-level API for TensorFlow. MIT
NuPIC (28 6.3K ) - Numenta Platform for Intelligent Computing is an implementation.. AGPL-3.0
Lasagne (28 3.8K ) - Lightweight library to build and train neural networks in Theano. MIT
SHOGUN (26 2.9K ) - Unified and efficient Machine Learning. BSD-3
neon (23 3.9K ) - Intel Nervana reference deep learning framework committed to best.. Apache-2
Torchbearer (21 630 ) - torchbearer: A model fitting library for PyTorch. MIT
StarSpace (17 3.8K ) - Learning embeddings for classification, retrieval and ranking. MIT

Data Visualization

General-purpose and task-specific data visualization libraries.

Matplotlib (50 17K) - matplotlib: plotting with Python. Python-2.0

GitHub ( 1.5K 6.7K 720K 9.6K - 19% open 01.02.2023):
```
 git clone https://github.com/matplotlib/matplotlib
```
PyPi ( 31M / month 55K 25.01.2023):
```
 pip install matplotlib
```

Conda ( 16M 27.01.2023):

 conda install -c conda-forge matplotlib

Seaborn (43 10K) - Statistical data visualization in Python. BSD-3

GitHub ( 180 1.7K 240 210K 2.2K - 4% open 02.02.2023):
```
 git clone https://github.com/mwaskom/seaborn
```
PyPi ( 9.3M / month 9.4K 27.06.2022):
```
 pip install seaborn
```
Conda ( 5.8M 31.12.2022):
```
 conda install -c conda-forge seaborn
```

Bokeh (42 17K) - Interactive Data Visualization in the browser, from Python. BSD-3

GitHub ( 630 4K 190 7.2K - 9% open 01.02.2023):
```
 git clone https://github.com/bokeh/bokeh
```
PyPi ( 3.9M / month 3.6K 20.12.2022):
```
 pip install bokeh
```
Conda ( 9.9M 12.12.2022):
```
 conda install -c conda-forge bokeh
```

Plotly (42 13K) - The interactive graphing library for Python (includes Plotly Express). MIT

GitHub ( 220 2.3K 18 2.6K - 51% open 31.01.2023):
```
 git clone https://github.com/plotly/plotly.py
```
PyPi ( 7.1M / month 4.1K 24.06.2022):
```
 pip install plotly
```
Conda ( 3.7M 24.01.2023):
```
 conda install -c conda-forge plotly
```
npm ( 41K / month 5 12.01.2021):
```
 npm install plotlywidget
```

Altair (41 8K ) - Declarative statistical visualization library for Python. BSD-3

GitHub ( 150 700 2 44K 1.8K - 14% open 27.01.2023):
```
 git clone https://github.com/altair-viz/altair
```
PyPi ( 9M / month 420 29.12.2021):
```
 pip install altair
```
Conda ( 1.6M 31.01.2023):
```
 conda install -c conda-forge altair
```

dash (40 18K) - Data Apps & Dashboards for Python. No JavaScript Required. MIT

GitHub ( 130 1.8K 40K 1.5K - 50% open 30.01.2023):
```
 git clone https://github.com/plotly/dash
```
PyPi ( 1.1M / month 1.2K 13.06.2022):
```
 pip install dash
```
Conda ( 800K 31.01.2023):
```
 conda install -c conda-forge dash
```

pyecharts (37 13K) - Python Echarts Plotting Library. MIT

GitHub ( 38 2.8K 2.8K 1.7K - 0% open 08.01.2023):
```
 git clone https://github.com/pyecharts/pyecharts
```
PyPi ( 100K / month 220 16.11.2021):
```
 pip install pyecharts
```

pandas-profiling (36 10K ) - Create HTML profiling reports from pandas DataFrame.. MIT

GitHub ( 110 1.4K 3 630 - 20% open 30.01.2023):

 git clone https://github.com/ydataai/pandas-profiling

PyPi ( 1.1M / month 170 27.09.2021):
```
 pip install pandas-profiling
```

Conda ( 330K 25.01.2023):

 conda install -c conda-forge pandas-profiling

FiftyOne (36 2.5K) - Visualize, create, and debug image and video datasets.. Apache-2

GitHub ( 72 290 240 1.1K - 36% open 02.02.2023):
```
 git clone https://github.com/voxel51/fiftyone
```
PyPi ( 80K / month 2 24.06.2022):
```
 pip install fiftyone
```

HoloViews (36 2.4K ) - With Holoviews, your data visualizes itself. BSD-3

GitHub ( 130 370 3K - 32% open 01.02.2023):

 git clone https://github.com/holoviz/holoviews

PyPi ( 440K / month 220 07.07.2022):
```
 pip install holoviews
```

Conda ( 1.1M 17.01.2023):

 conda install -c conda-forge holoviews

npm ( 880 / month 24.05.2020):
```
 npm install @pyviz/jupyterlab_pyviz
```

PyQtGraph (35 3.1K) - Fast data visualization and GUI tools for scientific / engineering.. MIT

GitHub ( 250 980 1.1K - 30% open 30.01.2023):

 git clone https://github.com/pyqtgraph/pyqtgraph

PyPi ( 120K / month 820 04.03.2022):
```
 pip install pyqtgraph
```

Conda ( 350K 03.10.2022):

 conda install -c conda-forge pyqtgraph

UMAP (34 6K) - Uniform Manifold Approximation and Projection. BSD-3

GitHub ( 110 700 7.5K 680 - 54% open 30.01.2023):
```
 git clone https://github.com/lmcinnes/umap
```
PyPi ( 770K / month 330 13.04.2022):
```
 pip install umap-learn
```

Conda ( 1.7M 14.04.2022):

 conda install -c conda-forge umap-learn

VisPy (34 3K) - High-performance interactive 2D/3D data visualization library. BSD-3

GitHub ( 180 600 980 1.4K - 22% open 23.01.2023):
```
 git clone https://github.com/vispy/vispy
```
PyPi ( 42K / month 100 04.07.2022):
```
 pip install vispy
```
Conda ( 340K 14.11.2022):
```
 conda install -c conda-forge vispy
```
npm ( 12 / month 15.03.2020):
```
 npm install vispy
```

PyVista (34 1.6K) - 3D plotting and mesh analysis through a streamlined interface for.. MIT

GitHub ( 120 300 690 1.2K 1.1K - 28% open 02.02.2023):
```
 git clone https://github.com/pyvista/pyvista
```
PyPi ( 87K / month 120 02.11.2022):
```
 pip install pyvista
```
Conda ( 280K 03.11.2022):
```
 conda install -c conda-forge pyvista
```

wordcloud (33 9.2K) - A little word cloud generator in Python. MIT

GitHub ( 67 2.3K 500 - 25% open 04.01.2023):

 git clone https://github.com/amueller/word_cloud

PyPi ( 800K / month 740 27.06.2022):
```
 pip install wordcloud
```

Conda ( 370K 25.08.2022):

 conda install -c conda-forge wordcloud

datashader (33 2.9K) - Quickly and accurately render even the largest data. BSD-3

GitHub ( 51 360 1.8K 530 - 23% open 02.02.2023):
```
 git clone https://github.com/holoviz/datashader
```
PyPi ( 58K / month 97 21.06.2022):
```
 pip install datashader
```

Conda ( 480K 18.11.2022):

 conda install -c conda-forge datashader

Graphviz (33 1.3K) - Simple Python interface for Graphviz. MIT

GitHub ( 19 180 40K 150 - 4% open 30.01.2023):
```
 git clone https://github.com/xflr6/graphviz
```
PyPi ( 8.8M / month 3K 16.04.2022):
```
 pip install graphviz
```

Conda ( 33K 10.08.2022):

 conda install -c anaconda python-graphviz

plotnine (32 3.3K) - A grammar of graphics for Python. MIT

GitHub ( 99 180 540 - 13% open 01.02.2023):

 git clone https://github.com/has2k1/plotnine

PyPi ( 270K / month 220 01.07.2022):
```
 pip install plotnine
```
Conda ( 240K 10.10.2022):
```
 conda install -c conda-forge plotnine
```

bqplot (31 3.4K) - Plotting library for IPython/Jupyter notebooks. Apache-2

GitHub ( 59 470 38 600 - 39% open 02.02.2023):
```
 git clone https://github.com/bqplot/bqplot
```
PyPi ( 130K / month 97 11.02.2022):
```
 pip install bqplot
```
Conda ( 1.1M 02.09.2022):
```
 conda install -c conda-forge bqplot
```
npm ( 3.5K / month 11 02.09.2022):
```
 npm install bqplot
```

Perspective (30 5.2K) - A data visualization and analytics component, especially.. Apache-2

GitHub ( 76 570 7 610 - 16% open 02.02.2023):
```
 git clone https://github.com/finos/perspective
```
PyPi ( 4.1K / month 9 06.06.2022):
```
 pip install perspective-python
```

Conda ( 250K 19.01.2023):

 conda install -c conda-forge perspective

npm ( 1.3K / month 1 20.01.2023):

 npm install @finos/perspective-jupyterlab

D-Tale (30 3.8K) - Visualizer for pandas data structures. LGPL-2.1

GitHub ( 29 320 610 490 - 9% open 23.01.2023):
```
 git clone https://github.com/man-group/dtale
```
PyPi ( 130K / month 12 17.06.2022):
```
 pip install dtale
```
Conda ( 190K 23.01.2023):
```
 conda install -c conda-forge dtale
```

hvPlot (30 710) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3

GitHub ( 39 79 2.3K 590 - 40% open 29.12.2022):
```
 git clone https://github.com/holoviz/hvplot
```
PyPi ( 190K / month 65 23.06.2022):
```
 pip install hvplot
```
Conda ( 300K 25.11.2022):
```
 conda install -c conda-forge hvplot
```

Facets Overview (29 7.1K ) - Visualizations for machine learning datasets. Apache-2

GitHub ( 29 900 160 160 - 52% open 30.01.2023):
```
 git clone https://github.com/pair-code/facets
```
PyPi ( 390K / month 7 24.07.2019):
```
 pip install facets-overview
```

missingno (29 3.4K ) - Missing data visualization module for Python. MIT

GitHub ( 17 440 10K 130 - 7% open 27.02.2022):

 git clone https://github.com/ResidentMario/missingno

PyPi ( 360K / month 120 27.02.2022):
```
 pip install missingno
```

Conda ( 250K 15.02.2020):

 conda install -c conda-forge missingno

mpld3 (29 2.2K) - D3 Renderings of Matplotlib Graphics. BSD-3

GitHub ( 51 350 36 360 - 59% open 10.12.2022):
```
 git clone https://github.com/mpld3/mpld3
```
PyPi ( 280K / month 400 27.05.2022):
```
 pip install mpld3
```
Conda ( 170K 10.12.2022):
```
 conda install -c conda-forge mpld3
```
npm ( 620 / month 5 10.12.2022):
```
 npm install mpld3
```

data-validation (29 690) - Library for exploring and validating machine learning.. Apache-2

GitHub ( 25 140 370 620 170 - 21% open 31.01.2023):
```
 git clone https://github.com/tensorflow/data-validation
```

PyPi ( 860K / month 27 29.06.2022):

 pip install tensorflow-data-validation

AutoViz (27 1.2K) - Automatically Visualize any dataset, any size with a single line of.. Apache-2

GitHub ( 14 160 340 65 - 4% open 30.12.2022):
```
 git clone https://github.com/AutoViML/AutoViz
```
PyPi ( 120K / month 6 17.06.2022):
```
 pip install autoviz
```
Conda ( 25K 03.10.2022):
```
 conda install -c conda-forge autoviz
```

openTSNE (27 1.1K) - Extensible, parallel implementations of t-SNE. BSD-3

GitHub ( 10 130 480 120 - 5% open 02.02.2023):

 git clone https://github.com/pavlin-policar/openTSNE

PyPi ( 68K / month 11 18.03.2022):
```
 pip install opentsne
```
Conda ( 180K 06.12.2022):
```
 conda install -c conda-forge opentsne
```

pythreejs (27 850) - A Jupyter - Three.js bridge. BSD-3

GitHub ( 30 180 24 220 - 25% open 25.08.2022):

 git clone https://github.com/jupyter-widgets/pythreejs

PyPi ( 74K / month 42 26.02.2021):
```
 pip install pythreejs
```

Conda ( 460K 06.09.2022):

 conda install -c conda-forge pythreejs

npm ( 4.3K / month 7 24.08.2022):
```
 npm install jupyter-threejs
```

lets-plot (27 830) - An open-source plotting library for statistical data. MIT

GitHub ( 18 42 380 22 310 - 23% open 02.02.2023):
```
 git clone https://github.com/JetBrains/lets-plot
```
PyPi ( 1.4K / month 1 20.06.2022):
```
 pip install lets-plot
```

Chartify (26 3.3K) - Python library that makes it easy for data scientists to create.. Apache-2

GitHub ( 23 300 71 75 - 58% open 13.12.2022):
```
 git clone https://github.com/spotify/chartify
```
PyPi ( 7.7K / month 9 02.11.2020):
```
 pip install chartify
```
Conda ( 24K 07.11.2020):
```
 conda install -c conda-forge chartify
```

HyperTools (25 1.8K ) - A Python toolbox for gaining geometric insights into high-.. MIT

GitHub ( 21 160 24 240 190 - 33% open 12.02.2022):
```
 git clone https://github.com/ContextLab/hypertools
```
PyPi ( 550 / month 10 12.02.2022):
```
 pip install hypertools
```

Pandas-Bokeh (24 830 ) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT

GitHub ( 14 100 420 100 - 33% open 25.03.2022):

 git clone https://github.com/PatrikHlobil/Pandas-Bokeh

PyPi ( 23K / month 11 11.04.2021):
```
 pip install pandas-bokeh
```

HiPlot (23 2.4K ) - HiPlot makes understanding high dimensional data easy. MIT

GitHub ( 8 120 7 84 - 15% open 05.12.2022):

 git clone https://github.com/facebookresearch/hiplot

PyPi ( 39K / month 12 05.07.2022):
```
 pip install hiplot
```
Conda ( 120K 31.05.2022):
```
 conda install -c conda-forge hiplot
```

Sweetviz (23 2.3K ) - Visualize and compare datasets, target values and associations, with.. MIT

GitHub ( 6 220 100 - 31% open 08.06.2022):

 git clone https://github.com/fbdesignpro/sweetviz

PyPi ( 70K / month 8 14.06.2022):
```
 pip install sweetviz
```
Conda ( 18K 15.06.2022):
```
 conda install -c conda-forge sweetviz
```

Plotly-Resampler (23 640) - Visualize large time series data with plotly.py. MIT

GitHub ( 9 40 83 90 - 33% open 02.02.2023):

 git clone https://github.com/predict-idlab/plotly-resampler

PyPi ( 41K / month 1 29.06.2022):
```
 pip install plotly-resampler
```

Conda ( 12K 31.01.2023):

 conda install -c conda-forge plotly-resampler

vega (23 340) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3

GitHub ( 11 59 2 95 - 13% open 01.12.2022):
```
 git clone https://github.com/vega/ipyvega
```
PyPi ( 11K / month 84 10.02.2022):
```
 pip install vega
```
Conda ( 530K 05.12.2022):
```
 conda install -c conda-forge vega
```

python-ternary (22 620) - Ternary plotting library for python with matplotlib. MIT

GitHub ( 27 140 18 120 140 - 27% open 31.12.2022):
```
 git clone https://github.com/marcharper/python-ternary
```
PyPi ( 43K / month 21 17.02.2021):
```
 pip install python-ternary
```

Conda ( 71K 17.02.2021):

 conda install -c conda-forge python-ternary

Popmon (22 410) - Monitor the stability of a Pandas or Spark dataframe. MIT

GitHub ( 16 31 38 18 46 - 28% open 19.10.2022):
```
 git clone https://github.com/ing-bank/popmon
```
PyPi ( 33K / month 2 21.06.2022):
```
 pip install popmon
```

PyWaffle (19 530 ) - Make Waffle Charts in Python. MIT

GitHub ( 6 99 190 19 - 26% open 08.06.2022):
```
 git clone https://github.com/gyli/PyWaffle
```
PyPi ( 3.6K / month 2 08.06.2022):
```
 pip install pywaffle
```
Conda ( 8.3K 05.06.2022):
```
 conda install -c conda-forge pywaffle
```

Show 14 hidden projects...

cartopy (32 1.2K) - Cartopy - a cartographic python library with matplotlib support. LGPL-3.0
Cufflinks (29 2.7K ) - Productivity Tools for Plotly + Pandas. MIT
PandasGUI (23 2.8K ) - A GUI for Pandas DataFrames. MIT-0
Multicore-TSNE (23 1.8K ) - Parallel t-SNE implementation with Python and Torch.. BSD-3
PDPbox (22 730 ) - python partial dependence plot toolbox. MIT
pivottablejs (22 520 ) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
joypy (21 470 ) - Joyplots in Python with matplotlib & pandas. MIT
ivis (20 290) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
vegafusion (20 150) - Serverside scaling for the Vega and Altair visualizations. BSD-3
animatplot (18 400 ) - A python package for animating plots build on matplotlib. MIT
data-describe (18 290 ) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
pdvega (17 340 ) - Interactive plotting for Pandas using Vega-Lite. MIT
nx-altair (15 210 ) - Draw interactive NetworkX graphs with Altair. MIT
nptsne (12 30 ) - nptsne is a numpy compatible python binary package that offers a.. 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.

transformers (49 79K) - Transformers: State-of-the-art Machine Learning for.. Apache-2

GitHub ( 1.7K 18K 640 48K 11K - 4% open 02.02.2023):
```
 git clone https://github.com/huggingface/transformers
```
PyPi ( 9.1M / month 970 21.06.2022):
```
 pip install transformers
```

Conda ( 790K 25.01.2023):

 conda install -c conda-forge transformers

nltk (45 11K ) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2

GitHub ( 440 2.7K 170K 1.7K - 13% open 02.02.2023):
```
 git clone https://github.com/nltk/nltk
```
PyPi ( 11M / month 12K 09.02.2022):
```
 pip install nltk
```
Conda ( 1.7M 02.01.2023):
```
 conda install -c conda-forge nltk
```

spaCy (44 25K) - Industrial-strength Natural Language Processing (NLP) in Python. MIT

GitHub ( 720 4K 50K 5.4K - 1% open 02.02.2023):
```
 git clone https://github.com/explosion/spaCy
```
PyPi ( 4.8M / month 2.4K 05.04.2022):
```
 pip install spacy
```
Conda ( 2.9M 24.01.2023):
```
 conda install -c conda-forge spacy
```

Rasa (41 16K) - Open source machine learning framework to automate text- and voice-.. Apache-2

GitHub ( 570 4.2K 3K 6.8K - 1% open 02.02.2023):
```
 git clone https://github.com/RasaHQ/rasa
```
PyPi ( 100K / month 60 06.07.2022):
```
 pip install rasa
```

gensim (41 14K) - Topic Modelling for Humans. LGPL-2.1

GitHub ( 440 4.3K 4.2K 41K 1.8K - 21% open 21.12.2022):
```
 git clone https://github.com/RaRe-Technologies/gensim
```
PyPi ( 4.3M / month 2.9K 01.05.2022):
```
 pip install gensim
```
Conda ( 970K 21.12.2022):
```
 conda install -c conda-forge gensim
```

flair (39 12K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT

GitHub ( 240 2K 1.9K 2.1K - 4% open 01.02.2023):
```
 git clone https://github.com/flairNLP/flair
```
PyPi ( 84K / month 76 20.05.2022):
```
 pip install flair
```

Conda ( 15K 21.05.2022):

 conda install -c conda-forge python-flair

fairseq (36 21K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT

GitHub ( 410 5.2K 290 1.2K 3.8K - 23% open 26.01.2023):
```
 git clone https://github.com/facebookresearch/fairseq
```
PyPi ( 53K / month 39 27.06.2022):
```
 pip install fairseq
```
Conda ( 23K 13.07.2022):
```
 conda install -c conda-forge fairseq
```

sentence-transformers (36 9.3K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2

GitHub ( 110 1.8K 5.5K 1.6K - 53% open 26.01.2023):

 git clone https://github.com/UKPLab/sentence-transformers

PyPi ( 1.8M / month 130 26.06.2022):
```
 pip install sentence-transformers
```

Conda ( 74K 27.06.2022):

 conda install -c conda-forge sentence-transformers

spark-nlp (36 3.1K) - State of the Art Natural Language Processing. Apache-2

GitHub ( 140 630 230 770 - 4% open 02.02.2023):

 git clone https://github.com/JohnSnowLabs/spark-nlp

PyPi ( 2.8M / month 13 01.07.2022):
```
 pip install spark-nlp
```

fastText (35 24K ) - Library for fast text representation and classification. MIT

GitHub ( 59 4.5K 3.8K 1.1K - 46% open 04.03.2022):

 git clone https://github.com/facebookresearch/fastText

PyPi ( 1.1M / month 190 28.04.2020):
```
 pip install fasttext
```
Conda ( 47K 01.11.2022):
```
 conda install -c conda-forge fasttext
```

AllenNLP (35 11K ) - An open-source NLP research library, built on PyTorch. Apache-2

GitHub ( 260 2.2K 53 3.1K 2.6K - 3% open 22.11.2022):
```
 git clone https://github.com/allenai/allennlp
```
PyPi ( 110K / month 180 14.04.2022):
```
 pip install allennlp
```
Conda ( 96K 15.07.2022):
```
 conda install -c conda-forge allennlp
```

sentencepiece (35 6.5K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2

GitHub ( 73 840 24K 22K 580 - 5% open 24.01.2023):
```
 git clone https://github.com/google/sentencepiece
```
PyPi ( 7.7M / month 410 18.06.2021):
```
 pip install sentencepiece
```

Conda ( 320K 22.01.2023):

 conda install -c conda-forge sentencepiece

ParlAI (34 9.8K) - A framework for training and evaluating AI models on a variety of.. MIT

GitHub ( 200 1.9K 100 1.5K - 5% open 19.01.2023):

 git clone https://github.com/facebookresearch/ParlAI

PyPi ( 2.7K / month 3 30.03.2022):
```
 pip install parlai
```

haystack (34 6.6K) - Haystack is an open source NLP framework that leverages pre-trained.. Apache-2

GitHub ( 160 1K 15 290 1.9K - 16% open 02.02.2023):
```
 git clone https://github.com/deepset-ai/haystack
```
PyPi ( 1.5K / month 85 15.12.2021):
```
 pip install haystack
```

OpenNMT (34 5.9K) - Open Source Neural Machine Translation in PyTorch. MIT

GitHub ( 180 2.1K 160 1.4K - 3% open 30.01.2023):
```
 git clone https://github.com/OpenNMT/OpenNMT-py
```
PyPi ( 3.5K / month 9 14.09.2021):
```
 pip install OpenNMT-py
```

torchtext (34 3.2K) - Data loaders and abstractions for text and NLP. BSD-3

GitHub ( 140 760 770 - 38% open 02.02.2023):
```
 git clone https://github.com/pytorch/text
```
PyPi ( 530K / month 440 28.06.2022):
```
 pip install torchtext
```

Tokenizers (33 6.4K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2

GitHub ( 66 530 56 720 - 32% open 23.01.2023):

 git clone https://github.com/huggingface/tokenizers

PyPi ( 8.4M / month 130 13.04.2022):
```
 pip install tokenizers
```

Conda ( 740K 26.01.2023):

 conda install -c conda-forge tokenizers

NeMo (33 5.5K) - NeMo: a toolkit for conversational AI. Apache-2

GitHub ( 200 1.4K 22K 1.5K - 5% open 01.02.2023):
```
 git clone https://github.com/NVIDIA/NeMo
```
PyPi ( 23K / month 8 01.07.2022):
```
 pip install nemo-toolkit
```

TensorFlow Text (33 1K) - Making text a first-class citizen in TensorFlow. Apache-2

GitHub ( 99 260 2.8K 260 - 41% open 02.02.2023):
```
 git clone https://github.com/tensorflow/text
```
PyPi ( 3.4M / month 84 18.05.2022):
```
 pip install tensorflow-text
```

stanza (32 6.5K) - Official Stanford NLP Python Library for Many Human Languages. Apache-2

GitHub ( 54 820 1.5K 750 - 10% open 15.09.2022):
```
 git clone https://github.com/stanfordnlp/stanza
```
PyPi ( 160K / month 70 23.04.2022):
```
 pip install stanza
```
Conda ( 6.2K 14.09.2022):
```
 conda install -c stanfordnlp stanza
```

Dedupe (32 3.6K) - A python library for accurate and scalable fuzzy matching, record.. MIT

GitHub ( 69 490 250 790 - 8% open 29.01.2023):
```
 git clone https://github.com/dedupeio/dedupe
```
PyPi ( 240K / month 48 06.07.2022):
```
 pip install dedupe
```
Conda ( 22K 12.12.2022):
```
 conda install -c conda-forge dedupe
```

snowballstemmer (32 610) - Snowball compiler and stemming algorithms. BSD-3

GitHub ( 30 160 4 78 - 35% open 16.11.2022):

 git clone https://github.com/snowballstem/snowball

PyPi ( 8.6M / month 6.7K 16.11.2021):
```
 pip install snowballstemmer
```

Conda ( 5.9M 17.11.2021):

 conda install -c conda-forge snowballstemmer

DeepPavlov (31 6K) - An open source library for deep learning end-to-end dialog.. Apache-2

GitHub ( 73 1.1K 320 620 - 8% open 10.01.2023):
```
 git clone https://github.com/deepmipt/DeepPavlov
```
PyPi ( 7.3K / month 6 31.05.2022):
```
 pip install deeppavlov
```

jellyfish (31 1.8K) - a python library for doing approximate and phonetic matching of.. BSD-2

GitHub ( 28 150 5K 120 - 10% open 31.12.2022):
```
 git clone https://github.com/jamesturk/jellyfish
```
PyPi ( 2.3M / month 410 07.01.2022):
```
 pip install jellyfish
```

Conda ( 450K 28.10.2022):

 conda install -c conda-forge jellyfish

GluonNLP (30 2.5K) - Toolkit that enables easy text preprocessing, datasets loading.. Apache-2

GitHub ( 84 520 1.1K 560 - 46% open 25.12.2022):
```
 git clone https://github.com/dmlc/gluon-nlp
```
PyPi ( 200K / month 22 13.08.2020):
```
 pip install gluonnlp
```

nlpaug (29 3.8K ) - Data augmentation for NLP. MIT

GitHub ( 33 420 540 200 - 25% open 07.07.2022):
```
 git clone https://github.com/makcedward/nlpaug
```
PyPi ( 150K / month 19 07.07.2022):
```
 pip install nlpaug
```
Conda ( 6.9K 30.01.2023):
```
 conda install -c conda-forge nlpaug
```

ftfy (29 3.4K) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT

GitHub ( 18 110 8.7K 130 - 9% open 25.10.2022):
```
 git clone https://github.com/rspeer/python-ftfy
```
PyPi ( 3.1M / month 490 09.02.2022):
```
 pip install ftfy
```
Conda ( 220K 13.03.2022):
```
 conda install -c conda-forge ftfy
```

Sumy (29 3K) - Module for automatic summarization of text documents and HTML pages. Apache-2

GitHub ( 24 480 1.6K 110 - 15% open 23.10.2022):
```
 git clone https://github.com/miso-belica/sumy
```
PyPi ( 27K / month 100 21.04.2022):
```
 pip install sumy
```
Conda ( 3.8K 25.10.2022):
```
 conda install -c conda-forge sumy
```

SciSpacy (29 1.3K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2

GitHub ( 27 180 600 280 - 10% open 06.11.2022):
```
 git clone https://github.com/allenai/scispacy
```
PyPi ( 29K / month 19 10.03.2022):
```
 pip install scispacy
```

spacy-transformers (29 1.2K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy

GitHub ( 20 160 830 30.01.2023):

 git clone https://github.com/explosion/spacy-transformers

PyPi ( 190K / month 22 05.07.2022):
```
 pip install spacy-transformers
```

Conda ( 8.6K 27.01.2023):

 conda install -c conda-forge spacy-transformers

TextDistance (28 3K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT

GitHub ( 13 240 880 3.5K 18.09.2022):

 git clone https://github.com/life4/textdistance

PyPi ( 470K / month 43 29.06.2022):
```
 pip install textdistance
```

Conda ( 310K 18.09.2022):

 conda install -c conda-forge textdistance

scattertext (28 2K) - Beautiful visualizations of how language differs among document.. Apache-2

GitHub ( 13 270 350 94 - 20% open 01.02.2023):

 git clone https://github.com/JasonKessler/scattertext

PyPi ( 8.2K / month 10 26.03.2022):
```
 pip install scattertext
```

Conda ( 74K 08.12.2022):

 conda install -c conda-forge scattertext

textacy (28 2K ) - NLP, before and after spaCy. Apache-2

GitHub ( 32 240 260 - 11% open 06.03.2022):

 git clone https://github.com/chartbeat-labs/textacy

PyPi ( 57K / month 100 06.12.2021):
```
 pip install textacy
```
Conda ( 120K 06.02.2022):
```
 conda install -c conda-forge textacy
```

CLTK (28 760) - The Classical Language Toolkit. MIT

GitHub ( 120 310 25 220 540 - 5% open 16.10.2022):
```
 git clone https://github.com/cltk/cltk
```
PyPi ( 1.4K / month 42 09.06.2022):
```
 pip install cltk
```

english-words (27 8.6K) - A text file containing 479k English words for all your.. Unlicense

GitHub ( 30 1.6K 120 - 72% open 08.11.2022):

 git clone https://github.com/dwyl/english-words

PyPi ( 220K / month 7 29.01.2022):
```
 pip install english-words
```

T5 (27 4.7K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2

GitHub ( 54 640 140 440 - 21% open 17.01.2023):

 git clone https://github.com/google-research/text-to-text-transfer-transformer

PyPi ( 11K / month 2 18.10.2021):
```
 pip install t5
```

vaderSentiment (27 3.9K ) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary.. MIT

GitHub ( 11 930 4.8K 120 - 37% open 01.04.2022):

 git clone https://github.com/cjhutto/vaderSentiment

PyPi ( 120K / month 180 22.05.2020):
```
 pip install vadersentiment
```

Conda ( 11K 22.03.2021):

 conda install -c conda-forge vadersentiment

rubrix (27 1.6K) - Open-source tool for data-centric NLP. Argilla helps domain experts.. Apache-2

GitHub ( 36 140 8 860 - 18% open 01.02.2023):
```
 git clone https://github.com/recognai/rubrix
```
PyPi ( 990 / month 08.06.2022):
```
 pip install rubrix
```
Conda ( 17K 06.10.2022):
```
 conda install -c conda-forge rubrix
```

Ciphey (26 11K) - Automatically decrypt encryptions without knowing the key or cipher, decode.. MIT

GitHub ( 46 730 310 - 16% open 05.12.2022):
```
 git clone https://github.com/Ciphey/Ciphey
```
PyPi ( 18K / month 06.06.2021):
```
 pip install ciphey
```
Docker Hub ( 17K 9 17.12.2022):
```
 docker pull remnux/ciphey
```

fastNLP (26 2.8K) - fastNLP: A Modularized and Extensible NLP Framework. Currently still.. Apache-2

GitHub ( 61 440 66 120 210 - 25% open 13.12.2022):
```
 git clone https://github.com/fastnlp/fastNLP
```
PyPi ( 6.3K / month 3 04.02.2019):
```
 pip install fastnlp
```

PyTextRank (26 2K ) - Python implementation of TextRank algorithms (textgraphs) for.. MIT

GitHub ( 18 340 340 92 - 21% open 27.07.2022):
```
 git clone https://github.com/DerwenAI/pytextrank
```
PyPi ( 95K / month 13 06.03.2022):
```
 pip install pytextrank
```

DeepKE (26 1.6K) - An Open Toolkit for Knowledge Graph Extraction and Construction.. MIT

GitHub ( 16 410 12 200 - 1% open 28.01.2023):
```
 git clone https://github.com/zjunlp/deepke
```
PyPi ( 670 / month 05.07.2022):
```
 pip install deepke
```

sense2vec (25 1.5K) - Contextually-keyed word vectors. MIT

GitHub ( 18 230 46K 220 110 - 18% open 08.12.2022):
```
 git clone https://github.com/explosion/sense2vec
```
PyPi ( 3.5K / month 11 19.04.2021):
```
 pip install sense2vec
```

Conda ( 31K 14.07.2021):

 conda install -c conda-forge sense2vec

detoxify (25 550) - Trained models & code to predict toxic comments on all 3 Jigsaw.. Apache-2

GitHub ( 9 75 120K 200 47 - 57% open 19.12.2022):
```
 git clone https://github.com/unitaryai/detoxify
```
PyPi ( 55K / month 2 12.04.2022):
```
 pip install detoxify
```

PyText (23 6.4K) - A natural language modeling framework based on PyTorch. BSD-3

GitHub ( 230 800 310 220 - 66% open 17.10.2022):

 git clone https://github.com/facebookresearch/pytext

PyPi ( 170 / month 1 08.06.2020):
```
 pip install pytext-nlp
```

qdrant (23 3.9K) - Qdrant - Vector Search Engine and Database for the next generation of.. Apache-2

GitHub ( 30 170 380 - 9% open 13.01.2023):
```
 git clone https://github.com/qdrant/qdrant
```

gpt-2-simple (23 3.1K ) - Python package to easily retrain OpenAIs GPT-2 text-.. MIT

GitHub ( 21 630 380 270 - 63% open 22.05.2022):

 git clone https://github.com/minimaxir/gpt-2-simple

PyPi ( 5.2K / month 6 18.10.2021):
```
 pip install gpt-2-simple
```

Sockeye (23 1.1K) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2

GitHub ( 59 330 16 03.01.2023):

 git clone https://github.com/awslabs/sockeye

PyPi ( 840 / month 2 05.05.2022):
```
 pip install sockeye
```

promptsource (23 1.1K) - Toolkit for creating, sharing and using natural language.. Apache-2

GitHub ( 59 190 25 160 - 14% open 20.01.2023):

 git clone https://github.com/bigscience-workshop/promptsource

PyPi ( 3.7K / month 18.04.2022):
```
 pip install promptsource
```

Texthero (22 2.7K) - Text preprocessing, representation and visualization from zero to hero. MIT

GitHub ( 20 230 98 140 - 55% open 28.10.2022):
```
 git clone https://github.com/jbesomi/texthero
```
PyPi ( 27K / month 6 01.07.2021):
```
 pip install texthero
```

OpenPrompt (22 2.3K) - An Open-Source Framework for Prompt-Learning. Apache-2

GitHub ( 18 270 31 200 - 25% open 09.11.2022):
```
 git clone https://github.com/thunlp/OpenPrompt
```
PyPi ( 1.3K / month 06.07.2022):
```
 pip install openprompt
```

fast-bert (22 1.8K) - Super easy library for BERT based NLP models. Apache-2

GitHub ( 36 340 250 - 62% open 27.09.2022):

 git clone https://github.com/utterworks/fast-bert

PyPi ( 2.4K / month 2 03.06.2022):
```
 pip install fast-bert
```

FARM (22 1.6K) - Fast & easy transfer learning for NLP. Harvesting language models.. Apache-2

GitHub ( 37 230 440 - 8% open 31.08.2022):

 git clone https://github.com/deepset-ai/FARM

PyPi ( 3.4K / month 2 10.06.2021):
```
 pip install farm
```
Conda ( 2.1K 14.06.2021):
```
 conda install -c conda-forge farm
```

lightseq (21 2.6K) - LightSeq: A High Performance Library for Sequence Processing and.. Apache-2

GitHub ( 15 280 650 250 - 58% open 01.02.2023):
```
 git clone https://github.com/bytedance/lightseq
```
PyPi ( 930 / month 1 26.01.2022):
```
 pip install lightseq
```

jiant (21 1.5K) - jiant is an nlp toolkit. MIT

GitHub ( 59 280 2 550 - 11% open 17.10.2022):
```
 git clone https://github.com/nyu-mll/jiant
```
PyPi ( 72 / month 10.05.2021):
```
 pip install jiant
```

happy-transformer (21 390) - A package built on top of Hugging Faces transformers.. Apache-2 huggingface

GitHub ( 14 49 120 110 - 16% open 31.10.2022):

 git clone https://github.com/EricFillion/happy-transformer

PyPi ( 6.1K / month 2 06.02.2022):
```
 pip install happytransformer
```

TextBox (20 880) - TextBox 2.0 is a text generation library with pre-trained language models. MIT

GitHub ( 18 94 5 41 - 7% open 02.02.2023):

 git clone https://github.com/RUCAIBox/TextBox

PyPi ( 4 / month 15.04.2021):
```
 pip install textbox
```

NLP Architect (19 2.9K) - A model library for exploring state-of-the-art deep learning.. Apache-2

GitHub ( 38 450 9 130 - 16% open 07.11.2022):

 git clone https://github.com/IntelLabs/nlp-architect

PyPi ( 99 / month 12.04.2020):
```
 pip install nlp-architect
```

finetune (19 670) - Scikit-learn style model finetuning for NLP. MPL-2.0

GitHub ( 20 72 9 140 - 16% open 26.01.2023):

 git clone https://github.com/IndicoDataSolutions/finetune

PyPi ( 75 / month 2 20.12.2021):
```
 pip install finetune
```

small-text (19 390) - Active Learning for Text Classification in Python. MIT

GitHub ( 2 41 15 24 - 25% open 27.11.2022):

 git clone https://github.com/webis-de/small-text

PyPi ( 280 / month 14.06.2022):
```
 pip install small-text
```

Conda ( 1.6K 14.10.2022):

 conda install -c conda-forge small-text

textaugment (18 300 ) - TextAugment: Text Augmentation Library. MIT

GitHub ( 6 54 54 39 20 - 35% open 17.05.2022):
```
 git clone https://github.com/dsfsi/textaugment
```
PyPi ( 2.9K / month 1 05.11.2020):
```
 pip install textaugment
```

fastT5 (17 410 ) - boost inference speed of T5 models by 5x & reduce the model size.. Apache-2

GitHub ( 5 51 27 55 - 27% open 05.04.2022):
```
 git clone https://github.com/Ki6an/fastT5
```
PyPi ( 1K / month 05.04.2022):
```
 pip install fastt5
```

OpenNRE (16 3.9K) - An Open-Source Package for Neural Relation Extraction (NRE). MIT

GitHub ( 12 1K 360 - 1% open 03.01.2023):

 git clone https://github.com/thunlp/OpenNRE

Translate (15 770 ) - Translate - a PyTorch Language Library. BSD-3

GitHub ( 88 200 55 - 50% open 10.06.2022):

 git clone https://github.com/pytorch/translate

PyPi ( 3 / month 01.05.2018):
```
 pip install pytorch-translate
```

VizSeq (15 410) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT

GitHub ( 3 52 6 16 - 43% open 02.01.2023):

 git clone https://github.com/facebookresearch/vizseq

PyPi ( 89 / month 07.08.2020):
```
 pip install vizseq
```

Show 35 hidden projects...

ChatterBot (35 13K ) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3
TextBlob (35 8.4K ) - Simple, Pythonic, text processing--Sentiment analysis, part-of-.. MIT
fuzzywuzzy (33 8.8K ) - Fuzzy String Matching in Python. GPL-2.0
neuralcoref (28 2.6K ) - Fast Coreference Resolution in spaCy with Neural Networks. MIT
langid (27 2K ) - Stand-alone language identification system. BSD-3
flashtext (26 5.3K ) - Extract Keywords from sentence or Replace keywords in sentences. MIT
polyglot (26 2.1K ) - Multilingual text (NLP) processing toolkit. GPL-3.0
underthesea (26 1.1K) - Underthesea - Vietnamese NLP Toolkit. GPL-3.0
textgenrnn (25 4.9K ) - Easily train your own text-generating neural network of any.. MIT
Snips NLU (25 3.7K ) - Snips Python library to extract meaning from text. Apache-2
MatchZoo (24 3.7K ) - Facilitating the design, comparison and sharing of deep.. Apache-2
pytorch-nlp (24 2.1K ) - Basic Utilities for PyTorch Natural Language Processing.. BSD-3
Kashgari (23 2.3K ) - Kashgari is a production-level NLP Transfer learning.. Apache-2
YouTokenToMe (23 850 ) - Unsupervised text tokenizer focused on computational efficiency. MIT
whoosh (23 360 ) - Pure-Python full-text search library. BSD-1-Clause
DeepMatcher (22 4.5K ) - Python package for performing Entity and Text Matching using.. BSD-3
Texar (22 2.3K ) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
anaGo (22 1.5K ) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,.. MIT
pySBD (22 560 ) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
DELTA (21 1.5K ) - DELTA is a deep learning based natural language and speech.. Apache-2
stop-words (21 140 ) - Get list of common stop words in various languages in Python. BSD-3
pyfasttext (20 230 ) - Yet another Python binding for fastText. GPL-3.0
textpipe (19 300 ) - Textpipe: clean and extract metadata from text. MIT
Camphr (18 340 ) - Camphr - NLP libary for creating pipeline components. Apache-2 spacy
numerizer (18 200) - A Python module to convert natural language numerics into ints and.. MIT
NeuroNER (17 1.6K ) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
nboost (17 650 ) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
skift (17 230 ) - scikit-learn wrappers for Python fastText. MIT
NeuralQA (15 220 ) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
BLINK (14 990 ) - Entity Linker solution. MIT
Headliner (14 230 ) - Easy training and deployment of seq2seq models. MIT
spacy-dbpedia-spotlight (14 85) - A spaCy wrapper for DBpedia Spotlight. MIT spacy
TransferNLP (13 290 ) - NLP library designed for reproducible experimentation.. MIT
ONNX-T5 (13 220 ) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2
textvec (13 190 ) - Text vectorization tool to outperform TFIDF for classification.. MIT

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 (47 10K) - Python Imaging Library (Fork). PIL

GitHub ( 420 2K 1M 2.7K - 4% open 01.02.2023):

 git clone https://github.com/python-pillow/Pillow

PyPi ( 53M / month 63K 02.01.2023):
```
 pip install Pillow
```
Conda ( 23M 02.01.2023):
```
 conda install -c conda-forge pillow
```

scikit-image (43 5.2K) - Image processing in Python. BSD-2

GitHub ( 590 2.1K 130K 2.6K - 25% open 02.02.2023):

 git clone https://github.com/scikit-image/scikit-image

PyPi ( 5.2M / month 9.4K 12.06.2022):
```
 pip install scikit-image
```

Conda ( 4.5M 30.10.2022):

 conda install -c conda-forge scikit-image

torchvision (41 13K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

GitHub ( 520 6.5K 18K 2.9K - 29% open 02.02.2023):
```
 git clone https://github.com/pytorch/vision
```
PyPi ( 6.5M / month 3.8K 28.06.2022):
```
 pip install torchvision
```

Conda ( 510K 22.01.2023):

 conda install -c conda-forge torchvision

PyTorch Image Models (39 23K) - PyTorch image models, scripts, pretrained weights --.. Apache-2

GitHub ( 92 3.8K 3M 7.5K 680 - 14% open 27.01.2023):

 git clone https://github.com/rwightman/pytorch-image-models

PyPi ( 1.4M / month 110 15.05.2022):
```
 pip install timm
```
Conda ( 46K 24.11.2022):
```
 conda install -c conda-forge timm
```

MMDetection (39 23K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2

GitHub ( 390 8.3K 910 6.8K - 8% open 01.02.2023):
```
 git clone https://github.com/open-mmlab/mmdetection
```
PyPi ( 90K / month 13 01.06.2022):
```
 pip install mmdet
```

imageio (38 1.2K) - Python library for reading and writing image data. BSD-2

GitHub ( 96 240 470 78K 520 - 15% open 23.01.2023):
```
 git clone https://github.com/imageio/imageio
```
PyPi ( 12M / month 2.7K 23.01.2023):
```
 pip install imageio
```
Conda ( 4.3M 23.01.2023):
```
 conda install -c conda-forge imageio
```

MoviePy (37 10K) - Video editing with Python. MIT

GitHub ( 150 1.3K 21K 1.3K - 22% open 10.10.2022):
```
 git clone https://github.com/Zulko/moviepy
```
PyPi ( 770K / month 780 05.10.2020):
```
 pip install moviepy
```
Conda ( 150K 07.10.2022):
```
 conda install -c conda-forge moviepy
```

Albumentations (35 11K) - Fast image augmentation library and an easy-to-use wrapper.. MIT

GitHub ( 120 1.5K 12K 750 - 45% open 31.01.2023):

 git clone https://github.com/albumentations-team/albumentations

PyPi ( 530K / month 220 15.06.2022):
```
 pip install albumentations
```

Conda ( 89K 20.09.2022):

 conda install -c conda-forge albumentations

Wand (35 1.2K) - The ctypes-based simple ImageMagick binding for Python. MIT

GitHub ( 100 200 9K 14K 390 - 4% open 14.01.2023):
```
 git clone https://github.com/emcconville/wand
```
PyPi ( 550K / month 690 17.08.2021):
```
 pip install wand
```
Conda ( 21K 22.08.2022):
```
 conda install -c conda-forge wand
```

detectron2 (34 23K) - Detectron2 is a platform for object detection, segmentation.. Apache-2

GitHub ( 230 6.2K 870 3.2K - 9% open 02.02.2023):

 git clone https://github.com/facebookresearch/detectron2

PyPi ( 3 06.02.2020):
```
 pip install detectron2
```

Conda ( 120K 22.01.2023):

 conda install -c conda-forge detectron2

InsightFace (34 13K) - State-of-the-art 2D and 3D Face Analysis Project. MIT

GitHub ( 51 4.1K 240 2.1K - 56% open 24.01.2023):

 git clone https://github.com/deepinsight/insightface

PyPi ( 43K / month 5 29.01.2022):
```
 pip install insightface
```

Kornia (34 7.7K) - Open Source Differentiable Computer Vision Library. Apache-2

GitHub ( 200 770 510 740 - 31% open 02.02.2023):
```
 git clone https://github.com/kornia/kornia
```
PyPi ( 1.1M / month 60 17.05.2022):
```
 pip install kornia
```
Conda ( 61K 22.12.2022):
```
 conda install -c conda-forge kornia
```

deepface (34 5.4K) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT

GitHub ( 34 1.2K 1.1K 600 - 1% open 02.02.2023):
```
 git clone https://github.com/serengil/deepface
```
PyPi ( 69K / month 4 10.05.2022):
```
 pip install deepface
```

opencv-python (34 3.2K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT

GitHub ( 43 630 620 - 10% open 26.01.2023):

 git clone https://github.com/opencv/opencv-python

PyPi ( 7.2M / month 9.4K 02.01.2023):
```
 pip install opencv-python
```

PaddleDetection (33 9.4K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2

GitHub ( 120 2.4K 52 4.5K - 20% open 18.01.2023):

 git clone https://github.com/PaddlePaddle/PaddleDetection

PyPi ( 1.8K / month 24.04.2022):
```
 pip install paddledet
```

imageai (33 7.5K) - A python library built to empower developers to build applications and.. MIT

GitHub ( 16 2K 820K 1.3K 720 - 39% open 30.12.2022):
```
 git clone https://github.com/OlafenwaMoses/ImageAI
```
PyPi ( 8.2K / month 17 05.01.2021):
```
 pip install imageai
```
Conda ( 4.9K 30.04.2021):
```
 conda install -c conda-forge imageai
```

Face Recognition (32 47K ) - The worlds simplest facial recognition api for Python.. MIT

GitHub ( 54 13K 630 1.3K - 54% open 10.06.2022):

 git clone https://github.com/ageitgey/face_recognition

PyPi ( 48K / month 46 20.02.2020):
```
 pip install face_recognition
```

Conda ( 13K 30.04.2021):

 conda install -c conda-forge face_recognition

PaddleSeg (32 6.3K) - Easy-to-use image segmentation library with awesome pre-.. Apache-2

GitHub ( 95 1.3K 800 1.6K - 11% open 18.01.2023):
```
 git clone https://github.com/PaddlePaddle/PaddleSeg
```
PyPi ( 4.7K / month 2 20.04.2022):
```
 pip install paddleseg
```

GluonCV (32 5.4K) - Gluon CV Toolkit. Apache-2

GitHub ( 120 1.2K 1K 840 - 7% open 19.01.2023):
```
 git clone https://github.com/dmlc/gluon-cv
```
PyPi ( 560K / month 59 07.07.2022):
```
 pip install gluoncv
```

ImageHash (32 2.6K) - A Python Perceptual Image Hashing Module. BSD-2

GitHub ( 24 320 7.3K 120 - 8% open 30.01.2023):

 git clone https://github.com/JohannesBuchner/imagehash

PyPi ( 1.3M / month 340 15.07.2021):
```
 pip install ImageHash
```

Conda ( 280K 28.09.2022):

 conda install -c conda-forge imagehash

vit-pytorch (29 13K) - Implementation of Vision Transformer, a simple way to achieve.. MIT

GitHub ( 17 2.1K 190 210 - 47% open 05.12.2022):

 git clone https://github.com/lucidrains/vit-pytorch

PyPi ( 29K / month 3 30.06.2022):
```
 pip install vit-pytorch
```

vidgear (29 2.6K) - A High-performance cross-platform Video Processing Python framework.. Apache-2

GitHub ( 13 210 720 280 250 - 1% open 26.01.2023):
```
 git clone https://github.com/abhiTronix/vidgear
```
PyPi ( 4.2K / month 5 05.07.2022):
```
 pip install vidgear
```

lightly (29 2.1K) - A python library for self-supervised learning on images. MIT

GitHub ( 24 170 87 350 - 21% open 02.02.2023):
```
 git clone https://github.com/lightly-ai/lightly
```
PyPi ( 5.2K / month 2 05.07.2022):
```
 pip install lightly
```

CellProfiler (29 740) - An open-source application for biological image analysis. BSD-3

GitHub ( 130 340 4.5K 11 3.1K - 6% open 05.01.2023):
```
 git clone https://github.com/CellProfiler/CellProfiler
```
PyPi ( 430 / month 22.07.2021):
```
 pip install cellprofiler
```

sahi (28 2.3K) - Framework agnostic sliced/tiled inference + interactive ui + error analysis.. MIT

GitHub ( 20 360 12K 280 15.01.2023):
```
 git clone https://github.com/obss/sahi
```
PyPi ( 90K / month 5 25.06.2022):
```
 pip install sahi
```
Conda ( 27K 15.01.2023):
```
 conda install -c conda-forge sahi
```

Norfair (28 1.7K) - Lightweight Python library for adding real-time multi-object tracking.. BSD-3

GitHub ( 24 170 240 75 120 - 3% open 20.01.2023):
```
 git clone https://github.com/tryolabs/norfair
```
PyPi ( 3.2K / month 1 30.05.2022):
```
 pip install norfair
```

doctr (28 1.5K) - docTR (Document Text Recognition) - a seamless, high-.. Apache-2

GitHub ( 27 200 1M 56 230 - 19% open 17.01.2023):
```
 git clone https://github.com/mindee/doctr
```
PyPi ( 5.3K / month 1 22.03.2022):
```
 pip install python-doctr
```

Augmentor (26 4.8K) - Image augmentation library in Python for machine learning. MIT

GitHub ( 23 850 540 200 - 63% open 24.01.2023):
```
 git clone https://github.com/mdbloice/Augmentor
```
PyPi ( 16K / month 29 27.04.2022):
```
 pip install Augmentor
```

mahotas (26 790) - Computer Vision in Python. MIT

GitHub ( 32 150 970 82 - 23% open 14.11.2022):
```
 git clone https://github.com/luispedro/mahotas
```
PyPi ( 7.4K / month 120 28.06.2022):
```
 pip install mahotas
```
Conda ( 350K 05.11.2022):
```
 conda install -c conda-forge mahotas
```

MMF (25 5.1K) - A modular framework for vision & language multimodal research from.. BSD-3

GitHub ( 110 880 14 720 - 32% open 02.02.2023):
```
 git clone https://github.com/facebookresearch/mmf
```
PyPi ( 180 / month 1 12.06.2020):
```
 pip install mmf
```

Image Deduplicator (25 4.4K) - Finding duplicate images made easy!. Apache-2

GitHub ( 13 400 31 130 - 37% open 10.01.2023):
```
 git clone https://github.com/idealo/imagededup
```
PyPi ( 2.2K / month 4 22.11.2020):
```
 pip install imagededup
```

layout-parser (25 3.4K) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2

GitHub ( 8 340 130 120 - 55% open 06.08.2022):

 git clone https://github.com/Layout-Parser/layout-parser

PyPi ( 36K / month 2 06.04.2022):
```
 pip install layoutparser
```

pyvips (25 480) - python binding for libvips using cffi. MIT

GitHub ( 15 45 440 330 - 38% open 31.01.2023):
```
 git clone https://github.com/libvips/pyvips
```
PyPi ( 27K / month 40 12.06.2022):
```
 pip install pyvips
```
Conda ( 46K 29.10.2022):
```
 conda install -c conda-forge pyvips
```

segmentation_models (24 4.2K ) - Segmentation models with pretrained backbones. Keras.. MIT

GitHub ( 14 950 510 - 47% open 29.07.2022):

 git clone https://github.com/qubvel/segmentation_models

PyPi ( 22K / month 24 10.01.2020):
```
 pip install segmentation_models
```

pytorchvideo (24 2.8K) - A deep learning library for video understanding research. Apache-2

GitHub ( 49 320 170 - 40% open 02.11.2022):

 git clone https://github.com/facebookresearch/pytorchvideo

PyPi ( 14K / month 5 20.01.2022):
```
 pip install pytorchvideo
```

deep-daze (23 4.4K ) - Simple command line tool for text to image generation using.. MIT

GitHub ( 14 320 50 170 - 56% open 13.03.2022):

 git clone https://github.com/lucidrains/deep-daze

PyPi ( 1.9K / month 13.03.2022):
```
 pip install deep-daze
```

tensorflow-graphics (23 2.7K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2

GitHub ( 38 360 240 - 61% open 19.01.2023):

 git clone https://github.com/tensorflow/graphics

PyPi ( 3.4K / month 5 03.12.2021):
```
 pip install tensorflow-graphics
```

icevision (23 800) - An Agnostic Computer Vision Framework - Pluggable to any Training.. Apache-2

GitHub ( 41 130 570 - 10% open 07.12.2022):

 git clone https://github.com/airctic/icevision

PyPi ( 1.9K / month 5 10.02.2022):
```
 pip install icevision
```

vissl (22 2.9K) - VISSL is FAIRs library of extensible, modular and scalable components.. MIT

GitHub ( 34 300 14 180 - 41% open 28.12.2022):

 git clone https://github.com/facebookresearch/vissl

PyPi ( 300 / month 1 02.11.2021):
```
 pip install vissl
```

kubric (22 1.8K) - A data generation pipeline for creating semi-realistic synthetic.. Apache-2

GitHub ( 21 160 2 170 - 30% open 10.01.2023):

 git clone https://github.com/google-research/kubric

PyPi ( 4.2K / month 06.07.2022):
```
 pip install kubric-nightly
```

Classy Vision (22 1.5K) - An end-to-end PyTorch framework for image and video.. MIT

GitHub ( 77 270 110 - 44% open 27.09.2022):

 git clone https://github.com/facebookresearch/ClassyVision

PyPi ( 1.2K / month 4 09.07.2021):
```
 pip install classy_vision
```

Conda ( 16K 22.03.2022):

 conda install -c conda-forge classy_vision

pycls (21 2K ) - Codebase for Image Classification Research, written in PyTorch. MIT

GitHub ( 17 230 9 81 - 30% open 12.07.2022):

 git clone https://github.com/facebookresearch/pycls

PyPi ( 120K / month 05.09.2020):
```
 pip install pycls
```

detecto (21 580 ) - Build fully-functioning computer vision models with PyTorch. MIT

GitHub ( 12 100 120 100 - 40% open 09.02.2022):
```
 git clone https://github.com/alankbi/detecto
```
PyPi ( 3.3K / month 2 02.02.2022):
```
 pip install detecto
```
Conda ( 2.1K 02.02.2022):
```
 conda install -c conda-forge detecto
```

image-match (20 2.8K) - Quickly search over billions of images. Apache-2

GitHub ( 19 400 110 - 57% open 06.12.2022):

 git clone https://github.com/ProvenanceLabs/image-match

PyPi ( 1.1K / month 4 13.02.2017):
```
 pip install image_match
```

ffcv (20 2.4K) - FFCV: Fast Forward Computer Vision (and other ML workloads!). Apache-2

GitHub ( 18 140 12 210 - 29% open 25.01.2023):
```
 git clone https://github.com/libffcv/ffcv
```
PyPi ( 790 / month 28.01.2022):
```
 pip install ffcv
```

DETR (19 10K ) - End-to-End Object Detection with Transformers. Apache-2

GitHub ( 25 1.9K 490 - 42% open 07.03.2022):

 git clone https://github.com/facebookresearch/detr

PySlowFast (19 5.4K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2

GitHub ( 29 1.1K 10 600 - 55% open 12.01.2023):

 git clone https://github.com/facebookresearch/SlowFast

PyPi ( 8 / month 15.01.2020):
```
 pip install pyslowfast
```

scenic (19 1.7K) - Scenic: A Jax Library for Computer Vision Research and Beyond. Apache-2

GitHub ( 58 240 170 - 65% open 01.02.2023):

 git clone https://github.com/google-research/scenic

Show 16 hidden projects...

imgaug (34 13K ) - Image augmentation for machine learning experiments. MIT
glfw (34 10K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. Zlib
imutils (31 4.3K ) - A series of convenience functions to make basic image processing.. MIT
PyTorch3D (29 6.9K) - PyTorch3D is FAIRs library of reusable components for.. Unlicensed
chainercv (27 1.5K ) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
Face Alignment (26 6.1K ) - 2D and 3D Face alignment library build using pytorch. BSD-3
facenet-pytorch (26 3.3K ) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT
Pillow-SIMD (26 1.9K) - The friendly PIL fork. PIL
mtcnn (26 1.9K ) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT
Image Super-Resolution (23 4K ) - Super-scale your images and run experiments with.. Apache-2
Luminoth (22 2.4K ) - Deep Learning toolkit for Computer Vision. BSD-3
nude.py (21 890 ) - Nudity detection with Python. MIT
solt (18 260 ) - Streaming over lightweight data transformations. MIT
Caer (17 670 ) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
HugsVision (16 170) - HugsVision is a easy to use huggingface wrapper for state-of-the-.. MIT huggingface
Torch Points 3D (16 120 ) - Pytorch framework for doing deep learning on point.. BSD-3

Graph Data

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

networkx (43 12K) - Network Analysis in Python. BSD-3

GitHub ( 640 2.8K 63 130K 3.1K - 12% open 01.02.2023):
```
 git clone https://github.com/networkx/networkx
```
PyPi ( 22M / month 14K 08.01.2023):
```
 pip install networkx
```
Conda ( 9.8M 08.01.2023):
```
 conda install -c conda-forge networkx
```

PyTorch Geometric (38 17K) - Graph Neural Network Library for PyTorch. MIT

GitHub ( 370 3.1K 3K - 23% open 02.02.2023):

 git clone https://github.com/pyg-team/pytorch_geometric

PyPi ( 100K / month 52 12.03.2022):
```
 pip install torch-geometric
```

Conda ( 16K 04.01.2023):

 conda install -c conda-forge pytorch_geometric

dgl (37 11K) - Python package built to ease deep learning on graph, on top of existing DL.. Apache-2

GitHub ( 240 2.7K 50 2.1K - 15% open 02.02.2023):
```
 git clone https://github.com/dmlc/dgl
```
PyPi ( 39K / month 46 16.03.2022):
```
 pip install dgl
```

ogb (29 1.5K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT

GitHub ( 24 350 590 240 - 2% open 27.01.2023):
```
 git clone https://github.com/snap-stanford/ogb
```
PyPi ( 23K / month 18 23.02.2022):
```
 pip install ogb
```
Conda ( 18K 03.11.2022):
```
 conda install -c conda-forge ogb
```

PyKEEN (27 1.1K) - A Python library for learning and evaluating knowledge graph embeddings. MIT

GitHub ( 35 150 150 490 - 19% open 31.01.2023):
```
 git clone https://github.com/pykeen/pykeen
```
PyPi ( 2.6K / month 3 24.05.2022):
```
 pip install pykeen
```

Spektral (26 2.2K) - Graph Neural Networks with Keras and Tensorflow 2. MIT

GitHub ( 24 330 180 240 - 20% open 19.10.2022):

 git clone https://github.com/danielegrattarola/spektral

PyPi ( 5.7K / month 3 09.04.2022):
```
 pip install spektral
```

pygraphistry (26 1.8K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3

GitHub ( 31 180 85 250 - 47% open 23.12.2022):

 git clone https://github.com/graphistry/pygraphistry

PyPi ( 1.6K / month 4 02.07.2022):
```
 pip install graphistry
```

Paddle Graph Learning (26 1.5K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2

GitHub ( 29 290 37 180 - 37% open 03.01.2023):
```
 git clone https://github.com/PaddlePaddle/PGL
```
PyPi ( 810 / month 2 21.04.2022):
```
 pip install pgl
```

PyTorch-BigGraph (24 3.2K) - Generate embeddings from large-scale graph-structured.. BSD-3

GitHub ( 29 420 150 190 - 28% open 08.12.2022):

 git clone https://github.com/facebookresearch/PyTorch-BigGraph

PyPi ( 190K / month 3 01.05.2019):
```
 pip install torchbiggraph
```

pytorch_geometric_temporal (23 1.9K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT

GitHub ( 25 270 130 - 9% open 20.01.2023):

 git clone https://github.com/benedekrozemberczki/pytorch_geometric_temporal

PyPi ( 2.2K / month 2 04.04.2022):
```
 pip install torch-geometric-temporal
```

Node2Vec (23 1K) - Implementation of the node2vec algorithm. MIT

GitHub ( 11 220 350 84 - 1% open 19.10.2022):
```
 git clone https://github.com/eliorc/node2vec
```
PyPi ( 91K / month 16 30.04.2022):
```
 pip install node2vec
```
Conda ( 24K 25.04.2020):
```
 conda install -c conda-forge node2vec
```

torch-cluster (22 600) - PyTorch Extension Library of Optimized Graph Cluster.. MIT

GitHub ( 27 110 120 - 19% open 23.01.2023):

 git clone https://github.com/rusty1s/pytorch_cluster

PyPi ( 8.6K / month 30 11.03.2022):
```
 pip install torch-cluster
```

Conda ( 51K 28.12.2022):

 conda install -c conda-forge pytorch_cluster

graph4nlp (21 1.5K) - Graph4nlp is the library for the easy use of Graph Neural.. Apache-2

GitHub ( 27 190 170 - 6% open 13.11.2022):

 git clone https://github.com/graph4ai/graph4nlp

PyPi ( 49 / month 20.01.2022):
```
 pip install graph4nlp
```

graph-nets (20 5.2K) - Build Graph Nets in Tensorflow. Apache-2

GitHub ( 11 780 130 - 3% open 12.12.2022):

 git clone https://github.com/deepmind/graph_nets

PyPi ( 1K / month 8 29.01.2020):
```
 pip install graph-nets
```

jraph (20 1.1K) - A Graph Neural Network Library in Jax. Apache-2

GitHub ( 17 69 54 41 - 36% open 31.08.2022):
```
 git clone https://github.com/deepmind/jraph
```
PyPi ( 1.7K / month 2 06.06.2022):
```
 pip install jraph
```
Conda ( 1.4K 31.10.2021):
```
 conda install -c conda-forge jraph
```

AutoGL (19 880) - An autoML framework & toolkit for machine learning on graphs. Apache-2

GitHub ( 15 110 27 - 22% open 30.12.2022):

 git clone https://github.com/THUMNLab/AutoGL

PyPi ( 4 / month 23.12.2020):
```
 pip install auto-graph-learning
```

OpenKE (16 3.3K) - An Open-Source Package for Knowledge Embedding (KE). MIT

GitHub ( 11 920 360 - 2% open 03.11.2022):
```
 git clone https://github.com/thunlp/OpenKE
```

GraphEmbedding (16 3.2K ) - Implementation and experiments of graph embedding.. MIT

GitHub ( 9 910 22 64 - 60% open 21.06.2022):

 git clone https://github.com/shenweichen/GraphEmbedding

GraphGym (16 1.2K) - Platform for designing and evaluating Graph Neural Networks (GNN). MIT

GitHub ( 5 150 19 2 38 - 28% open 25.08.2022):

 git clone https://github.com/snap-stanford/GraphGym

PyPi ( 58 / month 24.03.2022):
```
 pip install graphgym
```

kglib (15 530) - TypeDB-ML is the Machine Learning integrations library for TypeDB. Apache-2

GitHub ( 11 94 210 62 - 19% open 09.11.2022):
```
 git clone https://github.com/vaticle/kglib
```
PyPi ( 75 / month 19.08.2020):
```
 pip install grakn-kglib
```

OpenNE (14 1.6K) - An Open-Source Package for Network Embedding (NE). MIT

GitHub ( 11 480 100 - 4% open 02.11.2022):
```
 git clone https://github.com/thunlp/OpenNE
```

ptgnn (13 360 ) - A PyTorch Graph Neural Network Library. MIT

GitHub ( 7 40 2 7 - 28% open 01.02.2022):

 git clone https://github.com/microsoft/ptgnn

PyPi ( 63 / month 21.10.2021):
```
 pip install ptgnn
```

Show 14 hidden projects...

igraph (32 1.1K) - Python interface for igraph. GPL-2.0
StellarGraph (28 2.6K ) - StellarGraph - Machine Learning on Graphs. Apache-2
pygal (28 2.5K ) - PYthon svg GrAph plotting Library. LGPL-3.0
Karate Club (25 1.8K) - Karate Club: An API Oriented Open-source Python Framework for.. GPL-3.0
DeepWalk (22 2.5K ) - DeepWalk - Deep Learning for Graphs. GPL-3.0
AmpliGraph (22 1.9K ) - Python library for Representation Learning on Knowledge.. Apache-2
DIG (22 1.4K) - A library for graph deep learning research. GPL-3.0
pyRDF2Vec (20 180) - Python Implementation and Extension of RDF2Vec. MIT
deepsnap (19 450 ) - Python library assists deep learning on graphs. MIT
Sematch (17 400 ) - semantic similarity framework for knowledge graph. Apache-2
DeepGraph (16 270 ) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
Euler (15 2.8K ) - A distributed graph deep learning framework. Apache-2
GraphSAGE (14 3K ) - Representation learning on large graphs using stochastic graph.. MIT
GraphVite (13 1.1K ) - GraphVite: A General and High-performance Graph Embedding.. Apache-2

Audio Data

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

espnet (36 6K) - End-to-End Speech Processing Toolkit. Apache-2

GitHub ( 330 1.8K 77 120 2.1K - 19% open 01.02.2023):
```
 git clone https://github.com/espnet/espnet
```
PyPi ( 12K / month 4 28.05.2022):
```
 pip install espnet
```

torchaudio (34 2K) - Data manipulation and transformation for audio signal.. BSD-2

GitHub ( 190 500 780 - 26% open 01.02.2023):
```
 git clone https://github.com/pytorch/audio
```
PyPi ( 650K / month 160 28.06.2022):
```
 pip install torchaudio
```

SpeechRecognition (33 6.7K) - Speech recognition module for Python, supporting several.. BSD-3

GitHub ( 49 2.2K 560 - 47% open 12.01.2023):

 git clone https://github.com/Uberi/speech_recognition

PyPi ( 400K / month 720 05.12.2017):
```
 pip install SpeechRecognition
```

Conda ( 160K 04.12.2022):

 conda install -c conda-forge speechrecognition

Pydub (33 6.7K) - Manipulate audio with a simple and easy high level interface. MIT

GitHub ( 95 890 17K 540 - 51% open 08.12.2022):
```
 git clone https://github.com/jiaaro/pydub
```
PyPi ( 3.4M / month 900 10.03.2021):
```
 pip install pydub
```
Conda ( 38K 13.03.2021):
```
 conda install -c conda-forge pydub
```

librosa (33 5.6K) - Python library for audio and music analysis. ISC

GitHub ( 110 850 1.1K - 4% open 01.02.2023):
```
 git clone https://github.com/librosa/librosa
```
PyPi ( 1.3M / month 1.2K 27.06.2022):
```
 pip install librosa
```
Conda ( 580K 27.06.2022):
```
 conda install -c conda-forge librosa
```

speechbrain (33 5.3K) - A PyTorch-based Speech Toolkit. Apache-2

GitHub ( 200 980 440 880 - 17% open 17.01.2023):

 git clone https://github.com/speechbrain/speechbrain

PyPi ( 31K / month 3 26.06.2022):
```
 pip install speechbrain
```

spleeter (31 22K) - Deezer source separation library including pretrained models. MIT

GitHub ( 19 2.4K 2.1M 370 730 - 25% open 25.11.2022):
```
 git clone https://github.com/deezer/spleeter
```
PyPi ( 11K / month 5 10.06.2022):
```
 pip install spleeter
```
Conda ( 73K 30.06.2020):
```
 conda install -c conda-forge spleeter
```

Magenta (31 18K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2

GitHub ( 160 3.7K 400 940 - 38% open 18.01.2023):
```
 git clone https://github.com/magenta/magenta
```
PyPi ( 7.1K / month 38 12.11.2020):
```
 pip install magenta
```

python-soundfile (29 520) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3

GitHub ( 29 83 11K 17K 190 - 41% open 27.12.2022):
```
 git clone https://github.com/bastibe/python-soundfile
```
PyPi ( 960K / month 27.09.2022):
```
 pip install soundfile
```
Conda:
```
 conda install -c anaconda pysoundfile
```

Coqui TTS (28 8K) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0

GitHub ( 120 880 500K 500 - 5% open 29.01.2023):
```
 git clone https://github.com/coqui-ai/TTS
```
PyPi ( 12K / month 5 21.06.2022):
```
 pip install tts
```
Conda ( 6.4K 15.12.2021):
```
 conda install -c conda-forge tts
```

pyAudioAnalysis (28 5.1K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2

GitHub ( 27 1.1K 330 310 - 60% open 18.09.2022):

 git clone https://github.com/tyiannak/pyAudioAnalysis

PyPi ( 23K / month 19 07.02.2022):
```
 pip install pyAudioAnalysis
```

Porcupine (27 2.9K) - On-device wake word detection powered by deep learning. Apache-2

GitHub ( 33 400 14 420 - 0% open 02.02.2023):

 git clone https://github.com/Picovoice/Porcupine

PyPi ( 1.6K / month 11 28.06.2022):
```
 pip install pvporcupine
```

audiomentations (27 1.2K) - A Python library for audio data augmentation. Inspired by.. MIT

GitHub ( 23 160 210 140 - 28% open 23.01.2023):

 git clone https://github.com/iver56/audiomentations

PyPi ( 5.6K / month 1 15.06.2022):
```
 pip install audiomentations
```

audioread (26 420 ) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio.. MIT

GitHub ( 23 100 86 - 39% open 18.11.2022):

 git clone https://github.com/beetbox/audioread

PyPi ( 1.3M / month 330 20.10.2020):
```
 pip install audioread
```

Conda ( 570K 29.10.2022):

 conda install -c conda-forge audioread

tinytag (25 580) - Read audio and music meta data and duration of MP3, OGG, OPUS, MP4, M4A,.. MIT

GitHub ( 25 91 680 98 - 16% open 15.01.2023):
```
 git clone https://github.com/devsnd/tinytag
```
PyPi ( 19K / month 70 12.03.2022):
```
 pip install tinytag
```

DDSP (24 2.4K) - DDSP: Differentiable Digital Signal Processing. Apache-2

GitHub ( 32 280 36 150 - 20% open 22.12.2022):
```
 git clone https://github.com/magenta/ddsp
```
PyPi ( 2.9K / month 1 25.05.2022):
```
 pip install ddsp
```
Conda ( 13K 08.06.2020):
```
 conda install -c conda-forge ddsp
```

kapre (22 870 ) - kapre: Keras Audio Preprocessors. MIT

GitHub ( 13 140 22 2.1K 95 - 13% open 04.07.2022):
```
 git clone https://github.com/keunwoochoi/kapre
```
PyPi ( 3.7K / month 14 21.01.2022):
```
 pip install kapre
```

nnAudio (21 790) - Audio processing by using pytorch 1D convolution network. MIT

GitHub ( 13 78 78 53 - 22% open 09.10.2022):

 git clone https://github.com/KinWaiCheuk/nnAudio

PyPi ( 2.8K / month 1 24.12.2021):
```
 pip install nnAudio
```

Julius (18 310) - Fast PyTorch based DSP for audio and 1D signals. MIT

GitHub ( 2 20 230 11 - 18% open 19.09.2022):
```
 git clone https://github.com/adefossez/julius
```
PyPi ( 38K / month 5 20.10.2021):
```
 pip install julius
```

Show 10 hidden projects...

DeepSpeech (34 21K ) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
aubio (27 2.9K ) - a library for audio and music analysis. GPL-3.0
Essentia (27 2.3K) - C++ library for audio and music analysis, description and.. AGPL-3.0
Madmom (25 1K ) - Python audio and music signal processing library. BSD-3
TimeSide (24 340) - scalable audio processing framework and server written in Python. AGPL-3.0
TTS (23 6.6K ) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
python_speech_features (23 2.2K ) - This library provides common speech features for ASR.. MIT
Dejavu (22 6K ) - Audio fingerprinting and recognition in Python. MIT
Muda (17 210 ) - A library for augmenting annotated audio data. ISC
textlesslib (9 380 ) - Library for Textless Spoken Language Processing. MIT

Geospatial Data

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

pydeck (42 11K) - WebGL2 powered visualization framework. MIT

GitHub ( 210 1.9K 5.3K 2.6K - 7% open 01.02.2023):
```
 git clone https://github.com/visgl/deck.gl
```
PyPi ( 940K / month 24 25.10.2021):
```
 pip install pydeck
```
Conda ( 280K 04.11.2022):
```
 conda install -c conda-forge pydeck
```
npm ( 370K / month 420 18.01.2023):
```
 npm install deck.gl
```

folium (40 6.1K) - Python Data. Leaflet.js Maps. MIT

GitHub ( 150 2.2K 21K 980 - 4% open 24.01.2023):

 git clone https://github.com/python-visualization/folium

PyPi ( 850K / month 680 19.11.2021):
```
 pip install folium
```
Conda ( 1.6M 13.12.2022):
```
 conda install -c conda-forge folium
```

Shapely (38 3.2K) - Manipulation and analysis of geometric objects. BSD-3

GitHub ( 140 510 400 38K 1K - 19% open 01.02.2023):
```
 git clone https://github.com/shapely/shapely
```
PyPi ( 8.4M / month 35 03.08.2022):
```
 pip install shapely
```
Conda ( 5.4M 30.01.2023):
```
 conda install -c conda-forge shapely
```

Rasterio (38 1.9K) - Rasterio reads and writes geospatial raster datasets. BSD-3

GitHub ( 140 500 770 6.4K 1.6K - 8% open 26.01.2023):
```
 git clone https://github.com/rasterio/rasterio
```
PyPi ( 870K / month 800 06.07.2022):
```
 pip install rasterio
```
Conda ( 2M 17.11.2022):
```
 conda install -c conda-forge rasterio
```

GeoPandas (37 3.5K ) - Python tools for geographic data. BSD-3

GitHub ( 190 780 1.7K 18K 1.5K - 27% open 27.01.2023):
```
 git clone https://github.com/geopandas/geopandas
```
PyPi ( 2.8M / month 1.2K 21.06.2022):
```
 pip install geopandas
```

Conda ( 2.4M 10.12.2022):

 conda install -c conda-forge geopandas

pyproj (37 850) - Python interface to PROJ (cartographic projections and coordinate.. MIT

GitHub ( 58 190 18K 540 - 4% open 20.01.2023):
```
 git clone https://github.com/pyproj4/pyproj
```
PyPi ( 4.7M / month 1.7K 22.04.2022):
```
 pip install pyproj
```
Conda ( 5.2M 17.01.2023):
```
 conda install -c conda-forge pyproj
```

geopy (36 3.9K) - Geocoding library for Python. MIT

GitHub ( 130 600 270 - 9% open 13.11.2022):
```
 git clone https://github.com/geopy/geopy
```
PyPi ( 3.6M / month 3.9K 11.07.2021):
```
 pip install geopy
```
Conda ( 930K 13.11.2022):
```
 conda install -c conda-forge geopy
```

Fiona (34 1K) - Fiona reads and writes geographic data files. BSD-3

GitHub ( 65 190 11K 720 - 9% open 31.01.2023):
```
 git clone https://github.com/Toblerity/Fiona
```
PyPi ( 2.9M / month 800 10.06.2022):
```
 pip install fiona
```
Conda ( 4M 31.01.2023):
```
 conda install -c conda-forge fiona
```

ArcGIS API (32 1.5K) - Documentation and samples for ArcGIS API for Python. Apache-2

GitHub ( 85 980 7.1K 520 - 5% open 19.01.2023):

 git clone https://github.com/Esri/arcgis-python-api

PyPi ( 69K / month 28 02.06.2022):
```
 pip install arcgis
```

Docker Hub ( 7.7K 40 17.06.2022):

 docker pull esridocker/arcgis-api-python-notebook

ipyleaflet (32 1.3K) - A Jupyter - Leaflet.js bridge. MIT

GitHub ( 81 350 3.6K 550 - 40% open 27.10.2022):

 git clone https://github.com/jupyter-widgets/ipyleaflet

PyPi ( 150K / month 110 07.07.2022):
```
 pip install ipyleaflet
```

Conda ( 950K 19.10.2022):

 conda install -c conda-forge ipyleaflet

npm ( 53K / month 3 19.10.2022):
```
 npm install jupyter-leaflet
```

geojson (30 780) - Python bindings and utilities for GeoJSON. BSD-3

GitHub ( 51 110 11K 89 - 23% open 26.01.2023):
```
 git clone https://github.com/jazzband/geojson
```
PyPi ( 890K / month 1.2K 09.08.2019):
```
 pip install geojson
```
Conda ( 650K 11.08.2019):
```
 conda install -c conda-forge geojson
```

GeoViews (28 460) - Simple, concise geographical visualization in Python. BSD-3

GitHub ( 28 67 560 310 - 34% open 17.01.2023):
```
 git clone https://github.com/holoviz/geoviews
```
PyPi ( 6.3K / month 28 08.03.2022):
```
 pip install geoviews
```
Conda ( 150K 17.01.2023):
```
 conda install -c conda-forge geoviews
```

PySAL (27 1.1K) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3

GitHub ( 77 280 610 - 1% open 28.01.2023):
```
 git clone https://github.com/pysal/pysal
```
PyPi ( 28K / month 32 30.01.2022):
```
 pip install pysal
```
Conda ( 470K 31.01.2023):
```
 conda install -c conda-forge pysal
```

Show 9 hidden projects...

Geocoder (32 1.5K ) - Python Geocoder. MIT
Satpy (30 890) - Python package for earth-observing satellite data processing. GPL-3.0
Sentinelsat (27 840) - Search and download Copernicus Sentinel satellite images. GPL-3.0
EarthPy (26 420 ) - A package built to support working with spatial data using open.. BSD-3
pymap3d (25 300) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2
prettymaps (23 9K) - A small set of Python functions to draw pretty maps from.. AGPL-3.0
gmaps (23 750 ) - Google maps for Jupyter notebooks. BSD-3
Mapbox GL (23 620 ) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT
geoplotlib (21 980 ) - python toolbox for visualizing geographical data and making maps. MIT

Financial Data

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

yfinance (40 8.8K ) - Download market data from Yahoo! Finances API. Apache-2

GitHub ( 73 1.8K 17K 1K - 24% open 01.02.2023):
```
 git clone https://github.com/ranaroussi/yfinance
```
PyPi ( 610K / month 150 16.06.2022):
```
 pip install yfinance
```
Conda ( 70K 10.07.2021):
```
 conda install -c ranaroussi yfinance
```

Qlib (33 10K) - Qlib is an AI-oriented quantitative investment platform, which aims to.. MIT

GitHub ( 110 1.8K 340 37 730 - 32% open 29.01.2023):
```
 git clone https://github.com/microsoft/qlib
```
PyPi ( 14K / month 15.06.2022):
```
 pip install pyqlib
```

ta (29 3.5K) - Technical Analysis Library using Pandas and Numpy. MIT

GitHub ( 29 770 1.7K 220 - 56% open 23.08.2022):
```
 git clone https://github.com/bukosabino/ta
```
PyPi ( 140K / month 34 23.08.2022):
```
 pip install ta
```
Conda ( 11K 23.08.2022):
```
 conda install -c conda-forge ta
```

IB-insync (29 2K) - Python sync/async framework for Interactive Brokers API. BSD-2

GitHub ( 33 520 460 - 2% open 19.01.2023):

 git clone https://github.com/erdewit/ib_insync

PyPi ( 13K / month 22 28.11.2021):
```
 pip install ib_insync
```

Conda ( 26K 03.01.2023):

 conda install -c conda-forge ib-insync

ffn (28 1.4K) - ffn - a financial function library for Python. MIT

GitHub ( 29 240 270 110 - 18% open 21.12.2022):
```
 git clone https://github.com/pmorissette/ffn
```
PyPi ( 180K / month 25 21.04.2021):
```
 pip install ffn
```
Conda ( 2.4K 22.04.2021):
```
 conda install -c conda-forge ffn
```

Alpha Vantage (27 3.8K) - A python wrapper for Alpha Vantage API for financial data. MIT

GitHub ( 42 660 270 - 3% open 25.12.2022):

 git clone https://github.com/RomelTorres/alpha_vantage

PyPi ( 32K / month 25 21.12.2020):
```
 pip install alpha_vantage
```

Conda ( 2.5K 14.01.2021):

 conda install -c conda-forge alpha_vantage

bt (27 1.6K) - bt - flexible backtesting for Python. MIT

GitHub ( 27 340 170 310 - 22% open 22.11.2022):
```
 git clone https://github.com/pmorissette/bt
```
PyPi ( 9.5K / month 21 21.04.2021):
```
 pip install bt
```
Conda ( 11K 12.11.2022):
```
 conda install -c conda-forge bt
```

TensorTrade (25 4.1K) - An open source reinforcement learning framework for training,.. Apache-2

GitHub ( 61 960 41 240 - 19% open 23.08.2022):

 git clone https://github.com/tensortrade-org/tensortrade

PyPi ( 600 / month 1 10.05.2021):
```
 pip install tensortrade
```

Conda ( 2.2K 10.05.2021):

 conda install -c conda-forge tensortrade

stockstats (24 1.1K) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3

GitHub ( 9 270 610 94 - 17% open 19.11.2022):
```
 git clone https://github.com/jealous/stockstats
```
PyPi ( 8.5K / month 29 07.01.2022):
```
 pip install stockstats
```

Crypto Signals (23 4.3K) - Github.com/CryptoSignal - Trading & Technical Analysis Bot -.. MIT

GitHub ( 28 1.2K 260 - 22% open 09.08.2022):

 git clone https://github.com/CryptoSignal/crypto-signal

Docker Hub ( 140K 8 03.09.2020):

 docker pull shadowreaver/crypto-signal

tf-quant-finance (23 3.6K) - High-performance TensorFlow library for quantitative.. Apache-2

GitHub ( 45 480 52 - 50% open 02.02.2023):

 git clone https://github.com/google/tf-quant-finance

PyPi ( 1.2K / month 2 31.05.2022):
```
 pip install tf-quant-finance
```

finmarketpy (19 3K) - Python library for backtesting trading strategies & analyzing.. Apache-2

GitHub ( 14 450 42 5 27 - 88% open 20.12.2022):
```
 git clone https://github.com/cuemacro/finmarketpy
```
PyPi ( 99 / month 07.10.2021):
```
 pip install finmarketpy
```

Show 13 hidden projects...

zipline (32 16K ) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2
pyfolio (31 4.8K ) - Portfolio and risk analytics in Python. Apache-2
backtrader (29 10K ) - Python Backtesting library for trading strategies. GPL-3.0
arch (27 1.1K) - ARCH models in Python. NCSA
Alphalens (26 2.5K ) - Performance analysis of predictive (alpha) stock factors. Apache-2
Enigma Catalyst (26 2.4K ) - An Algorithmic Trading Library for Crypto-Assets in.. Apache-2
empyrical (26 1K ) - Common financial risk and performance metrics. Used by zipline.. Apache-2
PyAlgoTrade (24 3.9K ) - Python Algorithmic Trading Library. Apache-2
Backtesting.py (23 3.2K) - Backtest trading strategies in Python. AGPL-3.0
FinTA (23 1.8K ) - Common financial technical indicators implemented in Pandas. LGPL-3.0
FinQuant (18 900 ) - A program for financial portfolio management, analysis and.. MIT
surpriver (12 1.5K ) - Find big moving stocks before they move using machine.. GPL-3.0
pyrtfolio (8 130 ) - Python package to generate stock portfolios. GPL-3.0

Time Series Data

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

Prophet (36 15K) - Tool for producing high quality forecasts for time series data that has.. MIT

GitHub ( 160 4.4K 1.2K 1.9K - 14% open 31.01.2023):
```
 git clone https://github.com/facebook/prophet
```
PyPi ( 1.5M / month 130 05.09.2020):
```
 pip install fbprophet
```
Conda ( 330K 21.01.2023):
```
 conda install -c conda-forge prophet
```

sktime (36 6.1K) - A unified framework for machine learning with time series. BSD-3

GitHub ( 230 1K 76 860 1.6K - 33% open 01.02.2023):

 git clone https://github.com/alan-turing-institute/sktime

PyPi ( 350K / month 27 29.06.2022):
```
 pip install sktime
```

Conda ( 200K 14.01.2023):

 conda install -c conda-forge sktime-all-extras

tsfresh (32 7K) - Automatic extraction of relevant features from time series:. MIT

GitHub ( 84 1.1K 510 - 12% open 31.12.2022):

 git clone https://github.com/blue-yonder/tsfresh

PyPi ( 290K / month 60 21.12.2021):
```
 pip install tsfresh
```
Conda ( 510K 31.12.2022):
```
 conda install -c conda-forge tsfresh
```

NeuralProphet (32 2.8K) - NeuralProphet: A simple forecasting package. MIT

GitHub ( 35 370 170 420 - 27% open 01.02.2023):

 git clone https://github.com/ourownstory/neural_prophet

PyPi ( 140K / month 22.03.2022):
```
 pip install neuralprophet
```

STUMPY (32 2.5K) - STUMPY is a powerful and scalable Python library for modern time series.. BSD-3

GitHub ( 32 240 350 400 - 13% open 26.01.2023):
```
 git clone https://github.com/TDAmeritrade/stumpy
```
PyPi ( 180K / month 6 31.03.2022):
```
 pip install stumpy
```
Conda ( 230K 31.03.2022):
```
 conda install -c conda-forge stumpy
```

pmdarima (31 1.3K) - A statistical library designed to fill the void in Pythons time series.. MIT

GitHub ( 22 220 3.2K 300 - 11% open 20.12.2022):
```
 git clone https://github.com/alkaline-ml/pmdarima
```
PyPi ( 1.5M / month 57 22.02.2022):
```
 pip install pmdarima
```
Conda ( 260K 30.11.2022):
```
 conda install -c conda-forge pmdarima
```

Darts (30 5.3K) - A python library for user-friendly forecasting and anomaly detection.. Apache-2

GitHub ( 75 580 180 850 - 21% open 26.01.2023):
```
 git clone https://github.com/unit8co/darts
```
PyPi ( 11K / month 3 22.06.2022):
```
 pip install u8darts
```

Conda ( 21K 12.01.2023):

 conda install -c conda-forge u8darts-all

Docker Hub ( 370 12.01.2023):
```
 docker pull unit8/darts
```

GluonTS (30 3.3K) - Probabilistic time series modeling in Python. Apache-2

GitHub ( 100 670 800 - 30% open 01.02.2023):

 git clone https://github.com/awslabs/gluon-ts

PyPi ( 130K / month 8 30.06.2022):
```
 pip install gluonts
```
Conda ( 240 14.10.2021):
```
 conda install -c anaconda gluonts
```

tslearn (30 2.4K) - A machine learning toolkit dedicated to time-series data. BSD-2

GitHub ( 40 310 680 290 - 36% open 20.01.2023):
```
 git clone https://github.com/tslearn-team/tslearn
```
PyPi ( 120K / month 26 16.08.2021):
```
 pip install tslearn
```
Conda ( 520K 20.01.2023):
```
 conda install -c conda-forge tslearn
```

pytorch-forecasting (29 2.6K) - Time series forecasting with PyTorch. MIT

GitHub ( 33 420 590 - 55% open 17.11.2022):

 git clone https://github.com/jdb78/pytorch-forecasting

PyPi ( 100K / month 4 23.05.2022):
```
 pip install pytorch-forecasting
```

Conda ( 36K 23.05.2022):

 conda install -c conda-forge pytorch-forecasting

StatsForecast (28 2.2K) - Lightning fast forecasting with statistical and econometric.. Apache-2

GitHub ( 17 130 140 130 - 36% open 27.01.2023):
```
 git clone https://github.com/Nixtla/statsforecast
```
PyPi ( 200K / month 5 27.06.2022):
```
 pip install statsforecast
```

Conda ( 24K 01.12.2022):

 conda install -c conda-forge statsforecast

Streamz (28 1.1K) - Real-time stream processing for python. BSD-3

GitHub ( 48 140 360 260 - 40% open 22.12.2022):

 git clone https://github.com/python-streamz/streamz

PyPi ( 17K / month 35 04.10.2021):
```
 pip install streamz
```
Conda ( 510K 28.07.2022):
```
 conda install -c conda-forge streamz
```

uber/orbit (26 1.6K) - A Python package for Bayesian forecasting with object-oriented.. Apache-2

GitHub ( 18 120 13 380 - 14% open 29.01.2023):
```
 git clone https://github.com/uber/orbit
```
PyPi ( 120K / month 1 28.04.2022):
```
 pip install orbit-ml
```
Conda ( 2.3K 31.01.2023):
```
 conda install -c conda-forge orbit-ml
```

pyts (26 1.4K) - A Python package for time series classification. BSD-3

GitHub ( 13 150 310 70 - 54% open 05.12.2022):
```
 git clone https://github.com/johannfaouzi/pyts
```
PyPi ( 82K / month 11 31.10.2021):
```
 pip install pyts
```
Conda ( 17K 31.10.2021):
```
 conda install -c conda-forge pyts
```

NeuralForecast (24 1.2K) - Scalable and user friendly neural forecasting algorithms. Apache-2

GitHub ( 23 110 6 160 - 17% open 31.01.2023):

 git clone https://github.com/Nixtla/neuralforecast

PyPi ( 2.5K / month 02.06.2022):
```
 pip install neuralforecast
```

Conda ( 4.2K 15.12.2022):

 conda install -c conda-forge neuralforecast

tick (22 410) - Module for statistical learning, with a particular emphasis on time-.. BSD-3

GitHub ( 17 89 240 67 230 - 27% open 18.01.2023):
```
 git clone https://github.com/X-DataInitiative/tick
```
PyPi ( 1.2K / month 1 24.05.2020):
```
 pip install tick
```

greykite (21 1.7K) - A flexible, intuitive and fast forecasting library. BSD-2

GitHub ( 8 88 14 81 - 19% open 31.08.2022):

 git clone https://github.com/linkedin/greykite

PyPi ( 14K / month 15.12.2021):
```
 pip install greykite
```

TSFEL (21 610 ) - An intuitive library to extract features from time series. BSD-3

GitHub ( 14 100 53 62 - 29% open 16.03.2022):

 git clone https://github.com/fraunhoferportugal/tsfel

PyPi ( 9.5K / month 14.02.2021):
```
 pip install tsfel
```

seglearn (20 540) - Python module for machine learning time series:. BSD-3

GitHub ( 14 63 18 29 - 20% open 27.08.2022):
```
 git clone https://github.com/dmbee/seglearn
```
PyPi ( 3.6K / month 1 13.03.2021):
```
 pip install seglearn
```

Auto TS (17 530) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost.. Apache-2

GitHub ( 6 94 79 - 10% open 16.08.2022):

 git clone https://github.com/AutoViML/Auto_TS

PyPi ( 5.9K / month 31.01.2022):
```
 pip install auto-ts
```

Show 9 hidden projects...

PyFlux (24 2K ) - Open source time series library for Python. BSD-3
luminol (21 1.1K ) - Anomaly Detection and Correlation library. Apache-2
matrixprofile-ts (20 700 ) - A Python library for detecting patterns and anomalies.. Apache-2
pydlm (20 440 ) - A python library for Bayesian time series modeling. BSD-3
ADTK (19 900 ) - A Python toolkit for rule-based/unsupervised anomaly detection in time.. MPL-2.0
tsflex (19 210) - Flexible time series feature extraction & processing. MIT
tsaug (15 280 ) - A Python package for time series augmentation. Apache-2
atspy (13 470 ) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT
tslumen (6 45 ) - A library for Time Series EDA (exploratory data analysis). Apache-2

Medical Data

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

MNE (37 2.1K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3

GitHub ( 320 1.1K 2.2K 4.4K - 10% open 02.02.2023):
```
 git clone https://github.com/mne-tools/mne-python
```
PyPi ( 48K / month 220 12.05.2022):
```
 pip install mne
```
Conda ( 260K 22.12.2022):
```
 conda install -c conda-forge mne
```

NiBabel (35 520) - Python package to access a cacophony of neuro-imaging file formats. MIT

GitHub ( 94 240 9.5K 480 - 30% open 31.01.2023):
```
 git clone https://github.com/nipy/nibabel
```
PyPi ( 190K / month 1K 18.06.2022):
```
 pip install nibabel
```
Conda ( 530K 10.01.2023):
```
 conda install -c conda-forge nibabel
```

Nilearn (34 930) - Machine learning for NeuroImaging in Python. BSD-3

GitHub ( 200 490 86 2K 1.7K - 16% open 27.01.2023):
```
 git clone https://github.com/nilearn/nilearn
```
PyPi ( 31K / month 240 13.04.2022):
```
 pip install nilearn
```
Conda ( 210K 06.01.2023):
```
 conda install -c conda-forge nilearn
```

NIPYPE (34 660) - Workflows and interfaces for neuroimaging packages. Apache-2

GitHub ( 240 510 1.2K 1.3K - 29% open 29.01.2023):
```
 git clone https://github.com/nipy/nipype
```
PyPi ( 62K / month 160 06.06.2022):
```
 pip install nipype
```
Conda ( 530K 06.11.2022):
```
 conda install -c conda-forge nipype
```

MONAI (33 3.8K) - AI Toolkit for Healthcare Imaging. Apache-2

GitHub ( 140 720 710 2.3K - 11% open 02.02.2023):
```
 git clone https://github.com/Project-MONAI/MONAI
```
PyPi ( 55K / month 21 19.12.2022):
```
 pip install monai
```
Conda ( 8.8K 19.12.2022):
```
 conda install -c conda-forge monai
```

Lifelines (32 2K) - Survival analysis in Python. MIT

GitHub ( 100 520 1.3K 890 - 26% open 17.11.2022):

 git clone https://github.com/CamDavidsonPilon/lifelines

PyPi ( 380K / month 110 26.06.2022):
```
 pip install lifelines
```

Conda ( 240K 17.11.2022):

 conda install -c conda-forge lifelines

Hail (32 850) - Scalable genomic data analysis. MIT

GitHub ( 82 220 90 2.1K - 2% open 02.02.2023):
```
 git clone https://github.com/hail-is/hail
```
PyPi ( 42K / month 12 07.07.2022):
```
 pip install hail
```

DIPY (32 570) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic.. BSD-3

GitHub ( 130 360 690 830 - 18% open 31.01.2023):
```
 git clone https://github.com/dipy/dipy
```
PyPi ( 13K / month 83 11.03.2022):
```
 pip install dipy
```
Conda ( 350K 26.01.2023):
```
 conda install -c conda-forge dipy
```

NIPY (25 330) - Neuroimaging in Python FMRI analysis package. BSD-3

GitHub ( 64 130 160 - 28% open 03.01.2023):
```
 git clone https://github.com/nipy/nipy
```
PyPi ( 1.4K / month 47 19.02.2018):
```
 pip install nipy
```
Conda ( 100K 04.05.2020):
```
 conda install -c conda-forge nipy
```

pyRiemann (24 460) - Python machine learning package based on sklearn API for multivariate.. BSD-3

GitHub ( 24 140 180 91 - 7% open 29.01.2023):

 git clone https://github.com/pyRiemann/pyRiemann

PyPi ( 25K / month 13 27.06.2021):
```
 pip install pyriemann
```

DeepVariant (23 2.7K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3

GitHub ( 24 650 4.4K 560 - 1% open 17.10.2022):
```
 git clone https://github.com/google/deepvariant
```
Conda ( 49K 05.06.2022):
```
 conda install -c bioconda deepvariant
```

Medical Detection Toolkit (14 1.2K ) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2

GitHub ( 3 290 130 - 33% open 04.04.2022):

 git clone https://github.com/MIC-DKFZ/medicaldetectiontoolkit

Show 8 hidden projects...

NiftyNet (24 1.3K ) - [unmaintained] An open-source convolutional neural.. Apache-2
MedPy (22 460) - Medical image processing in Python. GPL-3.0
DLTK (20 1.4K ) - Deep Learning Toolkit for Medical Image Analysis. Apache-2
Glow (20 220) - An open-source toolkit for large-scale genomic analysis. Apache-2
Brainiak (19 290 ) - Brain Imaging Analysis Kit. Apache-2
MedicalTorch (16 800 ) - A medical imaging framework for Pytorch. Apache-2
MedicalNet (12 1.5K ) - Many studies have shown that the performance on deep learning is.. MIT
DeepNeuro (12 110 ) - A deep learning python package for neuroimaging data. Made by:. MIT

Tabular Data

Libraries for processing tabular and structured data.

pytorch_tabular (21 820) - A standard framework for modelling Deep Learning Models.. MIT

GitHub ( 15 95 87 - 6% open 22.01.2023):

 git clone https://github.com/manujosephv/pytorch_tabular

PyPi ( 2.1K / month 1 01.09.2021):
```
 pip install pytorch_tabular
```

carefree-learn (21 380) - Deep Learning PyTorch. MIT

GitHub ( 1 36 3 02.02.2023):

 git clone https://github.com/carefree0910/carefree-learn

PyPi ( 810 / month 20.06.2022):
```
 pip install carefree-learn
```

deltapy (12 470 ) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT

GitHub ( 4 47 3 3 - 66% open 01.03.2022):
```
 git clone https://github.com/firmai/deltapy
```
PyPi ( 48 / month 09.04.2020):
```
 pip install deltapy
```

Show 2 hidden projects...

miceforest (23 210) - Multiple Imputation with LightGBM in Python. MIT
upgini (19 180) - Free automated data enrichment library for machine learning searches.. BSD-3

Optical Character Recognition

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

PaddleOCR (36 28K ) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2

GitHub ( 140 5.7K 1.1K 6.5K - 21% open 31.01.2023):
```
 git clone https://github.com/PaddlePaddle/PaddleOCR
```
PyPi ( 37K / month 9 10.05.2022):
```
 pip install paddleocr
```

EasyOCR (35 17K) - Ready-to-use OCR with 80+ supported languages and all popular writing.. Apache-2

GitHub ( 110 2.4K 3.5M 2.1K 720 - 22% open 06.01.2023):
```
 git clone https://github.com/JaidedAI/EasyOCR
```
PyPi ( 120K / month 37 20.09.2022):
```
 pip install easyocr
```

Tesseract (32 4.6K) - Python-tesseract is an optical character recognition (OCR) tool.. Apache-2

GitHub ( 43 630 320 - 6% open 26.12.2022):

 git clone https://github.com/madmaze/pytesseract

PyPi ( 650K / month 960 19.02.2022):
```
 pip install pytesseract
```

Conda ( 550K 15.03.2022):

 conda install -c conda-forge pytesseract

OCRmyPDF (29 8.1K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0

GitHub ( 79 640 930 - 10% open 01.02.2023):

 git clone https://github.com/ocrmypdf/OCRmyPDF

PyPi ( 25K / month 13 04.07.2022):
```
 pip install ocrmypdf
```
Conda ( 37K 05.01.2023):
```
 conda install -c conda-forge ocrmypdf
```

MMOCR (29 3.1K) - OpenMMLab Text Detection, Recognition and Understanding Toolbox. Apache-2

GitHub ( 73 580 37 770 - 14% open 06.01.2023):
```
 git clone https://github.com/open-mmlab/mmocr
```
PyPi ( 19K / month 1 05.05.2022):
```
 pip install mmocr
```

tesserocr (28 1.7K) - A Python wrapper for the tesseract-ocr API. MIT

GitHub ( 27 230 770 250 - 30% open 26.08.2022):
```
 git clone https://github.com/sirfz/tesserocr
```
PyPi ( 43K / month 67 19.06.2021):
```
 pip install tesserocr
```

Conda ( 100K 06.11.2022):

 conda install -c conda-forge tesserocr

keras-ocr (26 1.1K) - A packaged and flexible version of the CRAFT text detector and.. MIT

GitHub ( 17 300 440K 180 190 - 40% open 24.12.2022):
```
 git clone https://github.com/faustomorales/keras-ocr
```
PyPi ( 7.2K / month 2 19.05.2022):
```
 pip install keras-ocr
```
Conda ( 140 14.01.2022):
```
 conda install -c anaconda keras-ocr
```

pdftabextract (21 2K ) - A set of tools for extracting tables from PDF files.. Apache-2

GitHub ( 3 350 42 21 - 14% open 24.06.2022):

 git clone https://github.com/WZBSocialScienceCenter/pdftabextract

PyPi ( 290 / month 1 09.01.2018):
```
 pip install pdftabextract
```

calamari (20 960) - Line based ATR Engine based on OCRopy. Apache-2

GitHub ( 20 200 260 - 20% open 22.11.2022):

 git clone https://github.com/Calamari-OCR/calamari

PyPi ( 1.3K / month 2 13.11.2018):
```
 pip install calamari_ocr
```

Mozart (10 430) - An optical music recognition (OMR) system. Converts sheet music.. Apache-2

GitHub ( 5 63 13 - 15% open 24.08.2022):

 git clone https://github.com/aashrafh/Mozart

Show 2 hidden projects...

attention-ocr (21 940 ) - A Tensorflow model for text recognition (CNN + seq2seq.. MIT
doc2text (20 1.3K ) - Detect text blocks and OCR poorly scanned PDFs in bulk. Python.. MIT

Data Containers & Structures

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

best-of-python - Data Containers ( 2.8K) - Collection of data-container, dataframe, and pandas-..

Data Loading & Extraction

Libraries for loading, collecting, and extracting data from a variety of data sources and formats.

best-of-python - Data Extraction ( 2.8K) - Collection of data-loading and -extraction libraries.

Web Scraping & Crawling

Libraries for web scraping, crawling, downloading, and mining as well as libraries.

best-of-web-python - Web Scraping ( 1.8K) - 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.

best-of-python - Data Pipelines ( 2.8K) - Libraries for data batch- and stream-processing,..

Distributed Machine Learning

Libraries that provide capabilities to distribute and parallelize machine learning tasks across large-scale compute infrastructure.

Ray (45 24K) - Ray is a unified framework for scaling AI and Python applications. Ray.. Apache-2

GitHub ( 810 4.2K 7.2K 13K - 20% open 02.02.2023):
```
 git clone https://github.com/ray-project/ray
```
PyPi ( 1.9M / month 280 09.06.2022):
```
 pip install ray
```
Conda ( 93K 25.01.2023):
```
 conda install -c conda-forge ray-tune
```

dask (43 11K) - Parallel computing with task scheduling. BSD-3

GitHub ( 580 1.6K 44K 4.8K - 18% open 02.02.2023):
```
 git clone https://github.com/dask/dask
```
PyPi ( 7.7M / month 2.7K 27.01.2023):
```
 pip install dask
```
Conda ( 7.8M 28.01.2023):
```
 conda install -c conda-forge dask
```

dask.distributed (40 1.4K) - A distributed task scheduler for Dask. BSD-3

GitHub ( 310 670 27K 3.4K - 38% open 30.01.2023):
```
 git clone https://github.com/dask/distributed
```
PyPi ( 4.9M / month 1.2K 24.06.2022):
```
 pip install distributed
```

Conda ( 9.3M 28.01.2023):

 conda install -c conda-forge distributed

horovod (37 13K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2

GitHub ( 160 2.2K 790 2.1K - 15% open 01.02.2023):
```
 git clone https://github.com/horovod/horovod
```
PyPi ( 77K / month 30 21.06.2022):
```
 pip install horovod
```

DeepSpeed (35 8.7K) - DeepSpeed is a deep learning optimization library that makes.. MIT

GitHub ( 160 1K 690 1.3K - 46% open 02.02.2023):
```
 git clone https://github.com/microsoft/DeepSpeed
```
PyPi ( 370K / month 12 25.05.2022):
```
 pip install deepspeed
```
Docker Hub ( 15K 3 02.09.2022):
```
 docker pull deepspeed/deepspeed
```

BigDL (35 4.1K) - Fast, distributed, secure AI for Big Data. Apache-2

GitHub ( 180 1.1K 42 1.8K - 38% open 02.02.2023):
```
 git clone https://github.com/intel-analytics/BigDL
```
PyPi ( 4.1K / month 1 07.07.2022):
```
 pip install bigdl
```

Maven ( 4 20.04.2021):

 <dependency>
 	<groupId>com.intel.analytics.bigdl</groupId>
 	<artifactId>bigdl-SPARK_2.4</artifactId>
 	<version>[VERSION]</version>
 </dependency>

metrics (34 1.2K) - Machine learning metrics for distributed, scalable PyTorch.. Apache-2

GitHub ( 170 270 1.3K 7.3K 540 - 11% open 02.02.2023):
```
 git clone https://github.com/Lightning-AI/metrics
```
PyPi ( 4.6K / month 14 28.04.2018):
```
 pip install metrics
```

Conda ( 670K 31.01.2023):

 conda install -c conda-forge torchmetrics

H2O-3 (32 6.1K) - H2O is an Open Source, Distributed, Fast & Scalable Machine Learning.. Apache-2

GitHub ( 240 1.9K 02.02.2023):

 git clone https://github.com/h2oai/h2o-3

PyPi ( 380K / month 76 26.05.2022):
```
 pip install h2o
```

FairScale (32 2K) - PyTorch extensions for high performance and large scale training. BSD-3

GitHub ( 65 200 1.3K 340 - 19% open 12.12.2022):

 git clone https://github.com/facebookresearch/fairscale

PyPi ( 640K / month 20 09.03.2022):
```
 pip install fairscale
```

Conda ( 87K 12.12.2022):

 conda install -c conda-forge fairscale

ColossalAI (29 8.2K) - Colossal-AI: A Unified Deep Learning System for Big Model Era. Apache-2

GitHub ( 88 730 160 380 - 38% open 02.02.2023):
```
 git clone https://github.com/hpcaitech/colossalai
```

SynapseML (29 3.9K) - Simple and Distributed Machine Learning. MIT

GitHub ( 100 720 650 - 43% open 02.02.2023):

 git clone https://github.com/microsoft/SynapseML

PyPi ( 60K / month 1 12.01.2022):
```
 pip install synapseml
```

Elephas (28 1.6K) - Distributed Deep learning with Keras & Spark. MIT keras

GitHub ( 27 310 64 160 - 4% open 31.08.2022):

 git clone https://github.com/maxpumperla/elephas

PyPi ( 58K / month 3 30.03.2022):
```
 pip install elephas
```
Conda ( 11K 02.06.2021):
```
 conda install -c conda-forge elephas
```

mpi4py (28 610) - Python bindings for MPI. BSD-2

GitHub ( 22 88 8.9K 100 - 7% open 01.02.2023):
```
 git clone https://github.com/mpi4py/mpi4py
```
PyPi ( 190K / month 620 25.11.2021):
```
 pip install mpi4py
```
Conda ( 1.6M 03.11.2022):
```
 conda install -c conda-forge mpi4py
```

petastorm (27 1.6K) - Petastorm library enables single machine or distributed training.. Apache-2

GitHub ( 46 260 350 99 310 - 52% open 30.01.2023):
```
 git clone https://github.com/uber/petastorm
```
PyPi ( 49K / month 7 19.02.2022):
```
 pip install petastorm
```

Hivemind (27 1.3K) - Decentralized deep learning in PyTorch. Built to train models on.. MIT

GitHub ( 27 84 46 140 - 33% open 11.01.2023):

 git clone https://github.com/learning-at-home/hivemind

PyPi ( 9.1K / month 2 20.06.2022):
```
 pip install hivemind
```

dask-ml (27 840) - Scalable Machine Learning with Dask. BSD-3

GitHub ( 76 240 740 510 - 51% open 11.01.2023):
```
 git clone https://github.com/dask/dask-ml
```
PyPi ( 110K / month 58 27.05.2022):
```
 pip install dask-ml
```
Conda ( 650K 27.05.2022):
```
 conda install -c conda-forge dask-ml
```

TensorFlowOnSpark (26 3.8K ) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2

GitHub ( 34 960 360 - 2% open 21.04.2022):

 git clone https://github.com/yahoo/TensorFlowOnSpark

PyPi ( 170K / month 5 21.04.2022):
```
 pip install tensorflowonspark
```

Conda ( 16K 21.08.2022):

 conda install -c conda-forge tensorflowonspark

analytics-zoo (25 2.5K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2

GitHub ( 110 720 3 1.4K - 39% open 20.12.2022):

 git clone https://github.com/intel-analytics/analytics-zoo

PyPi ( 260 / month 1 07.07.2022):
```
 pip install analytics-zoo
```

Mesh (25 1.4K) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2

GitHub ( 49 230 770 110 - 87% open 25.01.2023):
```
 git clone https://github.com/tensorflow/mesh
```
PyPi ( 48K / month 32 15.05.2022):
```
 pip install mesh-tensorflow
```

MMLSpark (24 3.9K) - Simple and Distributed Machine Learning. MIT

GitHub ( 100 720 650 - 43% open 02.02.2023):

 git clone https://github.com/microsoft/SynapseML

PyPi ( 3 / month 18.03.2020):
```
 pip install mmlspark
```

Apache Singa (21 2.7K ) - a distributed deep learning platform. Apache-2

GitHub ( 79 880 2 100 - 36% open 01.06.2022):
```
 git clone https://github.com/apache/singa
```
Conda ( 600 09.08.2021):
```
 conda install -c nusdbsystem singa
```
Docker Hub ( 2.7K 4 31.05.2022):
```
 docker pull apache/singa
```

BytePS (20 3.3K ) - A high performance and generic framework for distributed DNN.. Apache-2

GitHub ( 21 460 260 - 38% open 10.02.2022):

 git clone https://github.com/bytedance/byteps

PyPi ( 34 / month 02.08.2021):
```
 pip install byteps
```
Docker Hub ( 1.3K 03.03.2020):
```
 docker pull bytepsimage/tensorflow
```

Submit it (19 770) - Python 3.6+ toolbox for submitting jobs to Slurm. MIT

GitHub ( 23 87 87 - 42% open 28.09.2022):

 git clone https://github.com/facebookincubator/submitit

PyPi ( 36K / month 6 07.04.2022):
```
 pip install submitit
```
Conda ( 15K 10.02.2021):
```
 conda install -c conda-forge submitit
```

parallelformers (18 580 ) - Parallelformers: An Efficient Model Parallelization.. Apache-2

GitHub ( 5 41 12 38 - 55% open 27.07.2022):

 git clone https://github.com/tunib-ai/parallelformers

PyPi ( 1.3K / month 29.12.2021):
```
 pip install parallelformers
```

mesh-transformer-jax (16 5.1K) - Model parallel transformers in JAX and Haiku. Apache-2

GitHub ( 23 720 190 - 19% open 12.01.2023):

 git clone https://github.com/kingoflolz/mesh-transformer-jax

moolib (10 350) - A library for distributed ML training with PyTorch. MIT

GitHub ( 6 16 3 18 - 33% open 12.12.2022):

 git clone https://github.com/facebookresearch/moolib

Show 10 hidden projects...

DEAP (31 5K) - Distributed Evolutionary Algorithms in Python. LGPL-3.0
ipyparallel (29 2.3K) - IPython Parallel: Interactive Parallel Computing in.. Unlicensed
sk-dist (21 280 ) - Distributed scikit-learn meta-estimators in PySpark. Apache-2
TensorFrames (20 760 ) - [DEPRECATED] Tensorflow wrapper for DataFrames on.. Apache-2
launchpad (20 280) - Launchpad is a library that simplifies writing distributed.. Apache-2
Fiber (19 1K ) - Distributed Computing for AI Made Simple. Apache-2
somoclu (19 240) - Massively parallel self-organizing maps: accelerate training on multicore.. MIT
bluefog (16 280 ) - Distributed and decentralized training framework for PyTorch.. Apache-2
LazyCluster (14 44 ) - Distributed machine learning made simple. Apache-2
autodist (10 130 ) - Simple Distributed Deep Learning on TensorFlow. Apache-2

Hyperparameter Optimization & AutoML

Libraries for hyperparameter optimization, automl and neural architecture search.

Optuna (40 7.5K) - A hyperparameter optimization framework. MIT

GitHub ( 230 800 5.5K 1.4K - 7% open 02.02.2023):
```
 git clone https://github.com/optuna/optuna
```
PyPi ( 1.7M / month 240 13.06.2022):
```
 pip install optuna
```
Conda ( 380K 20.01.2023):
```
 conda install -c conda-forge optuna
```

NNI (36 12K) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT

GitHub ( 180 1.7K 340 1.8K - 15% open 02.02.2023):
```
 git clone https://github.com/microsoft/nni
```
PyPi ( 12K / month 30 22.06.2022):
```
 pip install nni
```

featuretools (35 6.5K) - An open source python library for automated feature engineering. BSD-3

GitHub ( 69 840 1.2K 910 - 17% open 01.02.2023):
```
 git clone https://github.com/alteryx/featuretools
```
PyPi ( 92K / month 65 05.07.2022):
```
 pip install featuretools
```

Conda ( 130K 01.02.2023):

 conda install -c conda-forge featuretools

AutoKeras (34 8.7K) - AutoML library for deep learning. Apache-2

GitHub ( 140 1.4K 12K 420 860 - 13% open 01.02.2023):
```
 git clone https://github.com/keras-team/autokeras
```
PyPi ( 9.8K / month 10 30.04.2022):
```
 pip install autokeras
```

Keras Tuner (34 2.7K) - A Hyperparameter Tuning Library for Keras. Apache-2

GitHub ( 53 350 2K 430 - 42% open 28.01.2023):

 git clone https://github.com/keras-team/keras-tuner

PyPi ( 600K / month 46 25.03.2022):
```
 pip install keras-tuner
```

Conda ( 13K 29.01.2023):

 conda install -c conda-forge keras-tuner

Bayesian Optimization (33 6.5K) - A Python implementation of global optimization with.. MIT

GitHub ( 37 1.4K 110 1.6K 300 - 5% open 04.12.2022):
```
 git clone https://github.com/fmfn/BayesianOptimization
```
PyPi ( 180K / month 91 16.05.2020):
```
 pip install bayesian-optimization
```

BoTorch (33 2.5K) - Bayesian optimization in PyTorch. MIT

GitHub ( 86 300 420 380 - 20% open 31.01.2023):
```
 git clone https://github.com/pytorch/botorch
```
PyPi ( 200K / month 18 21.04.2022):
```
 pip install botorch
```
Conda ( 55K 06.01.2023):
```
 conda install -c conda-forge botorch
```

Ax (33 2K) - Adaptive Experimentation Platform. MIT

GitHub ( 140 240 400 510 - 8% open 01.02.2023):
```
 git clone https://github.com/facebook/Ax
```
PyPi ( 120K / month 15 26.04.2022):
```
 pip install ax-platform
```

Conda ( 6.1K 18.01.2023):

 conda install -c conda-forge ax-platform

auto-sklearn (32 6.7K) - Automated Machine Learning with scikit-learn. BSD-3

GitHub ( 88 1.2K 41 390 960 - 15% open 07.12.2022):
```
 git clone https://github.com/automl/auto-sklearn
```
PyPi ( 32K / month 30 20.09.2022):
```
 pip install auto-sklearn
```

Conda ( 14K 21.09.2022):

 conda install -c conda-forge auto-sklearn

AutoGluon (30 5.3K) - AutoGluon: AutoML for Image, Text, Time Series, and.. Apache-2

GitHub ( 100 690 900 - 20% open 02.02.2023):

 git clone https://github.com/autogluon/autogluon

PyPi ( 32K / month 5 07.07.2022):
```
 pip install autogluon
```
Docker Hub ( 2.7K 11 17.12.2022):
```
 docker pull autogluon/autogluon
```

nevergrad (30 3.4K) - A Python toolbox for performing gradient-free optimization. MIT

GitHub ( 49 320 440 260 - 39% open 11.01.2023):

 git clone https://github.com/facebookresearch/nevergrad

PyPi ( 31K / month 20 08.03.2022):
```
 pip install nevergrad
```

Conda ( 36K 14.06.2021):

 conda install -c conda-forge nevergrad

Hyperas (27 2.1K) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT

GitHub ( 22 320 280 250 - 37% open 05.01.2023):
```
 git clone https://github.com/maxpumperla/hyperas
```
PyPi ( 14K / month 24 28.02.2019):
```
 pip install hyperas
```

GPyOpt (27 850) - Gaussian Process Optimization using GPy. BSD-3

GitHub ( 49 250 360 290 - 35% open 17.01.2023):
```
 git clone https://github.com/SheffieldML/GPyOpt
```
PyPi ( 67K / month 32 19.03.2020):
```
 pip install gpyopt
```

mljar-supervised (26 2.4K) - Python package for AutoML on Tabular Data with Feature.. MIT

GitHub ( 20 320 63 530 - 22% open 30.12.2022):

 git clone https://github.com/mljar/mljar-supervised

PyPi ( 6.1K / month 2 02.03.2022):
```
 pip install mljar-supervised
```

Conda ( 6.4K 30.12.2022):

 conda install -c conda-forge mljar-supervised

lazypredict (25 1.2K) - Lazy Predict help build a lot of basic models without much code.. MIT

GitHub ( 18 140 410 90 - 58% open 28.09.2022):

 git clone https://github.com/shankarpandala/lazypredict

PyPi ( 14K / month 17.02.2021):
```
 pip install lazypredict
```

Conda ( 1.5K 29.09.2022):

 conda install -c conda-forge lazypredict

FEDOT (24 490) - Automated modeling and machine learning framework FEDOT. BSD-3

GitHub ( 27 67 27 430 - 19% open 01.02.2023):
```
 git clone https://github.com/nccr-itmo/FEDOT
```
PyPi ( 880 / month 28.03.2022):
```
 pip install fedot
```

Talos (23 1.6K) - Hyperparameter Optimization for TensorFlow, Keras and PyTorch. MIT

GitHub ( 22 260 160 400 - 2% open 18.09.2022):
```
 git clone https://github.com/autonomio/talos
```
PyPi ( 840 / month 7 28.05.2022):
```
 pip install talos
```

Hyperactive (23 430) - An optimization and data collection toolbox for convenient and fast.. MIT

GitHub ( 6 39 110 17 53 - 16% open 01.02.2023):

 git clone https://github.com/SimonBlanke/Hyperactive

PyPi ( 580 / month 4 04.05.2022):
```
 pip install hyperactive
```

HpBandSter (22 560 ) - a distributed Hyperband implementation on Steroids. BSD-3

GitHub ( 11 110 300 92 - 61% open 22.04.2022):
```
 git clone https://github.com/automl/HpBandSter
```
PyPi ( 18K / month 10 06.11.2018):
```
 pip install hpbandster
```

Conda ( 6.1K 11.12.2020):

 conda install -c conda-forge hpbandster

featurewiz (22 350) - Use advanced feature engineering strategies and select best.. Apache-2

GitHub ( 7 64 34 59 - 1% open 06.01.2023):

 git clone https://github.com/AutoViML/featurewiz

PyPi ( 16K / month 1 05.07.2022):
```
 pip install featurewiz
```

igel (20 3K ) - a delightful machine learning tool that allows you to train, test, and use.. MIT

GitHub ( 19 160 33 3 50 - 12% open 06.02.2022):
```
 git clone https://github.com/nidhaloff/igel
```
PyPi ( 150 / month 19.11.2021):
```
 pip install igel
```

Dragonfly (20 750) - An open source python library for scalable Bayesian optimisation. MIT

GitHub ( 13 220 58 - 65% open 01.10.2022):

 git clone https://github.com/dragonfly/dragonfly

PyPi ( 36K / month 2 03.07.2020):
```
 pip install dragonfly-opt
```

Neuraxle (20 560) - The worlds cleanest AutoML library - Do hyperparameter tuning with.. Apache-2

GitHub ( 9 55 41 330 - 18% open 16.08.2022):
```
 git clone https://github.com/Neuraxio/Neuraxle
```
PyPi ( 240 / month 1 15.04.2022):
```
 pip install neuraxle
```

opytimizer (19 550) - Opytimizer is a Python library consisting of meta-heuristic.. Apache-2

GitHub ( 4 35 13 06.10.2022):

 git clone https://github.com/gugarosa/opytimizer

PyPi ( 720 / month 04.05.2022):
```
 pip install opytimizer
```

Auto ViML (19 410) - Automatically Build Multiple ML Models with a Single Line of Code... Apache-2

GitHub ( 6 84 20 25 - 16% open 16.08.2022):

 git clone https://github.com/AutoViML/Auto_ViML

PyPi ( 800 / month 2 01.06.2022):
```
 pip install autoviml
```

AlphaPy (18 850 ) - Automated Machine Learning [AutoML] with Python, scikit-learn,.. Apache-2

GitHub ( 3 160 3 41 - 29% open 23.04.2022):

 git clone https://github.com/ScottfreeLLC/AlphaPy

PyPi ( 130 / month 29.08.2020):
```
 pip install alphapy
```

shap-hypetune (16 430) - A python package for simultaneous Hyperparameters Tuning and.. MIT

GitHub ( 2 53 10 21 - 4% open 24.08.2022):

 git clone https://github.com/cerlymarco/shap-hypetune

PyPi ( 5K / month 1 16.01.2022):
```
 pip install shap-hypetune
```

model_search (11 3.2K ) - AutoML algorithms for model architecture search at scale. Apache-2

GitHub ( 1 360 62 - 75% open 09.02.2022):

 git clone https://github.com/google/model_search

Show 24 hidden projects...

scikit-optimize (33 2.5K ) - Sequential model-based optimization with a.. BSD-3
TPOT (32 8.9K ) - A Python Automated Machine Learning tool that optimizes.. LGPL-3.0
Hyperopt (32 6.6K ) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3
Orion (27 260) - Asynchronous Distributed Hyperparameter Optimization. BSD-3
SMAC3 (24 790) - SMAC3: A Versatile Bayesian Optimization Package for.. BSD-1-Clause
AdaNet (23 3.4K ) - Fast and flexible AutoML with learning guarantees. Apache-2
auto_ml (22 1.6K ) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT
MLBox (22 1.4K ) - MLBox is a powerful Automated Machine Learning python library. BSD-1-Clause
Test Tube (22 730 ) - Python library to easily log experiments and parallelize.. MIT
optunity (22 400 ) - optimization routines for hyperparameter tuning. BSD-3
lightwood (22 320) - Lightwood is Legos for Machine Learning. GPL-3.0
sklearn-deap (20 710 ) - Use evolutionary algorithms instead of gridsearch in.. MIT
Sherpa (19 320 ) - Hyperparameter optimization that enables researchers to.. GPL-3.0
Auto Tune Models (18 520 ) - Auto Tune Models - A multi-tenant, multi-data system for.. MIT
Advisor (17 1.5K ) - Open-source implementation of Google Vizier for hyper parameters.. Apache-2
Parfit (17 200 ) - A package for parallelizing the fit and flexibly scoring of.. MIT
Xcessiv (16 1.3K ) - A web-based application for quick, scalable, and automated.. Apache-2
HyperparameterHunter (16 700 ) - Easy hyperparameter optimization and automatic result.. MIT
automl-gs (15 1.8K ) - Provide an input CSV and a target field to predict, generate a.. MIT
ENAS (13 2.6K ) - PyTorch implementation of Efficient Neural Architecture Search via.. Apache-2
Auptimizer (13 200 ) - An automatic ML model optimization tool. GPL-3.0
Devol (11 950 ) - Genetic neural architecture search with Keras. MIT
Hypermax (11 100 ) - Better, faster hyper-parameter optimization. BSD-3
Hypertunity (9 130 ) - A toolset for black-box hyperparameter optimisation. Apache-2

Reinforcement Learning

Libraries for building and evaluating reinforcement learning & agent-based systems.

OpenAI Gym (40 30K) - A toolkit for developing and comparing reinforcement learning.. MIT

GitHub ( 380 8.2K 37K 1.7K - 2% open 30.01.2023):
```
 git clone https://github.com/openai/gym
```
PyPi ( 1.1M / month 2.5K 07.06.2022):
```
 pip install gym
```
Conda ( 190K 26.01.2023):
```
 conda install -c conda-forge gym
```

TF-Agents (33 2.4K) - TF-Agents: A reliable, scalable and easy to use TensorFlow.. Apache-2

GitHub ( 130 660 1K 600 - 25% open 19.01.2023):
```
 git clone https://github.com/tensorflow/agents
```
PyPi ( 100K / month 23.10.2022):
```
 pip install tf-agents
```

FinRL (29 6.7K) - FinRL: Financial Reinforcement Learning. MIT

GitHub ( 84 1.6K 19 510 - 20% open 01.02.2023):

 git clone https://github.com/AI4Finance-Foundation/FinRL

PyPi ( 1K / month 08.01.2022):
```
 pip install finrl
```

ViZDoom (29 1.5K) - Reinforcement Learning environments based on the 1993 game Doom. MIT

GitHub ( 51 340 12K 160 450 - 11% open 30.01.2023):
```
 git clone https://github.com/mwydmuch/ViZDoom
```
PyPi ( 2.5K / month 14 18.04.2022):
```
 pip install vizdoom
```

Dopamine (28 10K) - Dopamine is a research framework for fast prototyping of.. Apache-2

GitHub ( 15 1.3K 170 - 50% open 28.11.2022):
```
 git clone https://github.com/google/dopamine
```
PyPi ( 490K / month 37 20.05.2022):
```
 pip install dopamine-rl
```

Acme (28 3K) - A library of reinforcement learning components and agents. Apache-2

GitHub ( 81 370 130 230 - 16% open 01.02.2023):
```
 git clone https://github.com/deepmind/acme
```
PyPi ( 3.1K / month 2 10.02.2022):
```
 pip install dm-acme
```
Conda ( 5.4K 09.12.2021):
```
 conda install -c conda-forge dm-acme
```

TensorLayer (27 7.1K ) - Deep Learning and Reinforcement Learning Library for.. Apache-2

GitHub ( 130 1.6K 1.4K 470 - 6% open 23.04.2022):

 git clone https://github.com/tensorlayer/tensorlayer

PyPi ( 1.5K / month 40 15.02.2022):
```
 pip install tensorlayer
```

PARL (27 2.9K) - A high-performance distributed training framework for Reinforcement.. Apache-2

GitHub ( 35 780 100 470 - 19% open 18.01.2023):
```
 git clone https://github.com/PaddlePaddle/PARL
```
PyPi ( 590 / month 1 13.05.2022):
```
 pip install parl
```

garage (25 1.6K) - A toolkit for reproducible reinforcement learning research. MIT

GitHub ( 79 280 63 1K - 22% open 04.01.2023):
```
 git clone https://github.com/rlworkgroup/garage
```
PyPi ( 440 / month 2 23.03.2021):
```
 pip install garage
```

Stable Baselines (24 3.7K) - A fork of OpenAI Baselines, implementations of reinforcement.. MIT

GitHub ( 110 700 940 - 12% open 04.09.2022):

 git clone https://github.com/hill-a/stable-baselines

PyPi ( 7.5K / month 34 06.04.2021):
```
 pip install stable-baselines
```

ReAgent (24 3.3K) - A platform for Reasoning systems (Reinforcement Learning,.. BSD-3

GitHub ( 150 480 140 - 47% open 02.02.2023):

 git clone https://github.com/facebookresearch/ReAgent

PyPi ( 24 / month 27.05.2020):
```
 pip install reagent
```

TensorForce (22 3.2K) - Tensorforce: a TensorFlow library for applied.. Apache-2

GitHub ( 82 520 660 - 4% open 15.01.2023):

 git clone https://github.com/tensorforce/tensorforce

PyPi ( 1.1K / month 30.08.2021):
```
 pip install tensorforce
```

RLax (22 970) - A library of reinforcement learning building blocks in JAX. Apache-2

GitHub ( 20 70 100 32 - 46% open 09.01.2023):
```
 git clone https://github.com/deepmind/rlax
```
PyPi ( 3.1K / month 2 24.02.2022):
```
 pip install rlax
```

Coach (21 2.2K) - Reinforcement Learning Coach by Intel AI Lab enables easy.. Apache-2

GitHub ( 36 430 270 - 32% open 11.12.2022):

 git clone https://github.com/IntelLabs/coach

PyPi ( 220 / month 2 10.10.2019):
```
 pip install rl_coach
```

PFRL (20 980) - PFRL: a PyTorch-based deep reinforcement learning library. MIT

GitHub ( 18 140 72 72 - 44% open 21.09.2022):
```
 git clone https://github.com/pfnet/pfrl
```
PyPi ( 520 / month 1 07.07.2021):
```
 pip install pfrl
```

rliable (12 540) - [NeurIPS21 Outstanding Paper] Library for reliable evaluation on RL.. Apache-2

GitHub ( 5 32 36 12 - 8% open 14.09.2022):

 git clone https://github.com/google-research/rliable

PyPi:
```
 pip install rliable`
```

Show 7 hidden projects...

baselines (30 14K ) - OpenAI Baselines: high-quality implementations of reinforcement.. MIT
keras-rl (29 5.4K ) - Deep Reinforcement Learning for Keras. MIT
TRFL (23 3.1K ) - TensorFlow Reinforcement Learning. Apache-2
ChainerRL (23 1.1K ) - ChainerRL is a deep reinforcement learning library built on top of.. MIT
DeepMind Lab (19 6.8K) - A customisable 3D platform for agent-based AI research. Unlicensed
SerpentAI (18 6.4K ) - Game Agent Framework. Helping you create AIs / Bots that learn to.. MIT
Maze (15 220) - Maze Applied Reinforcement Learning Framework. Custom

Recommender Systems

Libraries for building and evaluating recommendation systems.

Recommenders (33 15K) - Best Practices on Recommendation Systems. MIT

GitHub ( 120 2.6K 290 56 740 - 20% open 21.11.2022):
```
 git clone https://github.com/microsoft/recommenders
```
PyPi ( 20K / month 2 01.04.2022):
```
 pip install recommenders
```

implicit (31 3.1K) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT

GitHub ( 34 570 300 790 440 - 16% open 11.12.2022):
```
 git clone https://github.com/benfred/implicit
```
PyPi ( 130K / month 32 29.01.2022):
```
 pip install implicit
```
Conda ( 440K 29.01.2022):
```
 conda install -c conda-forge implicit
```

TF Recommenders (30 1.5K) - TensorFlow Recommenders is a library for building.. Apache-2

GitHub ( 41 220 170 340 - 52% open 02.02.2023):

 git clone https://github.com/tensorflow/recommenders

PyPi ( 300K / month 1 23.08.2021):
```
 pip install tensorflow-recommenders
```

TF Ranking (29 2.6K) - Learning to Rank in TensorFlow. Apache-2

GitHub ( 31 450 310 - 24% open 01.02.2023):

 git clone https://github.com/tensorflow/ranking

PyPi ( 100K / month 12 16.11.2021):
```
 pip install tensorflow_ranking
```

lightfm (28 4.2K ) - A Python implementation of LightFM, a hybrid recommendation.. Apache-2

GitHub ( 44 650 940 470 - 25% open 19.07.2022):
```
 git clone https://github.com/lyst/lightfm
```
PyPi ( 380K / month 45 27.11.2020):
```
 pip install lightfm
```
Conda ( 140K 09.03.2022):
```
 conda install -c conda-forge lightfm
```

scikit-surprise (27 5.7K ) - A Python scikit for building and analyzing recommender.. BSD-3

GitHub ( 45 960 370 - 18% open 27.01.2023):

 git clone https://github.com/NicolasHug/Surprise

PyPi ( 75K / month 49 19.07.2020):
```
 pip install scikit-surprise
```

Conda ( 290K 31.10.2022):

 conda install -c conda-forge scikit-surprise

RecBole (27 2.4K) - A unified, comprehensive and efficient recommendation library. MIT

GitHub ( 57 440 610 - 11% open 06.01.2023):

 git clone https://github.com/RUCAIBox/RecBole

PyPi ( 3.3K / month 1 25.02.2022):
```
 pip install recbole
```
Conda ( 2.7K 05.10.2022):
```
 conda install -c aibox recbole
```

torchrec (24 1.3K) - Pytorch domain library for recommendation systems. BSD-3

GitHub ( 140 220 140 - 60% open 02.02.2023):

 git clone https://github.com/pytorch/torchrec

PyPi ( 190 / month 12.05.2022):
```
 pip install torchrec-nightly-cpu
```

Cornac (23 680) - A Comparative Framework for Multimodal Recommender Systems. Apache-2

GitHub ( 15 110 140 120 - 8% open 18.10.2022):
```
 git clone https://github.com/PreferredAI/cornac
```
PyPi ( 27K / month 15 19.02.2022):
```
 pip install cornac
```
Conda ( 270K 10.11.2022):
```
 conda install -c conda-forge cornac
```

recmetrics (18 460 ) - A library of metrics for evaluating recommender systems. MIT

GitHub ( 16 89 1 34 21 - 42% open 17.04.2022):

 git clone https://github.com/statisticianinstilettos/recmetrics

PyPi ( 2.6K / month 26.04.2022):
```
 pip install recmetrics
```

Show 7 hidden projects...

tensorrec (22 1.2K ) - A TensorFlow recommendation algorithm and framework in.. Apache-2
lkpy (22 220) - Python recommendation toolkit. MIT
fastFM (21 1K ) - fastFM: A Library for Factorization Machines. BSD-3
Spotlight (19 2.8K ) - Deep recommender models using PyTorch. MIT
Case Recommender (17 440 ) - Case Recommender: A Flexible and Extensible Python.. MIT
Collie (17 97) - A library for preparing, training, and evaluating scalable deep.. BSD-3
OpenRec (15 400 ) - 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 (36 8.5K) - Data science on data without acquiring a copy. Apache-2

GitHub ( 490 1.9K 3.4K - 4% open 02.02.2023):
```
 git clone https://github.com/OpenMined/PySyft
```
PyPi ( 4.2K / month 5 29.06.2022):
```
 pip install syft
```

Opacus (30 1.3K) - Training PyTorch models with differential privacy. Apache-2

GitHub ( 65 260 51 200 220 - 23% open 24.01.2023):
```
 git clone https://github.com/pytorch/opacus
```
PyPi ( 15K / month 11 06.05.2022):
```
 pip install opacus
```
Conda ( 7.3K 09.09.2022):
```
 conda install -c conda-forge opacus
```

FATE (27 4.8K) - An Industrial Grade Federated Learning Framework. Apache-2

GitHub ( 88 1.4K 1.5K - 38% open 04.01.2023):
```
 git clone https://github.com/FederatedAI/FATE
```
PyPi ( 06.05.2020):
```
 pip install ETAF
```

TensorFlow Privacy (26 1.7K) - Library for training machine learning models with.. Apache-2

GitHub ( 51 400 94 180 - 51% open 26.01.2023):
```
 git clone https://github.com/tensorflow/privacy
```
PyPi ( 32K / month 7 22.02.2022):
```
 pip install tensorflow-privacy
```

CrypTen (24 1.2K) - A framework for Privacy Preserving Machine Learning. MIT

GitHub ( 31 210 25 220 - 20% open 08.12.2022):

 git clone https://github.com/facebookresearch/CrypTen

PyPi ( 520 / month 2 09.09.2021):
```
 pip install crypten
```

TFEncrypted (23 1.1K) - A Framework for Encrypted Machine Learning in TensorFlow. Apache-2

GitHub ( 29 200 64 420 - 32% open 16.11.2022):

 git clone https://github.com/tf-encrypted/tf-encrypted

PyPi ( 890 / month 9 07.03.2022):
```
 pip install tf-encrypted
```

Show 1 hidden projects...

PipelineDP (20 240) - PipelineDP is a Python framework for applying differentially.. Apache-2

Workflow & Experiment Tracking

Libraries to organize, track, and visualize machine learning experiments.

Tensorboard (43 6.1K) - TensorFlows Visualization Toolkit. Apache-2

GitHub ( 290 1.6K 150K 1.8K - 34% open 01.02.2023):
```
 git clone https://github.com/tensorflow/tensorboard
```
PyPi ( 17M / month 2.4K 08.06.2022):
```
 pip install tensorboard
```

Conda ( 3.7M 14.01.2023):

 conda install -c conda-forge tensorboard

mlflow (41 14K) - Open source platform for the machine learning lifecycle. Apache-2

GitHub ( 540 3.2K 2.9K - 35% open 02.02.2023):
```
 git clone https://github.com/mlflow/mlflow
```
PyPi ( 10M / month 330 29.06.2022):
```
 pip install mlflow
```
Conda ( 1.2M 19.01.2023):
```
 conda install -c conda-forge mlflow
```

DVC (41 11K) - Data Version Control | Git for Data & Models | ML Experiments Management. Apache-2

GitHub ( 280 1K 120K 6.2K 4.1K - 15% open 02.02.2023):
```
 git clone https://github.com/iterative/dvc
```
PyPi ( 1.5M / month 52 05.07.2022):
```
 pip install dvc
```
Conda ( 1.4M 16.12.2022):
```
 conda install -c conda-forge dvc
```

PyCaret (37 6.9K) - An open-source, low-code machine learning library in Python. MIT

GitHub ( 110 1.5K 620 3.1K 1.9K - 13% open 30.01.2023):
```
 git clone https://github.com/pycaret/pycaret
```
PyPi ( 710K / month 13 06.06.2022):
```
 pip install pycaret
```
Conda ( 27K 18.04.2022):
```
 conda install -c conda-forge pycaret
```

wandb client (37 5.4K) - A tool for visualizing and tracking your machine learning.. MIT

GitHub ( 140 420 16K 2.2K - 27% open 01.02.2023):
```
 git clone https://github.com/wandb/client
```
PyPi ( 1.5M / month 270 05.07.2022):
```
 pip install wandb
```
Conda ( 150K 13.01.2023):
```
 conda install -c conda-forge wandb
```

SageMaker SDK (37 1.8K) - A library for training and deploying machine learning.. Apache-2

GitHub ( 320 920 2K 1.2K - 37% open 02.02.2023):

 git clone https://github.com/aws/sagemaker-python-sdk

PyPi ( 23M / month 53 05.07.2022):
```
 pip install sagemaker
```

Conda ( 510K 03.11.2022):

 conda install -c conda-forge sagemaker-python-sdk

AzureML SDK (35 3.6K) - Python notebooks with ML and deep learning examples with Azure.. MIT

GitHub ( 61 2.3K 480 1.4K - 24% open 20.12.2022):

 git clone https://github.com/Azure/MachineLearningNotebooks

PyPi ( 1.1M / month 45 27.06.2022):
```
 pip install azureml-sdk
```

tensorboardX (33 7.5K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT

GitHub ( 74 870 350 26K 440 - 16% open 27.01.2023):
```
 git clone https://github.com/lanpa/tensorboardX
```
PyPi ( 1.5M / month 890 05.06.2022):
```
 pip install tensorboardX
```

Conda ( 940K 07.06.2022):

 conda install -c conda-forge tensorboardx

ClearML (33 4K) - ClearML - Auto-Magical CI/CD to streamline your ML workflow... Apache-2

GitHub ( 67 540 650 400 720 - 46% open 02.02.2023):
```
 git clone https://github.com/allegroai/clearml
```
PyPi ( 220K / month 8 04.07.2022):
```
 pip install clearml
```
Docker Hub ( 30K 05.10.2020):
```
 docker pull allegroai/trains
```

snakemake (33 1.6K) - This is the development home of the workflow management system.. MIT

GitHub ( 280 400 1.3K 1.2K - 59% open 30.01.2023):
```
 git clone https://github.com/snakemake/snakemake
```
PyPi ( 28K / month 210 30.06.2022):
```
 pip install snakemake
```
Conda ( 640K 19.01.2023):
```
 conda install -c bioconda snakemake
```

Metaflow (32 6.4K) - Build and manage real-life data science projects with ease!. Apache-2

GitHub ( 64 600 380 500 - 48% open 01.02.2023):
```
 git clone https://github.com/Netflix/metaflow
```
PyPi ( 86K / month 9 17.06.2022):
```
 pip install metaflow
```
Conda ( 95K 26.01.2023):
```
 conda install -c conda-forge metaflow
```

VisualDL (32 4.5K) - Deep Learning Visualization Toolkit. Apache-2

GitHub ( 32 600 260 1.7K 440 - 22% open 17.01.2023):
```
 git clone https://github.com/PaddlePaddle/VisualDL
```
PyPi ( 75K / month 25 01.07.2022):
```
 pip install visualdl
```

sacred (32 4K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT

GitHub ( 100 370 1.8K 550 - 16% open 28.01.2023):
```
 git clone https://github.com/IDSIA/sacred
```
PyPi ( 38K / month 100 14.12.2020):
```
 pip install sacred
```
Conda ( 2.3K 14.11.2021):
```
 conda install -c conda-forge sacred
```

aim (31 3.1K) - Aim easy-to-use and performant open-source ML experiment tracker. Apache-2

GitHub ( 50 190 140 790 - 26% open 02.02.2023):
```
 git clone https://github.com/aimhubio/aim
```
PyPi ( 28K / month 5 07.07.2022):
```
 pip install aim
```
Conda ( 21K 16.01.2023):
```
 conda install -c conda-forge aim
```

Neptune.ai (29 360) - Experiment tracking tool and model registry. Apache-2

GitHub ( 38 37 180 - 12% open 02.02.2023):

 git clone https://github.com/neptune-ai/neptune-client

PyPi ( 600K / month 30 01.07.2022):
```
 pip install neptune-client
```

Conda ( 150K 02.02.2023):

 conda install -c conda-forge neptune-client

Catalyst (28 3.1K ) - Accelerated deep learning R&D. Apache-2

GitHub ( 100 360 780 350 - 0% open 29.04.2022):

 git clone https://github.com/catalyst-team/catalyst

PyPi ( 49K / month 29 29.04.2022):
```
 pip install catalyst
```

Guild AI (28 770) - Experiment tracking, ML developer tools. Apache-2

GitHub ( 24 70 7 66 400 - 46% open 02.02.2023):
```
 git clone https://github.com/guildai/guildai
```
PyPi ( 3.2K / month 11.05.2022):
```
 pip install guildai
```

ml-metadata (28 510) - For recording and retrieving metadata associated with ML.. Apache-2

GitHub ( 15 110 1.8K 290 96 - 27% open 21.01.2023):
```
 git clone https://github.com/google/ml-metadata
```
PyPi ( 830K / month 19 21.06.2022):
```
 pip install ml-metadata
```

TNT (27 1.5K) - A lightweight library for PyTorch training tools and utilities. BSD-3

GitHub ( 78 220 65 - 7% open 02.02.2023):
```
 git clone https://github.com/pytorch/tnt
```
PyPi ( 17K / month 37 29.07.2018):
```
 pip install torchnet
```

livelossplot (25 1.2K ) - Live training loss plot in Jupyter Notebook for Keras,.. MIT

GitHub ( 17 140 940 76 - 7% open 04.04.2022):

 git clone https://github.com/stared/livelossplot

PyPi ( 16K / month 11 04.04.2022):
```
 pip install livelossplot
```

Labml (24 1.3K) - Monitor deep learning model training and hardware usage from your mobile.. MIT

GitHub ( 7 87 66 35 - 51% open 23.11.2022):
```
 git clone https://github.com/labmlai/labml
```
PyPi ( 1.3K / month 6 05.07.2022):
```
 pip install labml
```

Studio.ml (21 380) - Studio: Simplify and expedite model building process. Apache-2

GitHub ( 22 52 5 250 - 22% open 09.01.2023):
```
 git clone https://github.com/studioml/studio
```
PyPi ( 270 / month 14.09.2021):
```
 pip install studioml
```

lore (20 1.5K) - Lore makes machine learning approachable for Software Engineers and.. MIT

GitHub ( 27 130 20 45 - 57% open 27.09.2022):
```
 git clone https://github.com/instacart/lore
```
PyPi ( 1.1K / month 1 02.02.2022):
```
 pip install lore
```

keepsake (18 1.6K ) - Version control for machine learning. Apache-2

GitHub ( 17 66 190 - 65% open 24.05.2022):

 git clone https://github.com/replicate/keepsake

PyPi ( 390 / month 11.03.2021):
```
 pip install keepsake
```

Show 15 hidden projects...

kaggle (28 5.1K ) - Official Kaggle API. Apache-2
SKLL (26 530) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine.. BSD-1-Clause
knockknock (24 2.5K ) - Knock Knock: Get notified when your training ends with only two.. MIT
gokart (24 270) - Gokart solves reproducibility, task dependencies, constraints of good code,.. MIT
quinn (23 400 ) - pyspark methods to enhance developer productivity. Apache-2
TensorWatch (21 3.3K ) - Debugging, monitoring and visualization for Python Machine.. MIT
hiddenlayer (21 1.7K ) - Neural network graphs and training metrics for.. MIT
TensorBoard Logger (21 620 ) - Log TensorBoard events without touching TensorFlow. MIT
MXBoard (19 330 ) - Logging MXNet data for visualization in TensorBoard. Apache-2
datmo (17 340 ) - Open source production model management tool for data scientists. MIT
chitra (16 210 ) - A multi-functional library for full-stack Deep Learning... Apache-2
steppy (16 130 ) - Lightweight, Python library for fast and reproducible experimentation. MIT
caliban (15 450 ) - Research workflows made easy, locally and in the Cloud. Apache-2
ModelChimp (13 120 ) - Experiment tracking for machine and deep learning projects. BSD-2
traintool (8 11 ) - 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 (41 14K) - Open standard for machine learning interoperability. Apache-2

GitHub ( 270 3.3K 18K 11K 2.3K - 15% open 02.02.2023):
```
 git clone https://github.com/onnx/onnx
```
PyPi ( 2.1M / month 400 12.12.2022):
```
 pip install onnx
```
Conda ( 630K 15.12.2022):
```
 conda install -c conda-forge onnx
```

BentoML (32 4.5K) - Unified Model Serving Framework. Apache-2

GitHub ( 140 520 1.7K 510 830 - 17% open 02.02.2023):
```
 git clone https://github.com/bentoml/BentoML
```
PyPi ( 33K / month 3 01.07.2022):
```
 pip install bentoml
```

Core ML Tools (32 3.1K) - Core ML tools contain supporting tools for Core ML model.. BSD-3

GitHub ( 140 470 4.8K 1.3K 1.1K - 16% open 20.01.2023):
```
 git clone https://github.com/apple/coremltools
```
PyPi ( 480K / month 150 07.06.2022):
```
 pip install coremltools
```

Conda ( 42K 15.10.2021):

 conda install -c conda-forge coremltools

huggingface_hub (32 680) - All the open source things related to the Hugging Face Hub. Apache-2

GitHub ( 82 170 400 - 20% open 31.01.2023):

 git clone https://github.com/huggingface/huggingface_hub

PyPi ( 7.3M / month 87 21.06.2022):
```
 pip install huggingface_hub
```

Conda ( 730K 25.01.2023):

 conda install -c conda-forge huggingface_hub

triton (31 5.1K) - Development repository for the Triton language and compiler. MIT

GitHub ( 71 430 260 400 - 41% open 02.02.2023):
```
 git clone https://github.com/openai/triton
```
PyPi ( 280K / month 3 04.07.2022):
```
 pip install triton
```

TorchServe (30 3.2K) - Serve, optimize and scale PyTorch models in production. Apache-2

GitHub ( 150 670 2.4K 1.1K - 17% open 31.01.2023):
```
 git clone https://github.com/pytorch/serve
```
PyPi ( 20K / month 9 13.05.2022):
```
 pip install torchserve
```
Conda ( 62K 12.12.2022):
```
 conda install -c pytorch torchserve
```
Docker Hub ( 1.1M 16 12.12.2022):
```
 docker pull pytorch/torchserve
```

Hummingbird (29 3.1K) - Hummingbird compiles trained ML models into tensor computation for.. MIT

GitHub ( 37 260 210 51 280 - 19% open 25.01.2023):
```
 git clone https://github.com/microsoft/hummingbird
```
PyPi ( 26K / month 25.04.2022):
```
 pip install hummingbird-ml
```

Conda ( 21K 29.11.2022):

 conda install -c conda-forge hummingbird-ml

nebullvm (26 2.2K) - Plug and play modules to optimize the performances of your AI.. Apache-2

GitHub ( 23 120 7 86 - 29% open 30.01.2023):

 git clone https://github.com/nebuly-ai/nebullvm

PyPi ( 1.3K / month 28.06.2022):
```
 pip install nebullvm
```

cortex (25 7.9K) - Production infrastructure for machine learning at scale. Apache-2

GitHub ( 24 600 1.1K - 10% open 23.09.2022):

 git clone https://github.com/cortexlabs/cortex

PyPi ( 1.2K / month 1 10.01.2022):
```
 pip install cortex
```

mmdnn (25 5.7K) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT

GitHub ( 86 970 3.6K 100 620 - 53% open 22.09.2022):
```
 git clone https://github.com/Microsoft/MMdnn
```
PyPi ( 580 / month 3 24.07.2020):
```
 pip install mmdnn
```

m2cgen (25 2.4K) - Transform ML models into a native code (Java, C, Python, Go, JavaScript,.. MIT

GitHub ( 14 200 42 87 100 - 30% open 05.10.2022):
```
 git clone https://github.com/BayesWitnesses/m2cgen
```
PyPi ( 16K / month 3 26.04.2022):
```
 pip install m2cgen
```

sklearn-porter (23 1.2K ) - Transpile trained scikit-learn estimators to C, Java,.. BSD-3

GitHub ( 12 160 48 76 - 55% open 22.05.2022):
```
 git clone https://github.com/nok/sklearn-porter
```
PyPi ( 320 / month 1 18.12.2019):
```
 pip install sklearn-porter
```

hls4ml (23 760) - Machine learning on FPGAs using HLS. Apache-2

GitHub ( 48 290 340 - 40% open 27.01.2023):

 git clone https://github.com/fastmachinelearning/hls4ml

PyPi ( 190 / month 12.11.2021):
```
 pip install hls4ml
```
Conda ( 5.1K 12.11.2021):
```
 conda install -c conda-forge hls4ml
```

Show 7 hidden projects...

pytorch2keras (20 830 ) - PyTorch to Keras model convertor. MIT
Larq Compute Engine (20 220) - Highly optimized inference engine for Binarized.. Apache-2
OMLT (18 180) - Represent trained machine learning models as Pyomo optimization formulations. BSD-3
modelkit (16 140) - Toolkit for developing and maintaining ML models. MIT
tfdeploy (15 350 ) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3
backprop (13 230 ) - Backprop makes it simple to use, finetune, and deploy state-of-.. Apache-2
ml-ane-transformers (11 560) - Reference implementation of the Transformer.. Unlicensed

Model Interpretability

Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.

shap (38 18K ) - A game theoretic approach to explain the output of any machine learning.. MIT

GitHub ( 200 2.7K 8.5K 2.1K - 70% open 16.06.2022):
```
 git clone https://github.com/slundberg/shap
```
PyPi ( 6.6M / month 280 16.06.2022):
```
 pip install shap
```
Conda ( 1.8M 20.06.2022):
```
 conda install -c conda-forge shap
```

arviz (34 1.3K) - Exploratory analysis of Bayesian models with Python. Apache-2

GitHub ( 140 320 120 3.4K 800 - 21% open 01.02.2023):
```
 git clone https://github.com/arviz-devs/arviz
```
PyPi ( 1M / month 110 16.11.2022):
```
 pip install arviz
```
Conda ( 1.2M 16.11.2022):
```
 conda install -c conda-forge arviz
```

Netron (33 21K) - Visualizer for neural network, deep learning, and machine.. MIT

GitHub ( 2 2.4K 45K 10 900 - 2% open 02.02.2023):
```
 git clone https://github.com/lutzroeder/netron
```
PyPi ( 11K / month 67 04.07.2022):
```
 pip install netron
```

Captum (33 3.7K) - Model interpretability and understanding for PyTorch. BSD-3

GitHub ( 98 390 890 440 - 31% open 01.02.2023):
```
 git clone https://github.com/pytorch/captum
```
PyPi ( 120K / month 23 03.03.2022):
```
 pip install captum
```
Conda ( 5.2K 04.03.2022):
```
 conda install -c conda-forge captum
```

InterpretML (32 5.2K) - Fit interpretable models. Explain blackbox machine learning. MIT

GitHub ( 32 640 350 350 - 28% open 28.01.2023):

 git clone https://github.com/interpretml/interpret

PyPi ( 71K / month 17 23.09.2021):
```
 pip install interpret
```

DoWhy (31 5.6K) - DoWhy is a Python library for causal inference that supports explicit.. MIT

GitHub ( 69 800 31 180 340 - 31% open 02.02.2023):
```
 git clone https://github.com/py-why/dowhy
```
PyPi ( 78K / month 5 20.03.2022):
```
 pip install dowhy
```
Conda ( 12K 19.07.2022):
```
 conda install -c conda-forge dowhy
```

dtreeviz (31 2.4K) - A python library for decision tree visualization and model interpretation. MIT

GitHub ( 22 300 610 160 - 23% open 29.01.2023):
```
 git clone https://github.com/parrt/dtreeviz
```
PyPi ( 87K / month 14 29.04.2022):
```
 pip install dtreeviz
```
Conda ( 34K 29.01.2023):
```
 conda install -c conda-forge dtreeviz
```

Model Analysis (31 1.2K) - Model analysis tools for TensorFlow. Apache-2

GitHub ( 52 260 81 - 37% open 20.01.2023):

 git clone https://github.com/tensorflow/model-analysis

PyPi ( 600K / month 21 16.05.2022):
```
 pip install tensorflow-model-analysis
```

shapash (29 2.1K) - Shapash makes Machine Learning models transparent and.. Apache-2

GitHub ( 35 260 96 140 - 15% open 01.02.2023):
```
 git clone https://github.com/MAIF/shapash
```
PyPi ( 18K / month 1 09.05.2022):
```
 pip install shapash
```

Alibi (29 1.9K) - Algorithms for explaining machine learning models. Apache-2

GitHub ( 18 220 220 340 - 39% open 19.01.2023):
```
 git clone https://github.com/SeldonIO/alibi
```
PyPi ( 23K / month 24 18.05.2022):
```
 pip install alibi
```

fairlearn (29 1.5K) - A Python package to assess and improve fairness of machine.. MIT

GitHub ( 72 340 420 - 41% open 30.01.2023):

 git clone https://github.com/fairlearn/fairlearn

PyPi ( 190K / month 13 07.07.2021):
```
 pip install fairlearn
```

Conda ( 24K 02.12.2022):

 conda install -c conda-forge fairlearn

evaluate (29 1.1K) - Evaluate: A library for easily evaluating machine learning models.. Apache-2

GitHub ( 110 100 780 170 - 38% open 30.01.2023):
```
 git clone https://github.com/huggingface/evaluate
```
PyPi ( 220K / month 2 16.06.2022):
```
 pip install evaluate
```

responsible-ai-widgets (29 660) - Responsible AI Toolbox is a suite of tools providing.. MIT

GitHub ( 31 170 45 280 - 22% open 02.02.2023):

 git clone https://github.com/microsoft/responsible-ai-toolbox

PyPi ( 9K / month 3 10.06.2022):
```
 pip install raiwidgets
```

Fairness 360 (28 1.9K ) - A comprehensive set of fairness metrics for datasets and.. Apache-2

GitHub ( 63 630 210 220 - 61% open 04.11.2022):
```
 git clone https://github.com/Trusted-AI/AIF360
```
PyPi ( 8.7K / month 10 04.03.2021):
```
 pip install aif360
```
Conda ( 4.8K 04.09.2022):
```
 conda install -c conda-forge aif360
```

CausalNex (28 1.8K) - A Python library that helps data scientists to infer.. Apache-2

GitHub ( 30 210 68 120 - 13% open 17.01.2023):

 git clone https://github.com/quantumblacklabs/causalnex

PyPi ( 9.8K / month 2 11.11.2021):
```
 pip install causalnex
```

explainerdashboard (28 1.6K) - Quickly build Explainable AI dashboards that show the inner.. MIT

GitHub ( 19 200 220 190 - 8% open 02.01.2023):

 git clone https://github.com/oegedijk/explainerdashboard

PyPi ( 32K / month 4 15.06.2022):
```
 pip install explainerdashboard
```

Conda ( 29K 15.02.2022):

 conda install -c conda-forge explainerdashboard

yellowbrick (27 3.9K) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2

GitHub ( 110 520 680 - 12% open 13.01.2023):

 git clone https://github.com/DistrictDataLabs/yellowbrick

PyPi ( 860K / month 67 19.02.2022):
```
 pip install yellowbrick
```

Conda ( 51K 22.08.2022):

 conda install -c conda-forge yellowbrick

LIT (26 3.1K) - The Learning Interpretability Tool: Interactively analyze ML models to.. Apache-2

GitHub ( 27 320 12 130 - 45% open 02.12.2022):
```
 git clone https://github.com/PAIR-code/lit
```
PyPi ( 1K / month 1 21.12.2021):
```
 pip install lit-nlp
```
Conda ( 51K 09.11.2021):
```
 conda install -c conda-forge lit-nlp
```

checklist (25 1.8K) - Beyond Accuracy: Behavioral Testing of NLP models with CheckList. MIT

GitHub ( 13 180 200 100 - 22% open 12.08.2022):
```
 git clone https://github.com/marcotcr/checklist
```
PyPi ( 5.1K / month 6 24.05.2021):
```
 pip install checklist
```

Conda ( 4.9K 15.07.2021):

 conda install -c conda-forge checklist

iNNvestigate (25 1.1K) - A toolbox to iNNvestigate neural networks predictions!. BSD-2

GitHub ( 19 230 43 90 250 - 20% open 31.01.2023):
```
 git clone https://github.com/albermax/innvestigate
```
PyPi ( 980 / month 2 14.11.2020):
```
 pip install innvestigate
```

imodels (25 1K) - Interpretable ML package for concise, transparent, and accurate predictive.. MIT

GitHub ( 15 97 39 56 - 35% open 26.01.2023):
```
 git clone https://github.com/csinva/imodels
```
PyPi ( 37K / month 2 03.07.2022):
```
 pip install imodels
```

Explainability 360 (23 1.2K) - Interpretability and explainability of data and.. Apache-2

GitHub ( 39 260 69 82 - 64% open 03.11.2022):
```
 git clone https://github.com/Trusted-AI/AIX360
```
PyPi ( 1.1K / month 1 28.10.2020):
```
 pip install aix360
```

keract (22 1K) - Layers Outputs and Gradients in Keras. Made easy. MIT

GitHub ( 16 180 160 89 - 3% open 03.11.2022):

 git clone https://github.com/philipperemy/keract

PyPi ( 3.9K / month 6 19.06.2021):
```
 pip install keract
```

sklearn-evaluation (22 360 ) - Machine learning model evaluation made easy: plots,.. MIT

GitHub ( 19 41 13.01.2023):

 git clone https://github.com/edublancas/sklearn-evaluation

PyPi ( 28K / month 3 05.07.2022):
```
 pip install sklearn-evaluation
```

tf-explain (21 960 ) - Interpretability Methods for tf.keras models with Tensorflow.. MIT

GitHub ( 18 110 150 92 - 44% open 30.06.2022):
```
 git clone https://github.com/sicara/tf-explain
```
PyPi ( 1.9K / month 7 18.11.2021):
```
 pip install tf-explain
```

aequitas (21 520) - Bias and Fairness Audit Toolkit. MIT

GitHub ( 17 93 120 68 - 69% open 12.12.2022):
```
 git clone https://github.com/dssg/aequitas
```
PyPi ( 1.1K / month 6 16.12.2020):
```
 pip install aequitas
```

DiCE (20 1K) - Generate Diverse Counterfactual Explanations for any machine learning.. MIT

GitHub ( 16 140 140 - 36% open 12.12.2022):

 git clone https://github.com/interpretml/DiCE

PyPi ( 58K / month 4 02.06.2022):
```
 pip install dice-ml
```

model-card-toolkit (19 360) - A toolkit that streamlines and automates the generation.. Apache-2

GitHub ( 20 75 12 24 - 41% open 18.01.2023):

 git clone https://github.com/tensorflow/model-card-toolkit

PyPi ( 690 / month 28.04.2022):
```
 pip install model-card-toolkit
```

LOFO (17 700) - Leave One Feature Out Importance. MIT

GitHub ( 4 72 23 22 - 18% open 08.12.2022):

 git clone https://github.com/aerdem4/lofo-importance

PyPi ( 1.4K / month 2 27.04.2022):
```
 pip install lofo-importance
```

Anchor (16 740 ) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2

GitHub ( 10 100 74 - 31% open 19.07.2022):

 git clone https://github.com/marcotcr/anchor

PyPi ( 1.8K / month 2 10.09.2020):
```
 pip install anchor_exp
```

ExplainX.ai (15 330) - Explainable AI framework for data scientists. Explain & debug any.. MIT

GitHub ( 4 42 7 27 - 37% open 15.09.2022):

 git clone https://github.com/explainX/explainx

PyPi ( 2.4K / month 04.02.2021):
```
 pip install explainx
```

Show 23 hidden projects...

Lime (31 10K ) - Lime: Explaining the predictions of any machine learning classifier. BSD-2
pyLDAvis (31 1.7K ) - Python library for interactive topic model visualization... BSD-3
Deep Checks (29 2.4K) - Tests for Continuous Validation of ML Models & Data... AGPL-3.0
scikit-plot (28 2.3K ) - An intuitive library to add plotting functionality to.. MIT
Lucid (26 4.5K ) - A collection of infrastructure and tools for research in.. Apache-2
eli5 (26 2.6K ) - A library for debugging/inspecting machine learning classifiers and.. MIT
DALEX (26 1.2K) - moDel Agnostic Language for Exploration and eXplanation. GPL-3.0
keras-vis (25 2.9K ) - Neural network visualization toolkit for keras. MIT
What-If Tool (22 780 ) - Source code/webpage/demos for the What-If Tool. Apache-2
TreeInterpreter (22 720 ) - Package for interpreting scikit-learns decision tree.. BSD-3
random-forest-importances (22 540 ) - Code to compute permutation and drop-column.. MIT
Skater (21 1.1K ) - Python Library for Model Interpretation/Explanations. UPL-1.0
deeplift (21 700 ) - Public facing deeplift repo. MIT
Quantus (21 280) - Quantus is an eXplainable AI toolkit for responsible evaluation of.. LGPL-3.0
ecco (19 1.6K ) - Explain, analyze, and visualize NLP language models. Ecco creates.. BSD-3
fairness-indicators (19 290) - Tensorflows Fairness Evaluation and Visualization.. Apache-2
tcav (18 560 ) - Code for the TCAV ML interpretability project. Apache-2
XAI (17 880 ) - XAI - An eXplainability toolbox for machine learning. MIT
FlashTorch (16 700 ) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT
interpret-text (14 360 ) - A library that incorporates state-of-the-art explainers.. MIT
contextual-ai (12 82 ) - Contextual AI adds explainability to different stages of.. Apache-2
Attribution Priors (11 110 ) - Tools for training explainable models using.. MIT
bias-detector (11 40) - 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.

ANN Benchmarks ( 3.2K) - Benchmarks of approximate nearest neighbor libraries in Python.

Milvus (38 15K) - Vector database for scalable similarity search and AI applications. Apache-2

GitHub ( 230 1.9K 28K 7K - 4% open 02.02.2023):
```
 git clone https://github.com/milvus-io/milvus
```
PyPi ( 240K / month 17 02.04.2022):
```
 pip install pymilvus
```
Docker Hub ( 2.7M 23 02.02.2023):
```
 docker pull milvusdb/milvus
```

Faiss (37 19K) - A library for efficient similarity search and clustering of dense vectors. MIT

GitHub ( 120 2.8K 890 2K - 13% open 31.01.2023):

 git clone https://github.com/facebookresearch/faiss

PyPi ( 240K / month 17 02.04.2022):
```
 pip install pymilvus
```
Conda ( 630K 10.01.2023):
```
 conda install -c conda-forge faiss
```

Annoy (33 11K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2

GitHub ( 82 1.1K 2.5K 370 - 12% open 27.10.2022):
```
 git clone https://github.com/spotify/annoy
```
PyPi ( 1.2M / month 240 18.09.2020):
```
 pip install annoy
```

Conda ( 300K 31.10.2022):

 conda install -c conda-forge python-annoy

NMSLIB (29 2.9K ) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2

GitHub ( 48 410 750 410 - 15% open 31.05.2022):
```
 git clone https://github.com/nmslib/nmslib
```
PyPi ( 200K / month 52 03.02.2021):
```
 pip install nmslib
```
Conda ( 77K 30.10.2022):
```
 conda install -c conda-forge nmslib
```

hnswlib (28 2.3K ) - Header-only C++/python library for fast approximate nearest.. Apache-2

GitHub ( 56 420 350 280 - 54% open 16.04.2022):
```
 git clone https://github.com/nmslib/hnswlib
```
PyPi ( 330K / month 28 14.02.2022):
```
 pip install hnswlib
```
Conda ( 69K 01.11.2022):
```
 conda install -c conda-forge hnswlib
```

PyNNDescent (28 710) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2

GitHub ( 24 91 2.8K 110 - 48% open 03.01.2023):
```
 git clone https://github.com/lmcinnes/pynndescent
```
PyPi ( 730K / month 26 14.05.2022):
```
 pip install pynndescent
```

Conda ( 1.2M 01.11.2022):

 conda install -c conda-forge pynndescent

NGT (22 960) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2

GitHub ( 14 98 110 - 13% open 06.01.2023):

 git clone https://github.com/yahoojapan/NGT

PyPi ( 15K / month 8 20.06.2022):
```
 pip install ngt
```

NearPy (21 730) - Python framework for fast (approximated) nearest neighbour search in large,.. MIT

GitHub ( 19 140 79 63 - 38% open 22.01.2023):
```
 git clone https://github.com/pixelogik/NearPy
```
PyPi ( 1.8K / month 16 27.09.2016):
```
 pip install NearPy
```

Show 3 hidden projects...

Magnitude (23 1.6K ) - A fast, efficient universal vector embedding utility package. MIT
N2 (19 540 ) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs.. Apache-2
PySparNN (11 900 ) - 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 (39 7.3K) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2

GitHub ( 440 1.7K 1.9K 1.1K 3K - 6% open 01.02.2023):
```
 git clone https://github.com/pymc-devs/pymc
```
PyPi ( 340K / month 240 15.03.2022):
```
 pip install pymc3
```
Conda ( 490K 20.05.2022):
```
 conda install -c conda-forge pymc3
```

tensorflow-probability (37 3.9K) - Probabilistic reasoning and statistical analysis in.. Apache-2

GitHub ( 470 1K 1.3K - 46% open 31.01.2023):

 git clone https://github.com/tensorflow/probability

PyPi ( 850K / month 340 07.06.2022):
```
 pip install tensorflow-probability
```

Conda ( 90K 07.12.2022):

 conda install -c conda-forge tensorflow-probability

Pyro (34 7.8K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2

GitHub ( 130 950 1K 1K - 22% open 27.01.2023):
```
 git clone https://github.com/pyro-ppl/pyro
```
PyPi ( 320K / month 60 24.03.2022):
```
 pip install pyro-ppl
```
Conda ( 42K 04.01.2023):
```
 conda install -c conda-forge pyro-ppl
```

GPyTorch (33 3K) - A highly efficient and modular implementation of Gaussian Processes.. MIT

GitHub ( 110 470 960 1.2K - 25% open 01.02.2023):
```
 git clone https://github.com/cornellius-gp/gpytorch
```
PyPi ( 190K / month 41 27.06.2022):
```
 pip install gpytorch
```
Conda ( 74K 06.01.2023):
```
 conda install -c conda-forge gpytorch
```

hmmlearn (32 2.7K) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3

GitHub ( 42 710 1.6K 410 - 13% open 10.01.2023):
```
 git clone https://github.com/hmmlearn/hmmlearn
```
PyPi ( 110K / month 130 10.02.2022):
```
 pip install hmmlearn
```
Conda ( 160K 05.11.2022):
```
 conda install -c conda-forge hmmlearn
```

GPflow (32 1.7K) - Gaussian processes in TensorFlow. Apache-2

GitHub ( 81 440 460 810 - 17% open 27.01.2023):
```
 git clone https://github.com/GPflow/GPflow
```
PyPi ( 60K / month 29 10.05.2022):
```
 pip install gpflow
```
Conda ( 19K 24.05.2022):
```
 conda install -c conda-forge gpflow
```

pgmpy (31 2.3K) - Python Library for learning (Structure and Parameter), inference.. MIT

GitHub ( 110 660 190 510 820 - 28% open 28.01.2023):
```
 git clone https://github.com/pgmpy/pgmpy
```
PyPi ( 63K / month 11 30.06.2022):
```
 pip install pgmpy
```

emcee (31 1.3K) - The Python ensemble sampling toolkit for affine-invariant MCMC. MIT

GitHub ( 67 430 1.7K 280 - 17% open 27.01.2023):
```
 git clone https://github.com/dfm/emcee
```
PyPi ( 110K / month 310 10.05.2022):
```
 pip install emcee
```
Conda ( 270K 27.01.2023):
```
 conda install -c conda-forge emcee
```

pandas-ta (30 3.3K) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT

GitHub ( 45 710 1.1K 480 - 21% open 24.09.2022):
```
 git clone https://github.com/twopirllc/pandas-ta
```
PyPi ( 75K / month 19 28.07.2021):
```
 pip install pandas-ta
```

Conda ( 6.4K 05.10.2021):

 conda install -c conda-forge pandas-ta

filterpy (30 2.6K) - Python Kalman filtering and optimal estimation library. Implements.. MIT

GitHub ( 43 540 2.2K 210 - 25% open 22.08.2022):
```
 git clone https://github.com/rlabbe/filterpy
```
PyPi ( 1.3M / month 130 10.10.2018):
```
 pip install filterpy
```
Conda ( 200K 05.05.2020):
```
 conda install -c conda-forge filterpy
```

patsy (30 870) - Describing statistical models in Python using symbolic formulas. BSD-2

GitHub ( 17 100 65K 140 - 48% open 09.10.2022):
```
 git clone https://github.com/pydata/patsy
```
PyPi ( 7.9M / month 2.7K 26.09.2021):
```
 pip install patsy
```
Conda ( 7M 09.10.2022):
```
 conda install -c conda-forge patsy
```

SALib (30 680) - Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and.. MIT

GitHub ( 39 200 300 - 13% open 10.01.2023):
```
 git clone https://github.com/SALib/SALib
```
PyPi ( 140K / month 65 08.01.2023):
```
 pip install salib
```
Conda ( 110K 08.01.2023):
```
 conda install -c conda-forge salib
```

pomegranate (27 3K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT

GitHub ( 66 550 830 690 - 10% open 29.11.2022):
```
 git clone https://github.com/jmschrei/pomegranate
```
PyPi ( 39K / month 46 21.02.2022):
```
 pip install pomegranate
```

Conda ( 110K 19.09.2022):

 conda install -c conda-forge pomegranate

Orbit (26 1.6K) - A Python package for Bayesian forecasting with object-oriented design.. Apache-2

GitHub ( 18 120 13 380 - 14% open 29.01.2023):
```
 git clone https://github.com/uber/orbit
```
PyPi ( 120K / month 1 28.04.2022):
```
 pip install orbit-ml
```

bambi (26 880) - BAyesian Model-Building Interface (Bambi) in Python. MIT

GitHub ( 27 94 48 320 - 21% open 02.02.2023):
```
 git clone https://github.com/bambinos/bambi
```
PyPi ( 3.4K / month 3 06.06.2022):
```
 pip install bambi
```
Conda ( 17K 21.12.2022):
```
 conda install -c conda-forge bambi
```

Baal (21 690) - Library to enable Bayesian active learning in your research or labeling.. Apache-2

GitHub ( 19 65 25 92 - 23% open 28.01.2023):
```
 git clone https://github.com/baal-org/baal
```
PyPi ( 2.1K / month 1 03.05.2022):
```
 pip install baal
```
Conda ( 4.5K 31.10.2022):
```
 conda install -c conda-forge baal
```

Show 7 hidden projects...

pingouin (31 1.3K) - Statistical package in Python based on Pandas. GPL-3.0
Edward (28 4.8K ) - A probabilistic programming language in TensorFlow. Deep.. Apache-2
PyStan (25 240 ) - PyStan, a Python interface to Stan, a platform for statistical.. ISC
pyhsmm (20 530 ) - Bayesian inference in HSMMs and HMMs. MIT
scikit-posthocs (20 270) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python. MIT
Funsor (20 210) - Functional tensors for probabilistic programming. Apache-2
ZhuSuan (16 2.2K ) - A probabilistic programming library for Bayesian deep learning,.. MIT

Adversarial Robustness

Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.

ART (34 3.4K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT

GitHub ( 120 920 300 760 - 13% open 02.02.2023):

 git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox

PyPi ( 38K / month 7 01.07.2022):

 pip install adversarial-robustness-toolbox

Conda ( 21K 18.12.2022):

 conda install -c conda-forge adversarial-robustness-toolbox

CleverHans (29 5.7K) - An adversarial example library for constructing attacks,.. MIT

GitHub ( 130 1.4K 420 460 - 8% open 31.01.2023):

 git clone https://github.com/cleverhans-lab/cleverhans

PyPi ( 1.1K / month 11 24.07.2021):
```
 pip install cleverhans
```

Conda ( 5.2K 29.07.2021):

 conda install -c conda-forge cleverhans

TextAttack (28 2.2K) - TextAttack is a Python framework for adversarial attacks, data.. MIT

GitHub ( 58 290 120 230 - 9% open 21.12.2022):
```
 git clone https://github.com/QData/TextAttack
```
PyPi ( 4.7K / month 7 25.05.2022):
```
 pip install textattack
```

Conda ( 4.9K 29.06.2021):

 conda install -c conda-forge textattack

Foolbox (27 2.4K ) - A Python toolbox to create adversarial examples that fool neural.. MIT

GitHub ( 32 410 370 360 - 8% open 25.05.2022):
```
 git clone https://github.com/bethgelab/foolbox
```
PyPi ( 2.3K / month 13 02.04.2022):
```
 pip install foolbox
```
Conda ( 9.3K 30.04.2021):
```
 conda install -c conda-forge foolbox
```

AdvBox (18 1.3K) - Advbox is a toolbox to generate adversarial examples that fool neural.. Apache-2

GitHub ( 19 250 38 - 21% open 08.08.2022):

 git clone https://github.com/advboxes/AdvBox

PyPi ( 14 / month 05.12.2018):
```
 pip install advbox
```

robustness (18 770 ) - A library for experimenting with, training and evaluating neural.. MIT

GitHub ( 13 150 100 77 - 27% open 14.02.2022):
```
 git clone https://github.com/MadryLab/robustness
```
PyPi ( 620 / month 2 01.12.2020):
```
 pip install robustness
```

Conda ( 5.7K 30.04.2021):

 conda install -c conda-forge robustness

Show 3 hidden projects...

advertorch (22 1.1K ) - A Toolbox for Adversarial Robustness Research. GPL-3.0
textflint (16 590 ) - Unified Multilingual Robustness Evaluation Toolkit for.. GPL-3.0
Adversary (14 370 ) - Tool to generate adversarial text examples and test machine.. MIT

GPU & Accelerator Utilities

Libraries that require and make use of CUDA/GPU or other accelerator hardware capabilities to optimize machine learning tasks.

CuPy (38 6.6K ) - NumPy & SciPy for GPU. MIT

GitHub ( 320 650 55K 1.4K 1.9K - 24% open 02.02.2023):
```
 git clone https://github.com/cupy/cupy
```
PyPi ( 16K / month 160 30.06.2022):
```
 pip install cupy
```
Conda ( 2.3M 20.01.2023):
```
 conda install -c conda-forge cupy
```
Docker Hub ( 56K 8 19.01.2023):
```
 docker pull cupy/cupy
```

PyCUDA (32 1.5K) - CUDA integration for Python, plus shiny features. MIT

GitHub ( 79 260 1.8K 250 - 31% open 10.01.2023):
```
 git clone https://github.com/inducer/pycuda
```
PyPi ( 33K / month 200 24.06.2022):
```
 pip install pycuda
```
Conda ( 160K 21.12.2022):
```
 conda install -c conda-forge pycuda
```

cuDF (31 5.3K) - cuDF - GPU DataFrame Library. Apache-2

GitHub ( 260 660 5.2K - 13% open 02.02.2023):
```
 git clone https://github.com/rapidsai/cudf
```
PyPi ( 2.1K / month 6 01.06.2020):
```
 pip install cudf
```

gpustat (30 3.2K) - A simple command-line utility for querying and monitoring GPU status. MIT

GitHub ( 17 250 2.6K 100 - 22% open 15.12.2022):
```
 git clone https://github.com/wookayin/gpustat
```
PyPi ( 820K / month 120 05.07.2022):
```
 pip install gpustat
```
Conda ( 160K 11.10.2022):
```
 conda install -c conda-forge gpustat
```

cuML (30 3.1K) - cuML - RAPIDS Machine Learning Library. Apache-2

GitHub ( 160 440 1 2.2K - 32% open 02.02.2023):
```
 git clone https://github.com/rapidsai/cuml
```
PyPi ( 1.4K / month 4 01.06.2020):
```
 pip install cuml
```

Apex (29 6.9K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3

GitHub ( 100 1.1K 1.5K 1.1K - 55% open 31.01.2023):
```
 git clone https://github.com/NVIDIA/apex
```

Conda ( 130K 28.12.2022):

 conda install -c conda-forge nvidia-apex

ArrayFire (29 4K) - ArrayFire: a general purpose GPU library. BSD-3

GitHub ( 88 500 3.2K 1.6K - 16% open 01.02.2023):
```
 git clone https://github.com/arrayfire/arrayfire
```
PyPi ( 2.6K / month 5 22.02.2022):
```
 pip install arrayfire
```

optimum (27 900) - Accelerate training and inference of Transformers with easy to use.. Apache-2

GitHub ( 49 120 74 250 - 41% open 02.02.2023):
```
 git clone https://github.com/huggingface/optimum
```
PyPi ( 45K / month 3 13.06.2022):
```
 pip install optimum
```
Conda ( 5.6K 12.07.2022):
```
 conda install -c conda-forge optimum
```

cuGraph (26 1.2K) - cuGraph - RAPIDS Graph Analytics Library. Apache-2

GitHub ( 93 220 2 1.3K - 19% open 01.02.2023):
```
 git clone https://github.com/rapidsai/cugraph
```
PyPi ( 500 / month 1 01.06.2020):
```
 pip install cugraph
```

Conda ( 12K 29.04.2021):

 conda install -c conda-forge libcugraph

DALI (25 4.2K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2

GitHub ( 81 540 1.3K - 17% open 02.02.2023):
```
 git clone https://github.com/NVIDIA/DALI
```

Merlin (25 440) - NVIDIA Merlin is an open source library providing end-to-end GPU-.. Apache-2

GitHub ( 27 68 320 - 47% open 27.01.2023):

 git clone https://github.com/NVIDIA-Merlin/Merlin

PyPi ( 19K / month 14.06.2022):
```
 pip install merlin-core
```

scikit-cuda (24 920 ) - Python interface to GPU-powered libraries. BSD-3

GitHub ( 46 170 220 220 - 22% open 31.03.2022):
```
 git clone https://github.com/lebedov/scikit-cuda
```
PyPi ( 600 / month 44 27.05.2019):
```
 pip install scikit-cuda
```

Vulkan Kompute (22 1.1K) - General purpose GPU compute framework built on Vulkan to.. Apache-2

GitHub ( 21 75 230 5 190 - 33% open 03.12.2022):
```
 git clone https://github.com/KomputeProject/kompute
```
PyPi ( 96 / month 13.04.2022):
```
 pip install kp
```

cuSignal (19 650) - GPU accelerated signal processing. Apache-2

GitHub ( 42 100 140 - 11% open 01.02.2023):

 git clone https://github.com/rapidsai/cusignal

Show 6 hidden projects...

GPUtil (22 940 ) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT
BlazingSQL (21 1.8K ) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for.. Apache-2
py3nvml (21 210 ) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside.. BSD-3
nvidia-ml-py3 (20 95 ) - Python 3 Bindings for the NVIDIA Management Library. BSD-3
SpeedTorch (15 660 ) - Library for faster pinned CPU - GPU transfer in Pytorch. MIT
ipyexperiments (15 150 ) - jupyter/ipython experiment containers for GPU and.. Apache-2

Tensorflow Utilities

Libraries that extend TensorFlow with additional capabilities.

TensorFlow Datasets (36 3.7K) - TFDS is a collection of datasets ready to use with.. Apache-2

GitHub ( 280 1.4K 1.3K - 51% open 31.01.2023):

 git clone https://github.com/tensorflow/datasets

PyPi ( 1.1M / month 170 02.06.2022):
```
 pip install tensorflow-datasets
```

Conda ( 13K 19.01.2023):

 conda install -c conda-forge tensorflow-datasets

tensorflow-hub (36 3.3K) - A library for transfer learning by reusing parts of.. Apache-2

GitHub ( 100 1.7K 15K 660 - 0% open 31.01.2023):
```
 git clone https://github.com/tensorflow/hub
```
PyPi ( 4.7M / month 300 14.04.2021):
```
 pip install tensorflow-hub
```

Conda ( 75K 18.04.2021):

 conda install -c conda-forge tensorflow-hub

TF Addons (35 1.6K) - Useful extra functionality for TensorFlow 2.x maintained by.. Apache-2

GitHub ( 200 590 8.6K 980 - 25% open 14.12.2022):
```
 git clone https://github.com/tensorflow/addons
```
PyPi ( 1.7M / month 180 14.06.2022):
```
 pip install tensorflow-addons
```

tensor2tensor (33 13K) - Library of deep learning models and datasets designed to.. Apache-2

GitHub ( 240 3.2K 1.3K 1.3K - 46% open 19.01.2023):
```
 git clone https://github.com/tensorflow/tensor2tensor
```
PyPi ( 37K / month 93 17.06.2020):
```
 pip install tensor2tensor
```

TensorFlow Transform (33 940) - Input pipeline framework. Apache-2

GitHub ( 27 200 1.2K 200 - 18% open 01.02.2023):
```
 git clone https://github.com/tensorflow/transform
```
PyPi ( 4M / month 56 29.06.2022):
```
 pip install tensorflow-transform
```

TFX (32 1.9K) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2

GitHub ( 160 630 880 - 23% open 01.02.2023):
```
 git clone https://github.com/tensorflow/tfx
```
PyPi ( 430K / month 13 26.05.2022):
```
 pip install tfx
```

TF Model Optimization (30 1.4K) - A toolkit to optimize ML models for deployment for.. Apache-2

GitHub ( 74 300 2.5K 340 - 54% open 19.12.2022):

 git clone https://github.com/tensorflow/model-optimization

PyPi ( 140K / month 21 18.03.2022):

 pip install tensorflow-model-optimization

Keras-Preprocessing (29 1K ) - Utilities for working with image data, text data, and.. MIT

GitHub ( 52 460 200 - 47% open 17.02.2022):

 git clone https://github.com/keras-team/keras-preprocessing

PyPi ( 7.2M / month 1.5K 14.05.2020):
```
 pip install keras-preprocessing
```

Conda ( 1.7M 15.01.2021):

 conda install -c conda-forge keras-preprocessing

TensorFlow I/O (29 610) - Dataset, streaming, and file system extensions.. Apache-2

GitHub ( 96 250 580 - 39% open 18.01.2023):
```
 git clone https://github.com/tensorflow/io
```
PyPi ( 640K / month 25 18.05.2022):
```
 pip install tensorflow-io
```

Neural Structured Learning (27 960) - Training neural models with structured signals. Apache-2

GitHub ( 37 180 300 70 - 4% open 11.01.2023):

 git clone https://github.com/tensorflow/neural-structured-learning

PyPi ( 18K / month 3 18.08.2020):

 pip install neural-structured-learning

TensorFlow Cloud (25 340) - The TensorFlow Cloud repository provides APIs that.. Apache-2

GitHub ( 27 75 220 87 - 68% open 22.12.2022):
```
 git clone https://github.com/tensorflow/cloud
```
PyPi ( 82K / month 1 17.06.2021):
```
 pip install tensorflow-cloud
```

Saliency (22 860 ) - Framework-agnostic implementation for state-of-the-art.. Apache-2

GitHub ( 16 180 51 31 - 12% open 13.05.2022):
```
 git clone https://github.com/PAIR-code/saliency
```
PyPi ( 3.1K / month 3 14.06.2022):
```
 pip install saliency
```

TF Compression (21 710) - Data compression in TensorFlow. Apache-2

GitHub ( 19 230 94 - 4% open 24.01.2023):

 git clone https://github.com/tensorflow/compression

PyPi ( 5.8K / month 1 30.05.2022):
```
 pip install tensorflow-compression
```

Show 3 hidden projects...

efficientnet (25 2K ) - Implementation of EfficientNet model. Keras and.. Apache-2
TensorNets (20 1K ) - High level network definitions with pre-trained weights in.. MIT
tffm (20 780 ) - TensorFlow implementation of an arbitrary order Factorization Machine. MIT

Jax Utilities

Libraries that extend Jax with additional capabilities.

equinox (23 950) - Callable PyTrees and filtered transforms = neural networks in.. Apache-2

GitHub ( 16 53 83 130 - 21% open 01.12.2022):

 git clone https://github.com/patrick-kidger/equinox

PyPi ( 12K / month 6 05.07.2022):
```
 pip install equinox
```

evojax (19 610) - EvoJAX: Hardware-accelerated Neuroevolution. Apache-2

GitHub ( 12 48 2 22 - 31% open 21.12.2022):
```
 git clone https://github.com/google/evojax
```
PyPi ( 800 / month 15.06.2022):
```
 pip install evojax
```
Conda ( 13K 05.10.2022):
```
 conda install -c conda-forge evojax
```

Show 1 hidden projects...

jaxdf (13 65) - A JAX-based research framework for writing differentiable.. LGPL-3.0

Sklearn Utilities

Libraries that extend scikit-learn with additional capabilities.

imbalanced-learn (35 6.2K) - A Python Package to Tackle the Curse of Imbalanced.. MIT

GitHub ( 71 1.2K 15K 540 - 9% open 28.12.2022):

 git clone https://github.com/scikit-learn-contrib/imbalanced-learn

PyPi ( 3.2M / month 270 16.05.2022):
```
 pip install imbalanced-learn
```

Conda ( 330K 28.12.2022):

 conda install -c conda-forge imbalanced-learn

MLxtend (35 4.2K) - A library of extension and helper modules for Pythons data.. BSD-3

GitHub ( 92 790 8K 450 - 28% open 31.01.2023):
```
 git clone https://github.com/rasbt/mlxtend
```
PyPi ( 1.3M / month 160 27.05.2022):
```
 pip install mlxtend
```
Conda ( 250K 17.09.2022):
```
 conda install -c conda-forge mlxtend
```

category_encoders (34 2.2K) - A library of sklearn compatible categorical variable.. BSD-3

GitHub ( 60 380 4.5K 260 - 15% open 24.01.2023):

 git clone https://github.com/scikit-learn-contrib/category_encoders

PyPi ( 1.1M / month 120 14.01.2023):
```
 pip install category_encoders
```

Conda ( 200K 17.01.2023):

 conda install -c conda-forge category_encoders

scikit-learn-intelex (32 880) - Intel(R) Extension for Scikit-learn is a seamless way.. Apache-2

GitHub ( 65 140 4.5K 200 - 38% open 31.01.2023):

 git clone https://github.com/intel/scikit-learn-intelex

PyPi ( 120K / month 6 16.06.2022):
```
 pip install scikit-learn-intelex
```

Conda ( 120K 31.01.2023):

 conda install -c conda-forge scikit-learn-intelex

scikit-multilearn (27 810 ) - A scikit-learn based module for multi-label et. al... BSD-2

GitHub ( 17 150 980 200 - 53% open 09.07.2022):

 git clone https://github.com/scikit-multilearn/scikit-multilearn

PyPi ( 83K / month 18 10.12.2018):
```
 pip install scikit-multilearn
```

scikit-lego (24 960) - Extra blocks for scikit-learn pipelines. MIT

GitHub ( 56 99 80 260 - 9% open 21.12.2022):

 git clone https://github.com/koaning/scikit-lego

PyPi ( 20K / month 7 05.06.2022):
```
 pip install scikit-lego
```

Conda ( 31K 03.11.2022):

 conda install -c conda-forge scikit-lego

scikit-opt (23 3.8K ) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT

GitHub ( 16 840 100 160 - 32% open 15.07.2022):

 git clone https://github.com/guofei9987/scikit-opt

PyPi ( 1.9K / month 6 14.01.2022):
```
 pip install scikit-opt
```

combo (21 610) - (AAAI 20) A Python Toolbox for Machine Learning Model Combination. BSD-2 xgboost

GitHub ( 2 100 520 14 - 78% open 14.01.2023):
```
 git clone https://github.com/yzhao062/combo
```
PyPi ( 34K / month 4 02.04.2022):
```
 pip install combo
```

iterative-stratification (20 750 ) - scikit-learn cross validators for iterative.. BSD-3

GitHub ( 7 68 270 24 - 16% open 06.06.2022):

 git clone https://github.com/trent-b/iterative-stratification

PyPi ( 50K / month 10 03.10.2021):
```
 pip install iterative-stratification
```

DESlib (19 430 ) - A Python library for dynamic classifier and ensemble selection. BSD-3

GitHub ( 14 73 36 150 - 10% open 07.06.2022):

 git clone https://github.com/scikit-learn-contrib/DESlib

PyPi ( 3.4K / month 2 08.02.2021):
```
 pip install deslib
```

scikit-tda (17 380 ) - Topological Data Analysis for Python. MIT

GitHub ( 4 46 41 19 - 78% open 13.03.2022):

 git clone https://github.com/scikit-tda/scikit-tda

PyPi ( 2.6K / month 03.08.2021):
```
 pip install scikit-tda
```

Show 8 hidden projects...

scikit-survival (27 880) - Survival analysis built on top of scikit-learn. GPL-3.0
fancyimpute (26 1.1K ) - Multivariate imputation and matrix completion.. Apache-2
sklearn-crfsuite (26 420 ) - scikit-learn inspired API for CRFsuite. MIT
sklearn-contrib-lightning (22 1.6K ) - Large-scale linear classification, regression and.. BSD-3
skope-rules (22 510 ) - machine learning with logical rules in Python. BSD-1-Clause
celer (18 170) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,.. BSD-3
skggm (17 210 ) - Scikit-learn compatible estimation of general graphical models. MIT
dabl (16 120) - Data Analysis Baseline Library. BSD-3

Pytorch Utilities

Libraries that extend Pytorch with additional capabilities.

accelerate (34 3.6K) - A simple way to train and use PyTorch models with multi-.. Apache-2

GitHub ( 85 320 2.6K 500 - 13% open 01.02.2023):

 git clone https://github.com/huggingface/accelerate

PyPi ( 1.5M / month 38 15.06.2022):
```
 pip install accelerate
```

Conda ( 17K 01.02.2023):

 conda install -c conda-forge accelerate

PML (32 5K) - The easiest way to use deep metric learning in your application. Modular,.. MIT

GitHub ( 30 600 460 420 - 9% open 30.01.2023):

 git clone https://github.com/KevinMusgrave/pytorch-metric-learning

PyPi ( 130K / month 12 29.06.2022):
```
 pip install pytorch-metric-learning
```

Conda ( 9.5K 01.11.2022):

 conda install -c metric-learning pytorch-metric-learning

torchdiffeq (29 4.4K) - Differentiable ODE solvers with full GPU support and.. MIT

GitHub ( 21 800 770 190 - 25% open 29.01.2023):
```
 git clone https://github.com/rtqichen/torchdiffeq
```
PyPi ( 660K / month 24 22.04.2022):
```
 pip install torchdiffeq
```

Conda ( 9.5K 03.06.2021):

 conda install -c conda-forge torchdiffeq

lightning-flash (27 1.6K) - Your PyTorch AI Factory - Flash enables you to easily.. Apache-2

GitHub ( 82 190 170 510 - 5% open 26.01.2023):

 git clone https://github.com/Lightning-AI/lightning-flash

PyPi ( 2.6K / month 3 11.05.2022):
```
 pip install lightning-flash
```

Conda ( 9.8K 08.11.2022):

 conda install -c conda-forge lightning-flash

torch-scatter (26 1.2K) - PyTorch Extension Library of Optimized Scatter Operations. MIT

GitHub ( 25 140 300 - 7% open 11.01.2023):

 git clone https://github.com/rusty1s/pytorch_scatter

PyPi ( 40K / month 53 22.10.2021):
```
 pip install torch-scatter
```

Conda ( 150K 02.01.2023):

 conda install -c conda-forge pytorch_scatter

PyTorch Sparse (26 780) - PyTorch Extension Library of Optimized Autograd Sparse.. MIT

GitHub ( 37 120 230 - 14% open 01.02.2023):

 git clone https://github.com/rusty1s/pytorch_sparse

PyPi ( 26K / month 47 30.06.2022):
```
 pip install torch-sparse
```

Conda ( 160K 23.01.2023):

 conda install -c conda-forge pytorch_sparse

tinygrad (25 10K) - You like pytorch? You like micrograd? You love tinygrad!. MIT

GitHub ( 77 880 8 150 - 14% open 02.02.2023):
```
 git clone https://github.com/geohot/tinygrad
```

Pytorch Toolbelt (24 1.3K) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT

GitHub ( 7 110 25 - 4% open 25.01.2023):

 git clone https://github.com/BloodAxe/pytorch-toolbelt

PyPi ( 13K / month 6 27.06.2022):
```
 pip install pytorch_toolbelt
```

TabNet (23 2K) - PyTorch implementation of TabNet paper :.. MIT

GitHub ( 19 400 280 - 15% open 12.12.2022):

 git clone https://github.com/dreamquark-ai/tabnet

PyPi ( 27K / month 9 02.02.2021):
```
 pip install pytorch-tabnet
```

Conda ( 3K 30.12.2021):

 conda install -c conda-forge pytorch-tabnet

reformer-pytorch (19 1.8K ) - Reformer, the efficient Transformer, in Pytorch. MIT

GitHub ( 11 240 120 - 11% open 24.06.2022):

 git clone https://github.com/lucidrains/reformer-pytorch

PyPi ( 1K / month 06.11.2021):
```
 pip install reformer-pytorch
```

Performer Pytorch (19 910 ) - An implementation of Performer, a linear attention-.. MIT

GitHub ( 6 130 76 82 - 47% open 02.02.2022):

 git clone https://github.com/lucidrains/performer-pytorch

PyPi ( 3.7K / month 4 02.02.2022):
```
 pip install performer-pytorch
```

Tez (17 1.1K) - Tez is a super-simple and lightweight Trainer for PyTorch. It also.. Apache-2

GitHub ( 2 140 37 41 - 56% open 16.09.2022):

 git clone https://github.com/abhishekkrthakur/tez

PyPi ( 510 / month 2 05.06.2022):
```
 pip install tez
```

Tensor Sensor (17 710 ) - The goal of this library is to generate more helpful.. MIT

GitHub ( 4 37 13 24 - 33% open 07.04.2022):

 git clone https://github.com/parrt/tensor-sensor

PyPi ( 1.8K / month 11.12.2021):
```
 pip install tensor-sensor
```

Conda ( 1.8K 11.12.2021):

 conda install -c conda-forge tensor-sensor

madgrad (16 780 ) - MADGRAD Optimization Method. MIT

GitHub ( 2 55 43 9 - 22% open 10.03.2022):

 git clone https://github.com/facebookresearch/madgrad

PyPi ( 5.8K / month 08.03.2022):
```
 pip install madgrad
```

Show 18 hidden projects...

pretrainedmodels (31 8.7K ) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,.. BSD-3
pytorch-optimizer (28 2.7K ) - torch-optimizer -- collection of optimizers for.. Apache-2
pytorch-summary (27 3.7K ) - Model summary in PyTorch similar to model.summary().. MIT
EfficientNet-PyTorch (26 7.3K ) - A PyTorch implementation of EfficientNet and.. Apache-2
torchsde (26 1.2K ) - Differentiable SDE solvers with GPU support and efficient.. Apache-2
Torchmeta (24 1.8K ) - A collection of extensions and data-loaders for few-shot.. MIT
SRU (23 2.1K ) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755). MIT
Higher (23 1.5K ) - higher is a pytorch library allowing users to obtain higher.. Apache-2
EfficientNets (22 1.5K ) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2
Poutyne (21 540) - A simplified framework and utilities for PyTorch. LGPL-3.0
AdaBound (20 2.9K ) - An optimizer that trains as fast as Adam and as good as SGD. Apache-2
micrograd (19 3.9K ) - A tiny scalar-valued autograd engine and a neural net library.. MIT
pytorchviz (19 2.5K ) - A small package to create visualizations of PyTorch execution.. MIT
Antialiased CNNs (19 1.6K ) - pip install antialiased-cnns to improve stability and.. CC BY-NC-SA 4.0
Torch-Struct (19 1.1K ) - Fast, general, and tested differentiable structured.. MIT
Lambda Networks (17 1.5K ) - Implementation of LambdaNetworks, a new approach to.. MIT
Pywick (15 380 ) - High-level batteries-included neural network training library for.. MIT
TorchDrift (15 270) - Drift Detection for your PyTorch Models. Apache-2

Database Clients

Libraries for connecting to, operating, and querying databases.

best-of-python - DB Clients ( 2.8K) - Collection of database clients for python.

Others

scipy (49 11K) - Ecosystem of open-source software for mathematics, science, and engineering. BSD-3

GitHub ( 1.4K 4.6K 360K 640K 9.1K - 18% open 31.01.2023):
```
 git clone https://github.com/scipy/scipy
```
PyPi ( 48M / month 58K 03.01.2023):
```
 pip install scipy
```
Conda ( 32M 04.01.2023):
```
 conda install -c conda-forge scipy
```

SymPy (46 10K) - A computer algebra system written in pure Python. BSD-3

GitHub ( 1.2K 3.8K 490K 52K 13K - 35% open 02.02.2023):
```
 git clone https://github.com/sympy/sympy
```
PyPi ( 3.4M / month 4.2K 20.03.2022):
```
 pip install sympy
```
Conda ( 2.8M 27.10.2022):
```
 conda install -c conda-forge sympy
```

Streamlit (40 22K) - Streamlit The fastest way to build data apps in Python. Apache-2

GitHub ( 160 2K 580 3K - 19% open 02.02.2023):
```
 git clone https://github.com/streamlit/streamlit
```
PyPi ( 1M / month 440 27.07.2022):
```
 pip install streamlit
```

carla (37 8.8K) - Open-source simulator for autonomous driving research. MIT

GitHub ( 150 2.7K 350 4.3K - 19% open 24.01.2023):
```
 git clone https://github.com/carla-simulator/carla
```
PyPi ( 22K / month 3 17.11.2021):
```
 pip install carla
```

Gradio (35 12K) - Wrap UIs around any model, share with anyone. Apache-2

GitHub ( 130 800 1.6K - 15% open 02.02.2023):

 git clone https://github.com/gradio-app/gradio

PyPi ( 1.1M / month 27 04.07.2022):
```
 pip install gradio
```

PaddleHub (35 11K) - Awesome pre-trained models toolkit based on PaddlePaddle... Apache-2

GitHub ( 68 1.9K 580 1.1K 1.2K - 42% open 29.12.2022):
```
 git clone https://github.com/PaddlePaddle/PaddleHub
```
PyPi ( 6K / month 6 28.12.2021):
```
 pip install paddlehub
```

PyOD (35 6.7K) - A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly.. BSD-2

GitHub ( 46 1.2K 1.9K 300 - 52% open 16.12.2022):
```
 git clone https://github.com/yzhao062/pyod
```
PyPi ( 590K / month 34 05.07.2022):
```
 pip install pyod
```
Conda ( 54K 17.12.2022):
```
 conda install -c conda-forge pyod
```

Datasette (34 7K) - An open source multi-tool for exploring and publishing data. Apache-2

GitHub ( 73 480 41 860 1.5K - 29% open 28.01.2023):
```
 git clone https://github.com/simonw/datasette
```
PyPi ( 36K / month 170 11.01.2023):
```
 pip install datasette
```

Conda ( 16K 12.01.2023):

 conda install -c conda-forge datasette

DeepChem (34 4.1K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT

GitHub ( 210 1.4K 150 1.6K - 34% open 02.02.2023):
```
 git clone https://github.com/deepchem/deepchem
```
PyPi ( 10K / month 6 06.07.2022):
```
 pip install deepchem
```
Conda ( 79K 02.12.2022):
```
 conda install -c conda-forge deepchem
```

Autograd (33 6.2K) - Efficiently computes derivatives of numpy code. MIT

GitHub ( 52 840 4.6K 400 - 42% open 29.09.2022):
```
 git clone https://github.com/HIPS/autograd
```
PyPi ( 990K / month 290 08.04.2022):
```
 pip install autograd
```
Conda ( 270K 03.10.2022):
```
 conda install -c conda-forge autograd
```

agate (33 1.1K) - A Python data analysis library that is optimized for humans instead of.. MIT

GitHub ( 51 150 1.4K 640 - 1% open 12.01.2023):
```
 git clone https://github.com/wireservice/agate
```
PyPi ( 2.5M / month 140 15.07.2021):
```
 pip install agate
```
Conda ( 110K 05.01.2023):
```
 conda install -c conda-forge agate
```

River (32 4.1K) - Online machine learning in Python. BSD-3

GitHub ( 94 460 220 400 - 1% open 29.01.2023):
```
 git clone https://github.com/online-ml/river
```
PyPi ( 15K / month 14 06.06.2022):
```
 pip install river
```
Conda ( 26K 31.10.2022):
```
 conda install -c conda-forge river
```

Pythran (32 1.9K) - Ahead of Time compiler for numeric kernels. BSD-3

GitHub ( 68 180 500 800 - 15% open 30.01.2023):

 git clone https://github.com/serge-sans-paille/pythran

PyPi ( 360K / month 17 14.12.2021):
```
 pip install pythran
```
Conda ( 320K 15.01.2023):
```
 conda install -c conda-forge pythran
```

tensorly (32 1.4K) - TensorLy: Tensor Learning in Python. BSD-2

GitHub ( 59 260 340 230 - 22% open 24.01.2023):
```
 git clone https://github.com/tensorly/tensorly
```
PyPi ( 13K / month 35 14.01.2023):
```
 pip install tensorly
```
Conda ( 360K 15.01.2023):
```
 conda install -c conda-forge tensorly
```

adapter-transformers (32 1.2K) - Huggingface Transformers + Adapters =. Apache-2 huggingface

GitHub ( 1.6K 210 120 260 - 17% open 02.02.2023):

 git clone https://github.com/Adapter-Hub/adapter-transformers

PyPi ( 27K / month 5 18.05.2022):
```
 pip install adapter-transformers
```

datalad (32 380) - Keep code, data, containers under control with git and git-annex. MIT

GitHub ( 54 100 3.8K - 12% open 30.01.2023):
```
 git clone https://github.com/datalad/datalad
```
PyPi ( 8.4K / month 56 06.07.2022):
```
 pip install datalad
```
Conda ( 300K 17.01.2023):
```
 conda install -c conda-forge datalad
```

hdbscan (31 2.3K) - A high performance implementation of HDBSCAN clustering. BSD-3

GitHub ( 81 430 1.9K 460 - 65% open 10.11.2022):

 git clone https://github.com/scikit-learn-contrib/hdbscan

PyPi ( 490K / month 160 08.02.2022):
```
 pip install hdbscan
```
Conda ( 1.4M 02.11.2022):
```
 conda install -c conda-forge hdbscan
```

PennyLane (31 1.7K) - PennyLane is a cross-platform Python library for differentiable.. Apache-2

GitHub ( 130 430 63 950 - 28% open 02.02.2023):

 git clone https://github.com/PennyLaneAI/PennyLane

PyPi ( 18K / month 34 20.06.2022):
```
 pip install pennylane
```

Conda ( 6.9K 01.05.2022):

 conda install -c conda-forge pennylane

pyjanitor (30 1.1K) - Clean APIs for data cleaning. Python implementation of R package.. MIT

GitHub ( 110 160 280 520 - 20% open 31.01.2023):

 git clone https://github.com/pyjanitor-devs/pyjanitor

PyPi ( 41K / month 12 03.05.2022):
```
 pip install pyjanitor
```

Conda ( 150K 17.10.2022):

 conda install -c conda-forge pyjanitor

pyopencl (30 950) - OpenCL integration for Python, plus shiny features. MIT

GitHub ( 94 230 910 320 - 20% open 15.01.2023):
```
 git clone https://github.com/inducer/pyopencl
```
PyPi ( 32K / month 190 22.06.2022):
```
 pip install pyopencl
```
Conda ( 790K 05.01.2023):
```
 conda install -c conda-forge pyopencl
```

kmodes (29 1.1K) - Python implementations of the k-modes and k-prototypes clustering.. MIT

GitHub ( 21 390 1.7K 150 - 11% open 10.12.2022):
```
 git clone https://github.com/nicodv/kmodes
```
PyPi ( 400K / month 26 14.04.2022):
```
 pip install kmodes
```
Conda ( 24K 06.09.2022):
```
 conda install -c conda-forge kmodes
```

pysc2 (28 7.7K) - StarCraft II Learning Environment. Apache-2

GitHub ( 36 1.2K 30K 480 280 - 17% open 07.08.2022):
```
 git clone https://github.com/deepmind/pysc2
```
PyPi ( 2.2K / month 26 27.09.2019):
```
 pip install pysc2
```

alibi-detect (28 1.7K) - Algorithms for outlier, adversarial and drift detection. Apache-2

GitHub ( 17 170 150 320 - 35% open 01.02.2023):

 git clone https://github.com/SeldonIO/alibi-detect

PyPi ( 22K / month 6 01.06.2022):
```
 pip install alibi-detect
```

TabPy (28 1.4K) - Execute Python code on the fly and display results in Tableau visualizations:. MIT

GitHub ( 47 530 110 310 - 3% open 31.01.2023):
```
 git clone https://github.com/tableau/TabPy
```
PyPi ( 17K / month 2 20.01.2022):
```
 pip install tabpy
```

Conda ( 3.5K 02.05.2022):

 conda install -c anaconda tabpy-client

pycm (28 1.3K) - Multi-class confusion matrix library in Python. MIT

GitHub ( 17 120 190 190 - 5% open 01.02.2023):
```
 git clone https://github.com/sepandhaghighi/pycm
```
PyPi ( 35K / month 13 27.04.2022):
```
 pip install pycm
```

avalanche (28 1.2K) - Avalanche: an End-to-End Library for Continual Learning based on.. MIT

GitHub ( 60 210 4 18 630 - 12% open 02.02.2023):
```
 git clone https://github.com/ContinualAI/avalanche
```
PyPi ( 990 / month 14.06.2022):
```
 pip install avalanche-lib
```

causalml (27 3.8K) - Uplift modeling and causal inference with machine learning.. Apache-2

GitHub ( 48 590 61 310 - 25% open 12.12.2022):
```
 git clone https://github.com/uber/causalml
```
PyPi ( 45K / month 1 14.03.2022):
```
 pip install causalml
```

Mars (27 2.5K) - Mars is a tensor-based unified framework for large-scale data.. Apache-2

GitHub ( 45 310 1.2K - 18% open 17.01.2023):

 git clone https://github.com/mars-project/mars

PyPi ( 41K / month 1 12.06.2022):
```
 pip install pymars
```

anomalib (27 1.6K) - An anomaly detection library comprising state-of-the-art algorithms.. Apache-2

GitHub ( 30 270 29 6 390 - 9% open 01.02.2023):

 git clone https://github.com/openvinotoolkit/anomalib

PyPi ( 2.3K / month 05.07.2022):
```
 pip install anomalib
```

metric-learn (26 1.3K ) - Metric learning algorithms in Python. MIT

GitHub ( 22 220 250 170 - 30% open 21.06.2022):

 git clone https://github.com/scikit-learn-contrib/metric-learn

PyPi ( 33K / month 11 02.07.2020):
```
 pip install metric-learn
```

Conda ( 8.3K 02.07.2020):

 conda install -c conda-forge metric-learn

PySwarms (26 1K ) - A research toolkit for particle swarm optimization in Python. MIT

GitHub ( 44 310 220 210 - 7% open 03.07.2022):

 git clone https://github.com/ljvmiranda921/pyswarms

PyPi ( 6.9K / month 11 03.01.2021):
```
 pip install pyswarms
```

Trax (25 7.3K) - Trax Deep Learning with Clear Code and Speed. Apache-2

GitHub ( 78 760 96 230 - 45% open 19.12.2022):
```
 git clone https://github.com/google/trax
```
PyPi ( 6.3K / month 26.10.2021):
```
 pip install trax
```

gplearn (25 1.3K) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3

GitHub ( 11 220 330 200 - 8% open 04.08.2022):

 git clone https://github.com/trevorstephens/gplearn

PyPi ( 6.4K / month 11 03.05.2022):
```
 pip install gplearn
```
Conda ( 4.3K 04.05.2022):
```
 conda install -c conda-forge gplearn
```

Prince (25 930) - Python factor analysis library (PCA, CA, MCA, MFA, FAMD). MIT

GitHub ( 14 160 290 110 - 37% open 07.09.2022):
```
 git clone https://github.com/MaxHalford/prince
```
PyPi ( 28K / month 5 06.10.2020):
```
 pip install prince
```

Conda ( 14K 30.04.2021):

 conda install -c conda-forge prince-factor-analysis

AugLy (24 4.7K) - A data augmentations library for audio, image, text, and video. MIT

GitHub ( 26 270 51 71 - 23% open 05.12.2022):

 git clone https://github.com/facebookresearch/AugLy

PyPi ( 1.7K / month 3 28.03.2022):
```
 pip install augly
```

MONAILabel (24 360) - MONAI Label is an intelligent open source image labeling and.. Apache-2

GitHub ( 38 120 37K 370 - 10% open 27.01.2023):

 git clone https://github.com/Project-MONAI/MONAILabel

PyPi ( 780 / month 03.07.2022):
```
 pip install monailabel-weekly
```

Feature Engine (23 1.2K) - Feature engineering package with sklearn like functionality. BSD-3

GitHub ( 38 250 07.12.2022):

 git clone https://github.com/solegalli/feature_engine

PyPi ( 130K / month 24.10.2022):
```
 pip install feature_engine
```

Conda ( 25K 23.11.2022):

 conda install -c conda-forge feature_engine

AstroML (23 880) - Machine learning, statistics, and data mining for astronomy and.. BSD-2

GitHub ( 30 280 160 - 39% open 12.12.2022):

 git clone https://github.com/astroML/astroML

PyPi ( 1.8K / month 33 01.03.2022):
```
 pip install astroML
```
Conda ( 35K 02.03.2022):
```
 conda install -c conda-forge astroml
```

findspark (23 460 ) - Find pyspark to make it importable. BSD-3

GitHub ( 15 72 3.1K 22 - 50% open 11.02.2022):
```
 git clone https://github.com/minrk/findspark
```
PyPi ( 2.1M / month 140 11.02.2022):
```
 pip install findspark
```

Conda ( 770K 11.02.2022):

 conda install -c conda-forge findspark

BioPandas (22 570) - Working with molecular structures in pandas DataFrames. BSD-3

GitHub ( 9 100 150 50 - 40% open 29.01.2023):
```
 git clone https://github.com/rasbt/biopandas
```
PyPi ( 5K / month 16 13.05.2022):
```
 pip install biopandas
```

Conda ( 130K 13.05.2022):

 conda install -c conda-forge biopandas

dstack (22 480) - An open-source ML workflow orchestration system designed for.. MPL-2.0

GitHub ( 7 26 10 140 - 25% open 02.02.2023):
```
 git clone https://github.com/dstackai/dstack
```
PyPi ( 190 / month 29.06.2022):
```
 pip install dstack
```

StreamAlert (21 2.8K ) - StreamAlert is a serverless, realtime data analysis.. Apache-2

GitHub ( 33 320 340 - 24% open 20.07.2022):

 git clone https://github.com/airbnb/streamalert

benchmark_VAE (20 1.2K) - Unifying Variational Autoencoder (VAE) implementations.. Apache-2

GitHub ( 7 98 3 31 - 19% open 05.01.2023):

 git clone https://github.com/clementchadebec/benchmark_VAE

PyPi ( 220 / month 05.07.2022):
```
 pip install pythae
```

SUOD (19 340 ) - (MLSys 21) An Acceleration System for Large-scare Unsupervised.. BSD-2

GitHub ( 2 43 460 10 - 70% open 07.07.2022):
```
 git clone https://github.com/yzhao062/SUOD
```
PyPi ( 26K / month 01.10.2021):
```
 pip install suod
```

pykale (17 370) - Knowledge-Aware machine LEarning (KALE): accessible machine learning.. MIT

GitHub ( 18 51 91 - 4% open 19.01.2023):

 git clone https://github.com/pykale/pykale

PyPi ( 26 / month 12.04.2022):
```
 pip install pykale
```

KD-Lib (15 460) - A Pytorch Knowledge Distillation library for benchmarking and.. MIT

GitHub ( 6 43 64 - 23% open 27.12.2022):

 git clone https://github.com/SforAiDl/KD_Lib

PyPi ( 31 / month 18.05.2022):
```
 pip install KD-Lib
```

NeuralCompression (15 300) - A collection of tools for neural compression enthusiasts. MIT

GitHub ( 5 26 77 - 23% open 20.12.2022):

 git clone https://github.com/facebookresearch/NeuralCompression

PyPi ( 130 / month 12.01.2022):
```
 pip install neuralcompression
```

traingenerator (13 1.2K ) - A web app to generate template code for machine learning. MIT

GitHub ( 3 170 16 - 81% open 30.06.2022):

 git clone https://github.com/jrieke/traingenerator

Show 17 hidden projects...

cleanlab (30 5K) - The standard data-centric AI package for data quality and machine.. AGPL-3.0
Cython BLIS (29 200) - Fast matrix-multiplication as a self-contained Python library no.. BSD-3
pyclustering (26 1K ) - pyclustering is a Python, C++ data mining library. BSD-3
modAL (25 1.9K ) - A modular active learning framework for Python. MIT
minisom (25 1.2K) - MiniSom is a minimalistic implementation of the Self Organizing.. CC-BY-3.0
mlens (22 770 ) - ML-Ensemble high performance ensemble learning. MIT
metricflow (22 740) - MetricFlow allows you to define, build, and maintain metrics in.. AGPL-3.0
vecstack (21 670 ) - Python package for stacking (machine learning technique). MIT
rrcf (21 420 ) - Implementation of the Robust Random Cut Forest algorithm for anomaly.. MIT
opyrator (20 2.8K ) - Turns your machine learning code into microservices with web API,.. MIT
impyute (20 330 ) - Data imputations library to preprocess datasets with missing data. MIT
scikit-rebate (19 380 ) - A scikit-learn-compatible Python implementation of.. MIT
pandas-ml (19 300 ) - pandas, scikit-learn, xgboost and seaborn integration. BSD-3
pymdp (19 240) - A Python implementation of active inference for Markov Decision Processes. MIT
baikal (18 590 ) - A graph-based functional API for building complex scikit-learn.. BSD-3
apricot (17 460 ) - apricot implements submodular optimization for the purpose of.. MIT
nylon (12 80 ) - An intelligent, flexible grammar of machine learning. MIT

Related Resources

Papers With Code: Discover ML papers, code, and evaluation tables.
Sotabench: Discover & compare open-source ML models.
Google Dataset Search: Dataset search engine by Google.
Dataset List: List of the biggest ML datasets from across the web.
Awesome Public Datasets: A topic-centric list of open datasets.
Best-of lists: Discover other best-of lists with awesome open-source projects on all kinds of topics.
best-of-python-dev: A ranked list of awesome python developer tools and libraries.
best-of-web-python: A ranked list of awesome python libraries for web development.

Contribution

Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:

Open an issue by selecting one of the provided categories from the issue page and fill in the requested information.
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If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the best-of-generator repository. If you like to create your own best-of list, we recommend to follow this guide.

For more information on how to add or update projects, please read the contribution guidelines. By participating in this project, you agree to abide by its Code of Conduct.

Best-of Machine Learning with Python

Contents

Explanation

Machine Learning Frameworks

Data Visualization

Text Data & NLP

Image Data

Graph Data

Audio Data

Geospatial Data

Financial Data

Time Series Data

Medical Data

Tabular Data

Optical Character Recognition

Data Containers & Structures

Data Loading & Extraction

Web Scraping & Crawling

Data Pipelines & Streaming

Distributed Machine Learning

Hyperparameter Optimization & AutoML

Reinforcement Learning

Recommender Systems

Privacy Machine Learning

Workflow & Experiment Tracking

Model Serialization & Deployment

Model Interpretability

Vector Similarity Search (ANN)

Probabilistics & Statistics

Adversarial Robustness

GPU & Accelerator Utilities

Tensorflow Utilities

Jax Utilities

Sklearn Utilities

Pytorch Utilities

Database Clients

Others

Related Resources

Contribution

License