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 4M 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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Contents

Machine Learning Frameworks 61 projects
Data Visualization 54 projects
Text Data & NLP 102 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 19 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) 13 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 66 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 · ⭐ 180K) - An Open Source Machine Learning Framework for Everyone. Apache-2

GitHub (👨‍💻 4.4K · 🔀 72K · 📦 300K · 📋 38K - 4% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/tensorflow/tensorflow
```
PyPi (📥 16M / month):
```
 pip install tensorflow
```

Conda (📥 4.3M · ⏱️ 21.07.2023):

 conda install -c conda-forge tensorflow

Docker Hub (📥 74M · ⭐ 2.2K · ⏱️ 10.08.2023):
```
 docker pull tensorflow/tensorflow
```

scikit-learn (🥇52 · ⭐ 55K) - scikit-learn: machine learning in Python. BSD-3

GitHub (👨‍💻 3K · 🔀 24K · 📥 890 · 📦 580K · 📋 10K - 15% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/scikit-learn/scikit-learn
```
PyPi (📥 40M / month):
```
 pip install scikit-learn
```

Conda (📥 24M · ⏱️ 30.06.2023):

 conda install -c conda-forge scikit-learn

PyTorch (🥇46 · ⭐ 70K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3

GitHub (👨‍💻 4.3K · 🔀 18K · 📥 22K · 📦 4 · 📋 36K - 32% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/pytorch/pytorch
```
PyPi (📥 11M / month):
```
 pip install torch
```
Conda (📥 18M · ⏱️ 16.06.2023):
```
 conda install -c pytorch pytorch
```

StatsModels (🥇44 · ⭐ 8.7K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3

GitHub (👨‍💻 410 · 🔀 2.6K · 📥 29 · 📦 100K · 📋 5.2K - 47% open · ⏱️ 30.06.2023):
```
 git clone https://github.com/statsmodels/statsmodels
```
PyPi (📥 11M / month):
```
 pip install statsmodels
```

Conda (📥 11M · ⏱️ 16.06.2023):

 conda install -c conda-forge statsmodels

XGBoost (🥇43 · ⭐ 24K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2

GitHub (👨‍💻 620 · 🔀 8.1K · 📥 6.9K · 📦 64K · 📋 4.9K - 6% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/dmlc/xgboost
```
PyPi (📥 10M / month):
```
 pip install xgboost
```
Conda (📥 4.2M · ⏱️ 05.08.2023):
```
 conda install -c conda-forge xgboost
```

jax (🥇43 · ⭐ 24K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2

GitHub (👨‍💻 560 · 🔀 2.2K · 📦 16K · 📋 4.4K - 26% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/google/jax
```
PyPi (📥 2.9M / month):
```
 pip install jax
```
Conda (📥 870K · ⏱️ 30.07.2023):
```
 conda install -c conda-forge jaxlib
```

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

GitHub (👨‍💻 290 · 🔀 3.8K · 📥 200K · 📦 24K · 📋 3.1K - 9% open · ⏱️ 04.08.2023):
```
 git clone https://github.com/microsoft/LightGBM
```
PyPi (📥 6.4M / month · 📦 780 · ⏱️ 13.07.2023):
```
 pip install lightgbm
```
Conda (📥 1.9M · ⏱️ 14.07.2023):
```
 conda install -c conda-forge lightgbm
```

Keras (🥈42 · ⭐ 59K) - Deep Learning for humans. Apache-2

GitHub (👨‍💻 1.2K · 🔀 18K · 📦 4 · 📋 12K - 2% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/keras-team/keras
```
PyPi (📥 11M / month):
```
 pip install keras
```
Conda (📥 3.2M · ⏱️ 28.07.2023):
```
 conda install -c conda-forge keras
```

PaddlePaddle (🥈42 · ⭐ 21K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2

GitHub (👨‍💻 1.1K · 🔀 5.1K · 📥 15K · 📦 270 · 📋 17K - 6% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/PaddlePaddle/Paddle
```
PyPi (📥 160K / month):
```
 pip install paddlepaddle
```

Jina (🥈40 · ⭐ 19K) - Multimodal AI services & pipelines with cloud-native stack: gRPC,.. Apache-2

GitHub (👨‍💻 170 · 🔀 2.1K · 📦 860 · 📋 1.9K - 0% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/jina-ai/jina
```
PyPi (📥 320K / month · 📦 13 · ⏱️ 04.08.2023):
```
 pip install jina
```

Conda (📥 53K · ⏱️ 16.06.2023):

 conda install -c conda-forge jina-core

Docker Hub (📥 1.3M · ⭐ 8 · ⏱️ 09.08.2023):
```
 docker pull jinaai/jina
```

Catboost (🥈40 · ⭐ 7.3K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2

GitHub (👨‍💻 1.2K · 🔀 1.1K · 📥 170K · 📦 9 · 📋 2.1K - 23% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/catboost/catboost
```
PyPi (📥 2M / month · 📦 320 · ⏱️ 01.05.2023):
```
 pip install catboost
```
Conda (📥 1.4M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge catboost
```

Fastai (🥈39 · ⭐ 24K) - The fastai deep learning library. Apache-2

GitHub (👨‍💻 650 · 🔀 7.4K · 📦 14K · 📋 1.7K - 9% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/fastai/fastai
```
PyPi (📥 350K / month · 📦 330 · ⏱️ 28.03.2023):
```
 pip install fastai
```

PySpark (🥈38 · ⭐ 36K) - Apache Spark Python API. Apache-2

GitHub (👨‍💻 2.9K · 🔀 26K · ⏱️ 10.08.2023):
```
 git clone https://github.com/apache/spark
```
PyPi (📥 26M / month):
```
 pip install pyspark
```
Conda (📥 2.7M · ⏱️ 27.06.2023):
```
 conda install -c conda-forge pyspark
```

pytorch-lightning (🥈38 · ⭐ 24K) - Deep learning framework to train, deploy, and ship AI.. Apache-2

GitHub (👨‍💻 890 · 🔀 2.9K · 📥 13K · 📋 6.4K - 10% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/Lightning-AI/lightning
```
PyPi (📥 4M / month):
```
 pip install pytorch-lightning
```

Conda (📥 900K · ⏱️ 25.07.2023):

 conda install -c conda-forge pytorch-lightning

MXNet (🥈38 · ⭐ 21K · 💤) - Lightweight, Portable, Flexible Distributed/Mobile Deep.. Apache-2

GitHub (👨‍💻 980 · 🔀 6.9K · 📥 26K · 📦 6.6K · 📋 9.6K - 18% open · ⏱️ 26.01.2023):
```
 git clone https://github.com/apache/incubator-mxnet
```
PyPi (📥 400K / month · 📦 290 · ⏱️ 17.05.2022):
```
 pip install mxnet
```
Conda (📥 10K · 📦 5 · ⏱️ 16.06.2023):
```
 conda install -c anaconda mxnet
```

Flax (🥈37 · ⭐ 4.6K) - Flax is a neural network library for JAX that is designed for.. Apache-2

GitHub (👨‍💻 200 · 🔀 500 · 📥 49 · 📦 3.9K · 📋 720 - 13% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/google/flax
```
PyPi (📥 980K / month):
```
 pip install flax
```
Conda (📥 32K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge flax
```

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

Vowpal Wabbit (🥈34 · ⭐ 8.3K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3

GitHub (👨‍💻 330 · 🔀 1.9K · 📋 1.2K - 10% open · ⏱️ 20.07.2023):
```
 git clone https://github.com/VowpalWabbit/vowpal_wabbit
```
PyPi (📥 160K / month):
```
 pip install vowpalwabbit
```

Conda (📥 130K · ⏱️ 10.08.2023):

 conda install -c conda-forge vowpalwabbit

einops (🥈34 · ⭐ 7.1K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT

GitHub (👨‍💻 23 · 🔀 300 · 📦 15K · 📋 150 - 19% open · ⏱️ 08.07.2023):
```
 git clone https://github.com/arogozhnikov/einops
```
PyPi (📥 4.1M / month):
```
 pip install einops
```
Conda (📥 130K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge einops
```

Chainer (🥈34 · ⭐ 5.8K · 💤) - A flexible framework of neural networks for deep learning. MIT

GitHub (👨‍💻 320 · 🔀 1.3K · 📦 3.1K · 📋 2K - 0% open · ⏱️ 17.10.2022):
```
 git clone https://github.com/chainer/chainer
```
PyPi (📥 19K / month):
```
 pip install chainer
```
Conda (📥 15K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge chainer
```

PyFlink (🥈33 · ⭐ 22K) - Apache Flink Python API. Apache-2

GitHub (👨‍💻 1.8K · 🔀 12K · 📦 4 · ⏱️ 10.08.2023):
```
 git clone https://github.com/apache/flink
```
PyPi (📥 61K / month):
```
 pip install apache-flink
```

skorch (🥈32 · ⭐ 5.3K) - A scikit-learn compatible neural network library that wraps.. BSD-3

GitHub (👨‍💻 59 · 🔀 350 · 📦 920 · 📋 490 - 9% open · ⏱️ 02.08.2023):
```
 git clone https://github.com/skorch-dev/skorch
```
PyPi (📥 71K / month):
```
 pip install skorch
```
Conda (📥 770K · ⏱️ 08.08.2023):
```
 conda install -c conda-forge skorch
```

mlpack (🥈32 · ⭐ 4.5K) - mlpack: a fast, header-only C++ machine learning library. BSD-3

GitHub (👨‍💻 300 · 🔀 1.5K · 📋 1.5K - 2% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/mlpack/mlpack
```
PyPi (📥 2.5K / month · 📦 1 · ⏱️ 29.12.2022):
```
 pip install mlpack
```
Conda (📥 160K · ⏱️ 17.06.2023):
```
 conda install -c conda-forge mlpack
```

Haiku (🥈32 · ⭐ 2.6K) - JAX-based neural network library. Apache-2

GitHub (👨‍💻 76 · 🔀 220 · 📦 1.4K · 📋 230 - 28% open · ⏱️ 04.08.2023):
```
 git clone https://github.com/deepmind/dm-haiku
```
PyPi (📥 170K / month):
```
 pip install dm-haiku
```
Conda (📥 12K · ⏱️ 14.07.2023):
```
 conda install -c conda-forge dm-haiku
```

Sonnet (🥉31 · ⭐ 9.6K) - TensorFlow-based neural network library. Apache-2

GitHub (👨‍💻 58 · 🔀 1.3K · 📦 1.1K · 📋 190 - 16% open · ⏱️ 21.07.2023):
```
 git clone https://github.com/deepmind/sonnet
```
PyPi (📥 28K / month):
```
 pip install dm-sonnet
```
Conda (📥 25K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge sonnet
```

Ludwig (🥉31 · ⭐ 9.1K) - Low-code framework for building custom LLMs, neural networks,.. Apache-2

tensorpack (🥉31 · ⭐ 6.3K) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2

GitHub (👨‍💻 58 · 🔀 1.8K · 📥 160 · 📦 1.3K · 📋 1.4K - 0% open · ⏱️ 06.08.2023):
```
 git clone https://github.com/tensorpack/tensorpack
```
PyPi (📥 16K / month):
```
 pip install tensorpack
```

Conda (📥 9.8K · ⏱️ 16.06.2023):

 conda install -c conda-forge tensorpack

Geomstats (🥉31 · ⭐ 980) - Computations and statistics on manifolds with geometric structures. MIT

GitHub (👨‍💻 82 · 🔀 210 · 📦 76 · 📋 500 - 33% open · ⏱️ 27.07.2023):
```
 git clone https://github.com/geomstats/geomstats
```
PyPi (📥 3.2K / month):
```
 pip install geomstats
```

Conda (📥 1.5K · ⏱️ 04.08.2023):

 conda install -c conda-forge geomstats

tensorflow-upstream (🥉31 · ⭐ 650) - TensorFlow ROCm port. Apache-2

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 (📥 630 / month · 📦 19 · ⏱️ 09.12.2020):
```
 pip install cntk
```

Ignite (🥉30 · ⭐ 4.3K) - High-level library to help with training and evaluating neural.. BSD-3

GitHub (👨‍💻 200 · 🔀 590 · 📋 1.2K - 9% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/pytorch/ignite
```
PyPi (📥 97K / month):
```
 pip install pytorch-ignite
```
Conda (📥 150K · ⏱️ 16.06.2023):
```
 conda install -c pytorch ignite
```

dyNET (🥉30 · ⭐ 3.4K · 💤) - DyNet: The Dynamic Neural Network Toolkit. Apache-2

GitHub (👨‍💻 160 · 🔀 700 · 📥 12K · 📦 250 · 📋 930 - 28% open · ⏱️ 14.08.2022):
```
 git clone https://github.com/clab/dynet
```
PyPi (📥 21K / month · 📦 29 · ⏱️ 21.10.2020):
```
 pip install dyNET
```

Neural Network Libraries (🥉30 · ⭐ 2.6K · 📈) - Neural Network Libraries. Apache-2

GitHub (👨‍💻 72 · 🔀 340 · 📥 700 · 📋 91 - 37% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/sony/nnabla
```
PyPi (📥 4K / month · 📦 54 · ⏱️ 01.05.2022):
```
 pip install nnabla
```

Determined (🥉30 · ⭐ 2.4K · ➕) - Determined is a deep-learning platform that.. Apache-2

GitHub (👨‍💻 100 · 🔀 310 · 📥 6.8K · 📋 410 - 30% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/determined-ai/determined
```
PyPi (📥 12K / month · 📦 4 · ⏱️ 09.08.2023):
```
 pip install determined
```

EvaDB (🥉30 · ⭐ 2.2K) - Database system for building simpler and faster AI-powered.. Apache-2

GitHub (👨‍💻 58 · 🔀 160 · 📥 390K · 📦 18 · 📋 110 - 13% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/georgia-tech-db/eva
```
PyPi (📥 530 / month):
```
 pip install evadb
```

ktrain (🥉30 · ⭐ 1.2K) - ktrain is a Python library that makes deep learning and AI more.. Apache-2

GitHub (👨‍💻 16 · 🔀 260 · 📦 450 · 📋 470 - 0% open · ⏱️ 23.07.2023):
```
 git clone https://github.com/amaiya/ktrain
```
PyPi (📥 22K / month):
```
 pip install ktrain
```

Towhee (🥉27 · ⭐ 2.5K) - Towhee is a framework that is dedicated to making neural data.. Apache-2

GitHub (👨‍💻 32 · 🔀 220 · 📥 1.2K · 📋 630 - 2% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/towhee-io/towhee
```
PyPi (📥 2.8K / month · ⏱️ 07.07.2022):
```
 pip install towhee
```

pyRiemann (🥉27 · ⭐ 510) - Machine learning for multivariate data analysis through the.. BSD-3

GitHub (👨‍💻 26 · 🔀 150 · 📦 270 · 📋 98 - 8% open · ⏱️ 20.06.2023):
```
 git clone https://github.com/pyRiemann/pyRiemann
```
PyPi (📥 29K / month · 📦 16 · ⏱️ 17.07.2022):
```
 pip install pyriemann
```

Conda (📥 3.7K · ⏱️ 20.06.2023):

 conda install -c conda-forge pyriemann

Neural Tangents (🥉25 · ⭐ 2.1K) - Fast and Easy Infinite Neural Networks in Python. Apache-2

GitHub (👨‍💻 26 · 🔀 220 · 📥 320 · 📦 77 · 📋 140 - 38% open · ⏱️ 02.08.2023):
```
 git clone https://github.com/google/neural-tangents
```
PyPi (📥 2K / month):
```
 pip install neural-tangents
```

fklearn (🥉25 · ⭐ 1.5K) - fklearn: Functional Machine Learning. Apache-2

GitHub (👨‍💻 53 · 🔀 160 · 📦 13 · 📋 61 - 60% open · ⏱️ 11.04.2023):
```
 git clone https://github.com/nubank/fklearn
```
PyPi (📥 2.7K / month · ⏱️ 30.12.2021):
```
 pip install fklearn
```

NeuPy (🥉24 · ⭐ 740 · 💤) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT

GitHub (👨‍💻 8 · 🔀 160 · 📦 150 · 📋 270 - 12% open · ⏱️ 03.01.2023):
```
 git clone https://github.com/itdxer/neupy
```
PyPi (📥 1.7K / month):
```
 pip install neupy
```

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

GitHub (👨‍💻 35 · 🔀 200 · 📥 2.7K · 📋 220 - 31% open · ⏱️ 13.05.2023):
```
 git clone https://github.com/Xtra-Computing/thundersvm
```
PyPi (📥 260 / month · ⏱️ 13.03.2020):
```
 pip install thundersvm
```

NeoML (🥉19 · ⭐ 740) - Machine learning framework for both deep learning and traditional.. Apache-2

GitHub (👨‍💻 34 · 🔀 120 · 📋 65 - 23% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/neoml-lib/neoml
```
PyPi (📥 110 / month):
```
 pip install neoml
```

chefboost (🥉19 · ⭐ 400) - A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT

GitHub (👨‍💻 6 · 🔀 95 · 📦 46 · 📋 32 - 15% open · ⏱️ 30.03.2023):
```
 git clone https://github.com/serengil/chefboost
```
PyPi (📥 560 / month · ⏱️ 16.02.2022):
```
 pip install chefboost
```

ThunderGBM (🥉17 · ⭐ 670 · 💤) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2

GitHub (👨‍💻 10 · 🔀 87 · 📦 2 · 📋 78 - 46% open · ⏱️ 13.09.2022):
```
 git clone https://github.com/Xtra-Computing/thundergbm
```
PyPi (📥 62 / month · ⏱️ 19.09.2022):
```
 pip install thundergbm
```

Show 16 hidden projects...

dlib (🥈40 · ⭐ 12K) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
Theano (🥈35 · ⭐ 9.8K · 💤) - Theano was a Python library that allows you to define,.. ❗Unlicensed
MindsDB (🥈34 · ⭐ 18K) - MindsDB connects AI models to databases. ❗️GPL-3.0
ivy (🥈32 · ⭐ 13K · 📉) - Unified AI. ❗Unlicensed
Turi Create (🥈32 · ⭐ 11K · 💀) - Turi Create simplifies the development of custom machine.. BSD-3
TFlearn (🥉31 · ⭐ 9.6K · 💀) - Deep learning library featuring a higher-level API for.. ❗Unlicensed
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 (🥉27 · ⭐ 3K · 💀) - Unified and efficient Machine Learning. BSD-3
xLearn (🥉25 · ⭐ 3.1K · 💀) - High performance, easy-to-use, and scalable machine learning (ML).. Apache-2
neon (🥉23 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2
mace (🥉22 · ⭐ 4.8K · 💀) - MACE is a deep learning inference framework optimized for mobile.. Apache-2
Torchbearer (🥉21 · ⭐ 630 · 💀) - torchbearer: A model fitting library for PyTorch. MIT
Objax (🥉19 · ⭐ 740) - Apache-2
elegy (🥉18 · ⭐ 450 · 💀) - A High Level API for Deep Learning in JAX. MIT
StarSpace (🥉16 · ⭐ 3.9K · 💀) - Learning embeddings for classification, retrieval and ranking. MIT

Data Visualization

General-purpose and task-specific data visualization libraries.

Matplotlib (🥇50 · ⭐ 18K) - matplotlib: plotting with Python. Python-2.0

GitHub (👨‍💻 1.5K · 🔀 7K · 📦 910K · 📋 10K - 14% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/matplotlib/matplotlib
```
PyPi (📥 36M / month · 📦 61K · ⏱️ 10.08.2023):
```
 pip install matplotlib
```

Conda (📥 20M · ⏱️ 06.07.2023):

 conda install -c conda-forge matplotlib

Bokeh (🥇42 · ⭐ 18K · 📉) - Interactive Data Visualization in the browser, from Python. BSD-3

GitHub (👨‍💻 660 · 🔀 4K · 📦 74K · 📋 7.4K - 9% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/bokeh/bokeh
```
PyPi (📥 3.5M / month):
```
 pip install bokeh
```
Conda (📥 12M · ⏱️ 20.07.2023):
```
 conda install -c conda-forge bokeh
```

Seaborn (🥇42 · ⭐ 11K) - Statistical data visualization in Python. BSD-3

GitHub (👨‍💻 200 · 🔀 1.7K · 📥 260 · 📦 290K · 📋 2.4K - 5% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/mwaskom/seaborn
```
PyPi (📥 9.9M / month · 📦 11K · ⏱️ 02.02.2023):
```
 pip install seaborn
```
Conda (📥 7.2M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge seaborn
```

Altair (🥇42 · ⭐ 8.4K) - Declarative statistical visualization library for Python. BSD-3

GitHub (👨‍💻 160 · 🔀 740 · 📥 74 · 📦 67K · 📋 1.8K - 10% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/altair-viz/altair
```
PyPi (📥 14M / month · 📦 570 · ⏱️ 26.05.2023):
```
 pip install altair
```
Conda (📥 1.9M · ⏱️ 12.07.2023):
```
 conda install -c conda-forge altair
```

dash (🥇40 · ⭐ 19K) - Data Apps & Dashboards for Python. No JavaScript Required. MIT

GitHub (👨‍💻 140 · 🔀 1.9K · 📦 50K · 📋 1.6K - 47% open · ⏱️ 25.07.2023):
```
 git clone https://github.com/plotly/dash
```
PyPi (📥 2M / month · 📦 1.4K · ⏱️ 29.06.2023):
```
 pip install dash
```
Conda (📥 1.1M · ⏱️ 01.07.2023):
```
 conda install -c conda-forge dash
```

pandas-profiling (🥇38 · ⭐ 11K) - 1 Line of code data quality profiling & exploratory.. MIT

GitHub (👨‍💻 110 · 🔀 1.5K · 📦 1.1K · 📋 700 - 24% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/ydataai/pandas-profiling
```
PyPi (📥 940K / month · 📦 190 · ⏱️ 03.02.2023):
```
 pip install pandas-profiling
```

Conda (📥 390K · ⏱️ 16.06.2023):

 conda install -c conda-forge pandas-profiling

Plotly (🥈37 · ⭐ 14K · 📉) - The interactive graphing library for Python This project now includes.. MIT

GitHub (👨‍💻 240 · 🔀 2.3K · 📦 4 · 📋 2.7K - 49% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/plotly/plotly.py
```
PyPi (📥 11M / month):
```
 pip install plotly
```
Conda (📥 4.6M · ⏱️ 08.06.2023):
```
 conda install -c conda-forge plotly
```
npm (📥 44K / month):
```
 npm install plotlywidget
```

PyQtGraph (🥈37 · ⭐ 3.3K) - Fast data visualization and GUI tools for scientific / engineering.. MIT

GitHub (👨‍💻 260 · 🔀 1K · 📦 7.7K · 📋 1.2K - 29% open · ⏱️ 27.07.2023):
```
 git clone https://github.com/pyqtgraph/pyqtgraph
```
PyPi (📥 120K / month · 📦 920 · ⏱️ 29.09.2022):
```
 pip install pyqtgraph
```

Conda (📥 440K · ⏱️ 16.06.2023):

 conda install -c conda-forge pyqtgraph

FiftyOne (🥈36 · ⭐ 4K) - Visualize, create, and debug image and video datasets.. Apache-2

GitHub (👨‍💻 89 · 🔀 400 · 📦 370 · 📋 1.4K - 37% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/voxel51/fiftyone
```
PyPi (📥 90K / month · 📦 8 · ⏱️ 08.08.2023):
```
 pip install fiftyone
```

pyecharts (🥈35 · ⭐ 14K) - Python Echarts Plotting Library. MIT

GitHub (👨‍💻 39 · 🔀 2.8K · 📦 3.4K · 📋 1.8K - 0% open · ⏱️ 10.04.2023):
```
 git clone https://github.com/pyecharts/pyecharts
```
PyPi (📥 58K / month · 📦 240 · ⏱️ 16.11.2021):
```
 pip install pyecharts
```

plotnine (🥈35 · ⭐ 3.5K) - A grammar of graphics for Python. MIT

GitHub (👨‍💻 100 · 🔀 200 · 📦 5.6K · 📋 580 - 13% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/has2k1/plotnine
```
PyPi (📥 1.5M / month · 📦 250 · ⏱️ 21.07.2023):
```
 pip install plotnine
```
Conda (📥 290K · ⏱️ 31.07.2023):
```
 conda install -c conda-forge plotnine
```

Graphviz (🥈35 · ⭐ 1.4K) - Simple Python interface for Graphviz. MIT

GitHub (👨‍💻 19 · 🔀 200 · 📦 52K · 📋 160 - 5% open · ⏱️ 22.07.2023):
```
 git clone https://github.com/xflr6/graphviz
```
PyPi (📥 8.4M / month · 📦 3.3K · ⏱️ 23.07.2022):
```
 pip install graphviz
```

Conda (📥 39K · ⏱️ 16.06.2023):

 conda install -c anaconda python-graphviz

UMAP (🥈34 · ⭐ 6.4K) - Uniform Manifold Approximation and Projection. BSD-3

GitHub (👨‍💻 120 · 🔀 740 · 📦 10K · 📋 740 - 56% open · ⏱️ 04.08.2023):
```
 git clone https://github.com/lmcinnes/umap
```
PyPi (📥 850K / month · 📦 480 · ⏱️ 13.04.2022):
```
 pip install umap-learn
```

Conda (📥 2.1M · ⏱️ 16.06.2023):

 conda install -c conda-forge umap-learn

PyVista (🥈34 · ⭐ 1.9K) - 3D plotting and mesh analysis through a streamlined interface for.. MIT

GitHub (👨‍💻 130 · 🔀 350 · 📥 770 · 📦 2.1K · 📋 1.3K - 27% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/pyvista/pyvista
```
PyPi (📥 140K / month):
```
 pip install pyvista
```
Conda (📥 380K · ⏱️ 21.07.2023):
```
 conda install -c conda-forge pyvista
```

wordcloud (🥈33 · ⭐ 9.6K) - A little word cloud generator in Python. MIT

GitHub (👨‍💻 68 · 🔀 2.3K · 📦 4 · 📋 520 - 20% open · ⏱️ 18.05.2023):
```
 git clone https://github.com/amueller/word_cloud
```
PyPi (📥 1.1M / month · 📦 800 · ⏱️ 18.05.2023):
```
 pip install wordcloud
```

Conda (📥 430K · ⏱️ 07.07.2023):

 conda install -c conda-forge wordcloud

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

GitHub (👨‍💻 53 · 🔀 360 · 📦 2.7K · 📋 560 - 23% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/holoviz/datashader
```
PyPi (📥 72K / month · 📦 120 · ⏱️ 05.07.2023):
```
 pip install datashader
```

Conda (📥 640K · ⏱️ 06.07.2023):

 conda install -c conda-forge datashader

bqplot (🥈31 · ⭐ 3.5K) - Plotting library for IPython/Jupyter notebooks. Apache-2

GitHub (👨‍💻 62 · 🔀 470 · 📦 46 · 📋 610 - 40% open · ⏱️ 27.07.2023):
```
 git clone https://github.com/bqplot/bqplot
```
PyPi (📥 170K / month · 📦 100 · ⏱️ 17.07.2023):
```
 pip install bqplot
```
Conda (📥 1.2M · ⏱️ 12.07.2023):
```
 conda install -c conda-forge bqplot
```
npm (📥 4.5K / month · 📦 16 · ⏱️ 04.08.2023):
```
 npm install bqplot
```

HoloViews (🥈31 · ⭐ 2.5K · 📉) - With Holoviews, your data visualizes itself. BSD-3

GitHub (👨‍💻 140 · 🔀 370 · 📋 3K - 32% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/holoviz/holoviews
```
PyPi (📥 310K / month):
```
 pip install holoviews
```

Conda (📥 1.3M · ⏱️ 25.07.2023):

 conda install -c conda-forge holoviews

npm (📥 490 / month):
```
 npm install @pyviz/jupyterlab_pyviz
```

Perspective (🥈30 · ⭐ 6.5K) - A data visualization and analytics component, especially.. Apache-2

GitHub (👨‍💻 92 · 🔀 800 · 📥 470 · 📦 11 · 📋 660 - 15% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/finos/perspective
```
PyPi (📥 6.2K / month · 📦 11 · ⏱️ 09.08.2023):
```
 pip install perspective-python
```

Conda (📥 430K · ⏱️ 24.07.2023):

 conda install -c conda-forge perspective

npm (📥 950 / month · 📦 3 · ⏱️ 09.08.2023):
```
 npm install @finos/perspective-jupyterlab
```

D-Tale (🥈30 · ⭐ 4.2K) - Visualizer for pandas data structures. ❗️LGPL-2.1

GitHub (👨‍💻 30 · 🔀 350 · 📦 820 · 📋 520 - 9% open · ⏱️ 21.07.2023):
```
 git clone https://github.com/man-group/dtale
```
PyPi (📥 210K / month · 📦 17 · ⏱️ 19.07.2023):
```
 pip install dtale
```
Conda (📥 240K · ⏱️ 19.07.2023):
```
 conda install -c conda-forge dtale
```

missingno (🥈30 · ⭐ 3.6K) - Missing data visualization module for Python. MIT

GitHub (👨‍💻 18 · 🔀 460 · 📦 12K · 📋 130 - 6% open · ⏱️ 26.02.2023):
```
 git clone https://github.com/ResidentMario/missingno
```
PyPi (📥 490K / month · 📦 140 · ⏱️ 27.02.2022):
```
 pip install missingno
```

Conda (📥 290K · ⏱️ 16.06.2023):

 conda install -c conda-forge missingno

mpld3 (🥈30 · ⭐ 2.3K · 💤) - D3 Renderings of Matplotlib Graphics. BSD-3

GitHub (👨‍💻 51 · 🔀 350 · 📦 4.9K · 📋 360 - 59% open · ⏱️ 10.12.2022):
```
 git clone https://github.com/mpld3/mpld3
```
PyPi (📥 270K / month · 📦 410 · ⏱️ 10.12.2022):
```
 pip install mpld3
```
Conda (📥 180K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge mpld3
```
npm (📥 760 / month · 📦 8 · ⏱️ 10.12.2022):
```
 npm install mpld3
```

hvPlot (🥈30 · ⭐ 790) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3

GitHub (👨‍💻 41 · 🔀 88 · 📦 3.4K · 📋 650 - 43% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/holoviz/hvplot
```
PyPi (📥 130K / month · 📦 82 · ⏱️ 08.06.2023):
```
 pip install hvplot
```
Conda (📥 440K · ⏱️ 20.06.2023):
```
 conda install -c conda-forge hvplot
```

lets-plot (🥉29 · ⭐ 1.2K) - An open-source plotting library for statistical data. MIT

GitHub (👨‍💻 19 · 🔀 50 · 📥 510 · 📦 38 · 📋 400 - 26% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/JetBrains/lets-plot
```
PyPi (📥 8.7K / month · 📦 1 · ⏱️ 15.12.2022):
```
 pip install lets-plot
```

data-validation (🥉29 · ⭐ 720) - Library for exploring and validating machine learning.. Apache-2

GitHub (👨‍💻 25 · 🔀 150 · 📥 470 · 📦 720 · 📋 180 - 21% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/tensorflow/data-validation
```
PyPi (📥 240K / month · 📦 30 · ⏱️ 14.04.2023):
```
 pip install tensorflow-data-validation
```

Facets Overview (🥉28 · ⭐ 7.2K) - Visualizations for machine learning datasets. Apache-2

GitHub (👨‍💻 31 · 🔀 870 · 📦 190 · 📋 160 - 49% open · ⏱️ 24.05.2023):
```
 git clone https://github.com/pair-code/facets
```
PyPi (📥 200K / month):
```
 pip install facets-overview
```

AutoViz (🥉28 · ⭐ 1.4K) - Automatically Visualize any dataset, any size with a single line of.. Apache-2

GitHub (👨‍💻 14 · 🔀 170 · 📦 520 · ⏱️ 04.07.2023):
```
 git clone https://github.com/AutoViML/AutoViz
```
PyPi (📥 580K / month):
```
 pip install autoviz
```
Conda (📥 40K · ⏱️ 21.07.2023):
```
 conda install -c conda-forge autoviz
```

openTSNE (🥉27 · ⭐ 1.2K) - Extensible, parallel implementations of t-SNE. BSD-3

GitHub (👨‍💻 11 · 🔀 150 · 📦 630 · 📋 120 - 1% open · ⏱️ 26.05.2023):
```
 git clone https://github.com/pavlin-policar/openTSNE
```
PyPi (📥 23K / month · 📦 15 · ⏱️ 18.03.2022):
```
 pip install opentsne
```
Conda (📥 220K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge opentsne
```

Plotly-Resampler (🥉27 · ⭐ 780) - Visualize large time series data with plotly.py. MIT

GitHub (👨‍💻 11 · 🔀 52 · 📦 450 · 📋 130 - 27% open · ⏱️ 24.07.2023):
```
 git clone https://github.com/predict-idlab/plotly-resampler
```
PyPi (📥 470K / month):
```
 pip install plotly-resampler
```

Conda (📥 25K · ⏱️ 09.08.2023):

 conda install -c conda-forge plotly-resampler

Chartify (🥉26 · ⭐ 3.4K) - Python library that makes it easy for data scientists to create.. Apache-2

GitHub (👨‍💻 25 · 🔀 300 · 📦 72 · 📋 74 - 58% open · ⏱️ 21.04.2023):
```
 git clone https://github.com/spotify/chartify
```
PyPi (📥 2.2K / month):
```
 pip install chartify
```
Conda (📥 28K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge chartify
```

HiPlot (🥉25 · ⭐ 2.5K) - HiPlot makes understanding high dimensional data easy. MIT

GitHub (👨‍💻 9 · 🔀 130 · 📦 300 · 📋 91 - 20% open · ⏱️ 19.07.2023):
```
 git clone https://github.com/facebookresearch/hiplot
```
PyPi (📥 24K / month · 📦 15 · ⏱️ 05.07.2022):
```
 pip install hiplot
```
Conda (📥 150K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge hiplot
```

Multicore-TSNE (🥉25 · ⭐ 1.8K) - Parallel t-SNE implementation with Python and Torch.. BSD-3

GitHub (👨‍💻 17 · 🔀 230 · 📦 390 · 📋 66 - 68% open · ⏱️ 26.05.2023):
```
 git clone https://github.com/DmitryUlyanov/Multicore-TSNE
```
PyPi (📥 30K / month · 📦 22 · ⏱️ 09.01.2019):
```
 pip install MulticoreTSNE
```

Conda (📥 27K · ⏱️ 16.06.2023):

 conda install -c conda-forge multicore-tsne

Pandas-Bokeh (🥉24 · ⭐ 860) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT

GitHub (👨‍💻 15 · 🔀 110 · 📦 500 · 📋 100 - 33% open · ⏱️ 06.03.2023):
```
 git clone https://github.com/PatrikHlobil/Pandas-Bokeh
```
PyPi (📥 26K / month):
```
 pip install pandas-bokeh
```

vega (🥉24 · ⭐ 360) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3

GitHub (👨‍💻 14 · 🔀 62 · 📦 2 · 📋 100 - 12% open · ⏱️ 01.08.2023):
```
 git clone https://github.com/vega/ipyvega
```
PyPi (📥 10K / month · 📦 83 · ⏱️ 10.02.2022):
```
 pip install vega
```
Conda (📥 570K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge vega
```

Sweetviz (🥉23 · ⭐ 2.5K) - Visualize and compare datasets, target values and associations, with one.. MIT

GitHub (👨‍💻 7 · 🔀 250 · 📋 120 - 38% open · ⏱️ 30.06.2023):
```
 git clone https://github.com/fbdesignpro/sweetviz
```
PyPi (📥 67K / month · 📦 10 · ⏱️ 14.06.2022):
```
 pip install sweetviz
```
Conda (📥 24K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge sweetviz
```

Popmon (🥉23 · ⭐ 470) - Monitor the stability of a Pandas or Spark dataframe. MIT

GitHub (👨‍💻 17 · 🔀 35 · 📥 120 · 📦 20 · 📋 55 - 27% open · ⏱️ 18.07.2023):
```
 git clone https://github.com/ing-bank/popmon
```
PyPi (📥 7.5K / month · 📦 2 · ⏱️ 18.07.2023):
```
 pip install popmon
```

python-ternary (🥉22 · ⭐ 650) - Ternary plotting library for python with matplotlib. MIT

GitHub (👨‍💻 27 · 🔀 150 · 📥 24 · 📦 140 · 📋 140 - 27% open · ⏱️ 10.07.2023):
```
 git clone https://github.com/marcharper/python-ternary
```
PyPi (📥 46K / month · 📦 24 · ⏱️ 17.02.2021):
```
 pip install python-ternary
```

Conda (📥 77K · ⏱️ 16.06.2023):

 conda install -c conda-forge python-ternary

PDPbox (🥉21 · ⭐ 770) - python partial dependence plot toolbox. MIT

GitHub (👨‍💻 7 · 🔀 120 · 📋 65 - 40% open · ⏱️ 05.06.2023):
```
 git clone https://github.com/SauceCat/PDPbox
```
PyPi (📥 36K / month · 📦 26 · ⏱️ 14.03.2021):
```
 pip install pdpbox
```
Conda (📥 18K · ⏱️ 10.06.2023):
```
 conda install -c conda-forge pdpbox
```

ivis (🥉18 · ⭐ 300 · 💤) - Dimensionality reduction in very large datasets using Siamese.. Apache-2

GitHub (👨‍💻 10 · 🔀 37 · 📦 29 · 📋 59 - 5% open · ⏱️ 11.01.2023):
```
 git clone https://github.com/beringresearch/ivis
```
PyPi (📥 260 / month · 📦 2 · ⏱️ 10.03.2022):
```
 pip install ivis
```

Show 15 hidden projects...

cartopy (🥈34 · ⭐ 1.2K) - Cartopy - a cartographic python library with matplotlib support. ❗️LGPL-3.0
VisPy (🥈33 · ⭐ 3.1K) - High-performance interactive 2D/3D data visualization library. ❗Unlicensed
Cufflinks (🥉29 · ⭐ 2.9K · 💀) - Productivity Tools for Plotly + Pandas. MIT
HyperTools (🥉26 · ⭐ 1.8K · 💀) - A Python toolbox for gaining geometric insights into high-.. MIT
pythreejs (🥉25 · ⭐ 880 · 📉) - A Jupyter - Three.js bridge. ❗Unlicensed
PandasGUI (🥉24 · ⭐ 3K · 💀) - A GUI for Pandas DataFrames. ❗️MIT-0
joypy (🥉22 · ⭐ 490 · 💀) - Joyplots in Python with matplotlib & pandas. MIT
vegafusion (🥉22 · ⭐ 260) - Serverside scaling for Vega and Altair visualizations. BSD-3
pivottablejs (🥉21 · ⭐ 590 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. ❗Unlicensed
PyWaffle (🥉21 · ⭐ 560 · 💀) - Make Waffle Charts in Python. MIT
animatplot (🥉19 · ⭐ 400 · 💀) - A python package for animating plots build on matplotlib. MIT
data-describe (🥉17 · ⭐ 290 · 💀) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
pdvega (🥉16 · ⭐ 350 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT
nptsne (🥉13 · ⭐ 31 · 💀) - nptsne is a numpy compatible python binary package that offers a.. Apache-2
nx-altair (🥉12 · ⭐ 220 · 💀) - Draw interactive NetworkX graphs with Altair. MIT

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 (🥇50 · ⭐ 110K) - Transformers: State-of-the-art Machine Learning for.. Apache-2

GitHub (👨‍💻 2.1K · 🔀 22K · 📥 140 · 📦 90K · 📋 13K - 5% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/huggingface/transformers
```
PyPi (📥 15M / month · 📦 2K · ⏱️ 18.07.2023):
```
 pip install transformers
```

Conda (📥 1.2M · ⏱️ 19.07.2023):

 conda install -c conda-forge transformers

spaCy (🥇44 · ⭐ 27K) - Industrial-strength Natural Language Processing (NLP) in Python. MIT

GitHub (👨‍💻 730 · 🔀 4.1K · 📦 66K · 📋 5.5K - 1% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/explosion/spaCy
```
PyPi (📥 5.9M / month):
```
 pip install spacy
```
Conda (📥 3.2M · ⏱️ 09.08.2023):
```
 conda install -c conda-forge spacy
```

Rasa (🥇40 · ⭐ 17K) - Open source machine learning framework to automate text- and voice-.. Apache-2

GitHub (👨‍💻 590 · 🔀 4.2K · 📦 3.6K · 📋 6.6K - 0% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/RasaHQ/rasa
```
PyPi (📥 100K / month):
```
 pip install rasa
```

nltk (🥇40 · ⭐ 12K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2

GitHub (👨‍💻 440 · 🔀 2.6K · 📦 210K · 📋 1.7K - 14% open · ⏱️ 02.06.2023):
```
 git clone https://github.com/nltk/nltk
```
PyPi (📥 11M / month):
```
 pip install nltk
```
Conda (📥 2.1M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge nltk
```

gensim (🥇39 · ⭐ 15K) - Topic Modelling for Humans. ❗️LGPL-2.1

GitHub (👨‍💻 450 · 🔀 4.1K · 📥 4.4K · 📦 49K · 📋 1.8K - 20% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/RaRe-Technologies/gensim
```
PyPi (📥 3.9M / month):
```
 pip install gensim
```
Conda (📥 1.1M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge gensim
```

fairseq (🥇37 · ⭐ 27K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT

GitHub (👨‍💻 420 · 🔀 5.8K · 📥 310 · 📦 1.8K · 📋 4K - 24% open · ⏱️ 07.07.2023):
```
 git clone https://github.com/facebookresearch/fairseq
```
PyPi (📥 290K / month):
```
 pip install fairseq
```
Conda (📥 44K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge fairseq
```

haystack (🥇37 · ⭐ 10K) - LLM orchestration framework to build customizable, production-ready.. Apache-2

GitHub (👨‍💻 190 · 🔀 1.3K · 📥 23 · 📦 840 · 📋 2.4K - 16% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/deepset-ai/haystack
```
PyPi (📥 2.8K / month · 📦 87 · ⏱️ 03.07.2017):
```
 pip install haystack
```

AllenNLP (🥇36 · ⭐ 12K · 💤) - An open-source NLP research library, built on PyTorch. Apache-2

GitHub (👨‍💻 260 · 🔀 2.3K · 📥 61 · 📦 3.7K · 📋 2.6K - 3% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/allenai/allennlp
```
PyPi (📥 45K / month · 📦 190 · ⏱️ 18.10.2022):
```
 pip install allennlp
```
Conda (📥 110K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge allennlp
```

sentencepiece (🥇36 · ⭐ 8K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2

GitHub (👨‍💻 78 · 🔀 980 · 📥 29K · 📦 36K · 📋 640 - 3% open · ⏱️ 05.08.2023):
```
 git clone https://github.com/google/sentencepiece
```
PyPi (📥 9.7M / month):
```
 pip install sentencepiece
```

Conda (📥 560K · ⏱️ 01.07.2023):

 conda install -c conda-forge sentencepiece

spark-nlp (🥇36 · ⭐ 3.4K) - State of the Art Natural Language Processing. Apache-2

GitHub (👨‍💻 110 · 🔀 660 · 📦 330 · 📋 810 - 4% open · ⏱️ 04.08.2023):
```
 git clone https://github.com/JohnSnowLabs/spark-nlp
```
PyPi (📥 3.9M / month · 📦 25 · ⏱️ 02.08.2023):
```
 pip install spark-nlp
```

sentence-transformers (🥈35 · ⭐ 12K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2

GitHub (👨‍💻 110 · 🔀 2.1K · 📦 12K · 📋 1.8K - 55% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/UKPLab/sentence-transformers
```
PyPi (📥 2.3M / month · 📦 340 · ⏱️ 26.06.2022):
```
 pip install sentence-transformers
```

Conda (📥 140K · ⏱️ 16.06.2023):

 conda install -c conda-forge sentence-transformers

ParlAI (🥈35 · ⭐ 10K) - A framework for training and evaluating AI models on a variety of.. MIT

GitHub (👨‍💻 210 · 🔀 2.1K · 📦 210 · 📋 1.5K - 3% open · ⏱️ 07.07.2023):
```
 git clone https://github.com/facebookresearch/ParlAI
```
PyPi (📥 1.2K / month · 📦 5 · ⏱️ 20.09.2022):
```
 pip install parlai
```

TextBlob (🥈35 · ⭐ 8.6K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT

GitHub (👨‍💻 36 · 🔀 1.1K · 📥 110 · 📦 32K · 📋 260 - 39% open · ⏱️ 11.03.2023):
```
 git clone https://github.com/sloria/TextBlob
```
PyPi (📥 660K / month):
```
 pip install textblob
```
Conda (📥 230K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge textblob
```

OpenNMT (🥈35 · ⭐ 6.2K) - Open Source Neural Machine Translation and (Large) Language Models.. MIT

GitHub (👨‍💻 190 · 🔀 2.1K · 📦 220 · 📋 1.4K - 1% open · ⏱️ 01.08.2023):
```
 git clone https://github.com/OpenNMT/OpenNMT-py
```
PyPi (📥 3.8K / month):
```
 pip install OpenNMT-py
```

TensorFlow Text (🥈35 · ⭐ 1.1K) - Making text a first-class citizen in TensorFlow. Apache-2

GitHub (👨‍💻 110 · 🔀 290 · 📦 5.7K · 📋 220 - 29% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/tensorflow/text
```
PyPi (📥 3.6M / month):
```
 pip install tensorflow-text
```

fastText (🥈34 · ⭐ 25K) - Library for fast text representation and classification. MIT

GitHub (👨‍💻 62 · 🔀 4.4K · 📦 4.8K · 📋 1.1K - 42% open · ⏱️ 21.06.2023):
```
 git clone https://github.com/facebookresearch/fastText
```
PyPi (📥 1.1M / month):
```
 pip install fasttext
```
Conda (📥 62K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge fasttext
```

NeMo (🥈34 · ⭐ 7.5K) - NeMo: a toolkit for conversational AI. Apache-2

GitHub (👨‍💻 230 · 🔀 1.6K · 📥 56K · 📦 4 · 📋 1.7K - 3% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/NVIDIA/NeMo
```
PyPi (📥 38K / month):
```
 pip install nemo-toolkit
```

rubrix (🥈34 · ⭐ 2.4K) - Argilla: the open-source data curation platform for LLMs. Apache-2

GitHub (👨‍💻 61 · 🔀 220 · 📦 1.4K · 📋 1.3K - 16% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/recognai/rubrix
```
PyPi (📥 230 / month · ⏱️ 24.10.2022):
```
 pip install rubrix
```
Conda (📥 25K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge rubrix
```

Tokenizers (🥈33 · ⭐ 7.4K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2

GitHub (👨‍💻 76 · 🔀 600 · 📥 27 · 📦 68 · 📋 800 - 29% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/huggingface/tokenizers
```
PyPi (📥 11M / month):
```
 pip install tokenizers
```

Conda (📥 1.2M · ⏱️ 16.06.2023):

 conda install -c conda-forge tokenizers

stanza (🥈32 · ⭐ 6.7K) - Stanford NLP Python library for tokenization, sentence segmentation,.. Apache-2

GitHub (👨‍💻 58 · 🔀 860 · 📦 2K · 📋 810 - 11% open · ⏱️ 14.03.2023):
```
 git clone https://github.com/stanfordnlp/stanza
```
PyPi (📥 130K / month · 📦 89 · ⏱️ 14.03.2023):
```
 pip install stanza
```
Conda (📥 6.8K · ⏱️ 16.06.2023):
```
 conda install -c stanfordnlp stanza
```

DeepPavlov (🥈31 · ⭐ 6.3K) - An open source library for deep learning end-to-end dialog.. Apache-2

GitHub (👨‍💻 74 · 🔀 1.1K · 📦 350 · 📋 630 - 3% open · ⏱️ 06.06.2023):
```
 git clone https://github.com/deepmipt/DeepPavlov
```
PyPi (📥 8K / month):
```
 pip install deeppavlov
```

Dedupe (🥈30 · ⭐ 3.8K) - A python library for accurate and scalable fuzzy matching, record.. MIT

GitHub (👨‍💻 71 · 🔀 520 · 📦 290 · 📋 800 - 9% open · ⏱️ 17.02.2023):
```
 git clone https://github.com/dedupeio/dedupe
```
PyPi (📥 110K / month · 📦 49 · ⏱️ 17.02.2023):
```
 pip install dedupe
```
Conda (📥 38K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge dedupe
```

ftfy (🥈30 · ⭐ 3.6K · 💤) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT

GitHub (👨‍💻 18 · 🔀 110 · 📦 13K · 📋 130 - 9% open · ⏱️ 25.10.2022):
```
 git clone https://github.com/rspeer/python-ftfy
```
PyPi (📥 3.3M / month):
```
 pip install ftfy
```
Conda (📥 260K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge ftfy
```

torchtext (🥈30 · ⭐ 3.3K) - Models, data loaders and abstractions for language processing,.. BSD-3

GitHub (👨‍💻 150 · 🔀 770 · 📋 760 - 33% open · ⏱️ 28.07.2023):
```
 git clone https://github.com/pytorch/text
```
PyPi (📥 550K / month):
```
 pip install torchtext
```

DeepKE (🥈30 · ⭐ 2.2K) - An Open Toolkit for Knowledge Graph Extraction and Construction.. MIT

GitHub (👨‍💻 27 · 🔀 550 · 📦 19 · ⏱️ 09.08.2023):
```
 git clone https://github.com/zjunlp/deepke
```
PyPi (📥 1.2K / month · ⏱️ 05.08.2023):
```
 pip install deepke
```

jellyfish (🥈30 · ⭐ 1.9K) - a python library for doing approximate and phonetic matching of strings. MIT

GitHub (👨‍💻 30 · 🔀 160 · 📦 6.6K · 📋 120 - 4% open · ⏱️ 20.07.2023):
```
 git clone https://github.com/jamesturk/jellyfish
```
PyPi (📥 2.2M / month):
```
 pip install jellyfish
```

Conda (📥 650K · ⏱️ 02.07.2023):

 conda install -c conda-forge jellyfish

spacy-transformers (🥈30 · ⭐ 1.3K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy

GitHub (👨‍💻 21 · 🔀 160 · 📦 1.2K · ⏱️ 31.07.2023):
```
 git clone https://github.com/explosion/spacy-transformers
```
PyPi (📥 260K / month · 📦 40 · ⏱️ 01.08.2023):
```
 pip install spacy-transformers
```

Conda (📥 20K · ⏱️ 09.08.2023):

 conda install -c conda-forge spacy-transformers

snowballstemmer (🥈30 · ⭐ 680) - Snowball compiler and stemming algorithms. BSD-3

GitHub (👨‍💻 33 · 🔀 170 · 📦 4 · 📋 83 - 37% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/snowballstem/snowball
```
PyPi (📥 9.6M / month · 📦 6.8K · ⏱️ 16.11.2021):
```
 pip install snowballstemmer
```

Conda (📥 7M · ⏱️ 16.06.2023):

 conda install -c conda-forge snowballstemmer

english-words (🥈29 · ⭐ 9.2K · 💤) - A text file containing 479k English words for all your.. Unlicense

GitHub (👨‍💻 30 · 🔀 1.7K · 📦 1 · 📋 130 - 73% open · ⏱️ 08.11.2022):
```
 git clone https://github.com/dwyl/english-words
```
PyPi (📥 520K / month · 📦 8 · ⏱️ 06.01.2023):
```
 pip install english-words
```

GluonNLP (🥈29 · ⭐ 2.5K · 💤) - Toolkit that enables easy text preprocessing, datasets.. Apache-2

GitHub (👨‍💻 84 · 🔀 500 · 📦 1.3K · 📋 530 - 44% open · ⏱️ 25.12.2022):
```
 git clone https://github.com/dmlc/gluon-nlp
```
PyPi (📥 130K / month):
```
 pip install gluonnlp
```

SciSpacy (🥈29 · ⭐ 1.5K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2

GitHub (👨‍💻 29 · 🔀 190 · 📦 740 · 📋 300 - 10% open · ⏱️ 16.05.2023):
```
 git clone https://github.com/allenai/scispacy
```
PyPi (📥 60K / month · 📦 30 · ⏱️ 07.09.2022):
```
 pip install scispacy
```

TextDistance (🥈28 · ⭐ 3.2K · 💤) - Compute distance between sequences. 30+ algorithms, pure.. MIT

GitHub (👨‍💻 13 · 🔀 240 · 📥 910 · 📦 4.7K · ⏱️ 18.09.2022):
```
 git clone https://github.com/life4/textdistance
```
PyPi (📥 330K / month · 📦 56 · ⏱️ 20.09.2022):
```
 pip install textdistance
```

Conda (📥 440K · ⏱️ 16.06.2023):

 conda install -c conda-forge textdistance

fastNLP (🥈28 · ⭐ 3K · 💤) - fastNLP: A Modularized and Extensible NLP Framework. Currently.. Apache-2

GitHub (👨‍💻 62 · 🔀 460 · 📥 74 · 📦 160 · 📋 220 - 28% open · ⏱️ 13.12.2022):
```
 git clone https://github.com/fastnlp/fastNLP
```
PyPi (📥 18K / month · 📦 2 · ⏱️ 31.10.2022):
```
 pip install fastnlp
```

PyTextRank (🥈28 · ⭐ 2K) - Python implementation of TextRank algorithms (textgraphs) for phrase.. MIT

GitHub (👨‍💻 19 · 🔀 310 · 📦 450 · 📋 96 - 25% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/DerwenAI/pytextrank
```
PyPi (📥 65K / month):
```
 pip install pytextrank
```

Ciphey (🥉27 · ⭐ 14K · 💤) - Automatically decrypt encryptions without knowing the key or cipher,.. MIT

GitHub (👨‍💻 47 · 🔀 820 · 📋 310 - 15% open · ⏱️ 05.12.2022):
```
 git clone https://github.com/Ciphey/Ciphey
```
PyPi (📥 29K / month):
```
 pip install ciphey
```
Docker Hub (📥 20K · ⭐ 14 · ⏱️ 10.03.2023):
```
 docker pull remnux/ciphey
```

qdrant (🥉27 · ⭐ 12K) - Qdrant - Vector Database for the next generation of AI applications... Apache-2

GitHub (👨‍💻 62 · 🔀 630 · 📥 660 · 📋 630 - 16% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/qdrant/qdrant
```

Sumy (🥉27 · ⭐ 3.2K) - Module for automatic summarization of text documents and HTML pages. Apache-2

GitHub (👨‍💻 27 · 🔀 510 · 📦 2.1K · 📋 120 - 17% open · ⏱️ 05.08.2023):
```
 git clone https://github.com/miso-belica/sumy
```
PyPi (📥 24K / month · 📦 110 · ⏱️ 21.04.2022):
```
 pip install sumy
```
Conda (📥 6.2K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge sumy
```

CLTK (🥉27 · ⭐ 800) - The Classical Language Toolkit. MIT

GitHub (👨‍💻 120 · 🔀 310 · 📥 42 · 📦 240 · 📋 550 - 6% open · ⏱️ 06.03.2023):
```
 git clone https://github.com/cltk/cltk
```
PyPi (📥 1.4K / month):
```
 pip install cltk
```

happy-transformer (🥉27 · ⭐ 450 · 📈) - Happy Transformer makes it easy to fine-tune and.. Apache-2 huggingface

GitHub (👨‍💻 14 · 🔀 57 · 📦 190 · 📋 140 - 19% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/EricFillion/happy-transformer
```
PyPi (📥 4.7K / month · 📦 5 · ⏱️ 05.08.2023):
```
 pip install happytransformer
```

T5 (🥉26 · ⭐ 5.4K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2

GitHub (👨‍💻 56 · 🔀 710 · 📋 450 - 23% open · ⏱️ 16.06.2023):

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

PyPi (📥 110K / month · 📦 2 · ⏱️ 18.10.2021):
```
 pip install t5
```

pytorch-nlp (🥉26 · ⭐ 2.2K) - Basic Utilities for PyTorch Natural Language Processing (NLP). BSD-3

GitHub (👨‍💻 18 · 🔀 260 · 📦 550 · 📋 69 - 27% open · ⏱️ 04.07.2023):
```
 git clone https://github.com/PetrochukM/PyTorch-NLP
```
PyPi (📥 8.9K / month · 📦 19 · ⏱️ 04.11.2019):
```
 pip install pytorch-nlp
```

sense2vec (🥉26 · ⭐ 1.5K) - Contextually-keyed word vectors. MIT

GitHub (👨‍💻 19 · 🔀 240 · 📥 57K · 📦 280 · 📋 110 - 18% open · ⏱️ 20.04.2023):
```
 git clone https://github.com/explosion/sense2vec
```
PyPi (📥 2K / month · 📦 13 · ⏱️ 19.04.2021):
```
 pip install sense2vec
```

Conda (📥 34K · ⏱️ 16.06.2023):

 conda install -c conda-forge sense2vec

scattertext (🥉25 · ⭐ 2.1K) - Beautiful visualizations of how language differs among document.. Apache-2

GitHub (👨‍💻 14 · 🔀 280 · 📦 420 · 📋 98 - 20% open · ⏱️ 06.05.2023):
```
 git clone https://github.com/JasonKessler/scattertext
```
PyPi (📥 11K / month):
```
 pip install scattertext
```

Conda (📥 82K · ⏱️ 16.06.2023):

 conda install -c conda-forge scattertext

promptsource (🥉25 · ⭐ 2K) - Toolkit for creating, sharing and using natural language prompts. Apache-2

GitHub (👨‍💻 63 · 🔀 270 · 📦 53 · 📋 190 - 26% open · ⏱️ 27.07.2023):
```
 git clone https://github.com/bigscience-workshop/promptsource
```
PyPi (📥 3.9K / month · 📦 1 · ⏱️ 18.04.2022):
```
 pip install promptsource
```

FARM (🥉25 · ⭐ 1.7K · 💤) - Fast & easy transfer learning for NLP. Harvesting language.. Apache-2

GitHub (👨‍💻 37 · 🔀 230 · 📋 400 - 0% open · ⏱️ 31.08.2022):
```
 git clone https://github.com/deepset-ai/FARM
```
PyPi (📥 4.5K / month · 📦 3 · ⏱️ 14.09.2020):
```
 pip install farm
```
Conda (📥 2.9K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge farm
```

OpenPrompt (🥉24 · ⭐ 3.6K) - An Open-Source Framework for Prompt-Learning. Apache-2

GitHub (👨‍💻 20 · 🔀 390 · 📦 68 · 📋 240 - 29% open · ⏱️ 06.05.2023):
```
 git clone https://github.com/thunlp/OpenPrompt
```
PyPi (📥 3K / month · 📦 2 · ⏱️ 06.07.2022):
```
 pip install openprompt
```

jiant (🥉24 · ⭐ 1.5K · 💤) - jiant is an nlp toolkit. MIT

GitHub (👨‍💻 60 · 🔀 280 · 📦 3 · 📋 550 - 12% open · ⏱️ 17.10.2022):
```
 git clone https://github.com/nyu-mll/jiant
```
PyPi (📥 200 / month · ⏱️ 10.05.2021):
```
 pip install jiant
```

Texthero (🥉23 · ⭐ 2.8K · 💤) - Text preprocessing, representation and visualization from zero to.. MIT

GitHub (👨‍💻 20 · 🔀 230 · 📥 120 · 📋 140 - 55% open · ⏱️ 28.10.2022):
```
 git clone https://github.com/jbesomi/texthero
```
PyPi (📥 15K / month · 📦 6 · ⏱️ 01.07.2021):
```
 pip install texthero
```

Sockeye (🥉23 · ⭐ 1.2K) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2

GitHub (👨‍💻 59 · 🔀 300 · 📥 17 · 📋 300 - 0% open · ⏱️ 02.03.2023):
```
 git clone https://github.com/awslabs/sockeye
```
PyPi (📥 460 / month):
```
 pip install sockeye
```

YouTokenToMe (🥉23 · ⭐ 890) - Unsupervised text tokenizer focused on computational efficiency. MIT

GitHub (👨‍💻 8 · 🔀 73 · 📦 500 · 📋 57 - 52% open · ⏱️ 29.03.2023):
```
 git clone https://github.com/vkcom/youtokentome
```
PyPi (📥 32K / month):
```
 pip install youtokentome
```

Conda (📥 35K · ⏱️ 16.06.2023):

 conda install -c conda-forge youtokentome

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

GitHub (👨‍💻 36 · 🔀 330 · 📋 250 - 61% open · ⏱️ 27.07.2023):
```
 git clone https://github.com/utterworks/fast-bert
```
PyPi (📥 1.9K / month):
```
 pip install fast-bert
```

detoxify (🥉22 · ⭐ 680) - Trained models & code to predict toxic comments on all 3 Jigsaw.. Apache-2

GitHub (👨‍💻 10 · 🔀 89 · 📥 250K · 📦 370 · 📋 53 - 56% open · ⏱️ 05.07.2023):
```
 git clone https://github.com/unitaryai/detoxify
```
PyPi (📥 15K / month · 📦 10 · ⏱️ 19.12.2022):
```
 pip install detoxify
```

small-text (🥉22 · ⭐ 470) - Active Learning for Text Classification in Python. MIT

GitHub (👨‍💻 4 · 🔀 50 · 📦 21 · 📋 36 - 22% open · ⏱️ 03.08.2023):
```
 git clone https://github.com/webis-de/small-text
```
PyPi (📥 560 / month):
```
 pip install small-text
```

Conda (📥 3.9K · ⏱️ 22.07.2023):

 conda install -c conda-forge small-text

NLP Architect (🥉21 · ⭐ 2.9K · 💤) - A model library for exploring state-of-the-art deep.. Apache-2

GitHub (👨‍💻 38 · 🔀 440 · 📦 9 · 📋 130 - 11% open · ⏱️ 07.11.2022):
```
 git clone https://github.com/IntelLabs/nlp-architect
```
PyPi (📥 150 / month):
```
 pip install nlp-architect
```

finetune (🥉21 · ⭐ 680) - Scikit-learn style model finetuning for NLP. MPL-2.0

GitHub (👨‍💻 21 · 🔀 76 · 📦 11 · 📋 140 - 16% open · ⏱️ 18.05.2023):
```
 git clone https://github.com/IndicoDataSolutions/finetune
```
PyPi (📥 320 / month):
```
 pip install finetune
```

lightseq (🥉19 · ⭐ 2.9K) - LightSeq: A High Performance Library for Sequence Processing and.. Apache-2

GitHub (👨‍💻 17 · 🔀 310 · 📥 670 · 📋 280 - 60% open · ⏱️ 10.05.2023):
```
 git clone https://github.com/bytedance/lightseq
```
PyPi (📥 1K / month · 📦 2 · ⏱️ 03.11.2022):
```
 pip install lightseq
```

textaugment (🥉18 · ⭐ 330) - TextAugment: Text Augmentation Library. MIT

GitHub (👨‍💻 7 · 🔀 56 · 📥 61 · 📦 59 · 📋 22 - 40% open · ⏱️ 03.04.2023):
```
 git clone https://github.com/dsfsi/textaugment
```
PyPi (📥 3K / month · 📦 4 · ⏱️ 05.11.2020):
```
 pip install textaugment
```

OpenNRE (🥉17 · ⭐ 4.1K · 💤) - An Open-Source Package for Neural Relation Extraction (NRE). MIT

GitHub (👨‍💻 12 · 🔀 1K · 📋 360 - 2% open · ⏱️ 03.01.2023):
```
 git clone https://github.com/thunlp/OpenNRE
```

UForm (🥉17 · ⭐ 390 · 🐣) - Multi-Modal AI inference library for Multi-Lingual Text,.. Apache-2

GitHub (👨‍💻 8 · 🔀 14 · 📦 6 · ⏱️ 04.08.2023):
```
 git clone https://github.com/unum-cloud/uform
```
PyPi (📥 490 / month):
```
 pip install uform
```

TextBox (🥉16 · ⭐ 1K) - TextBox 2.0 is a text generation library with pre-trained language models. MIT

GitHub (👨‍💻 18 · 🔀 120 · 📦 5 · 📋 66 - 6% open · ⏱️ 18.05.2023):
```
 git clone https://github.com/RUCAIBox/TextBox
```
PyPi (📥 1 / month · ⏱️ 15.04.2021):
```
 pip install textbox
```

VizSeq (🥉14 · ⭐ 430) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT

GitHub (👨‍💻 3 · 🔀 57 · 📦 7 · 📋 15 - 40% open · ⏱️ 11.07.2023):
```
 git clone https://github.com/facebookresearch/vizseq
```
PyPi (📥 65 / month · ⏱️ 07.08.2020):
```
 pip install vizseq
```

Show 41 hidden projects...

flair (🥇37 · ⭐ 13K) - A very simple framework for state-of-the-art Natural Language.. ❗Unlicensed
ChatterBot (🥈35 · ⭐ 13K · 💀) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3
fuzzywuzzy (🥈34 · ⭐ 8.9K · 💀) - Fuzzy String Matching in Python. ❗️GPL-2.0
nlpaug (🥈29 · ⭐ 4.1K · 💀) - Data augmentation for NLP. MIT
textacy (🥈29 · ⭐ 2.1K) - NLP, before and after spaCy. ❗Unlicensed
vaderSentiment (🥈28 · ⭐ 4K · 💀) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary and.. MIT
underthesea (🥈28 · ⭐ 1.2K) - Underthesea - Vietnamese NLP Toolkit. ❗️GPL-3.0
polyglot (🥉27 · ⭐ 2.2K · 💀) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
flashtext (🥉26 · ⭐ 5.4K · 💀) - Extract Keywords from sentence or Replace keywords in sentences. MIT
neuralcoref (🥉26 · ⭐ 2.7K · 💀) - Fast Coreference Resolution in spaCy with Neural Networks. MIT
whoosh (🥉25 · ⭐ 440 · 💀) - Pure-Python full-text search library. ❗️BSD-1-Clause
textgenrnn (🥉24 · ⭐ 4.9K · 💀) - Easily train your own text-generating neural network of any.. MIT
langid (🥉24 · ⭐ 2.1K · 💀) - Stand-alone language identification system. ❗Unlicensed
pySBD (🥉24 · ⭐ 640 · 💀) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
Snips NLU (🥉23 · ⭐ 3.8K · 💀) - Snips Python library to extract meaning from text. Apache-2
MatchZoo (🥉23 · ⭐ 3.8K · 💀) - Facilitating the design, comparison and sharing of deep.. Apache-2
Kashgari (🥉23 · ⭐ 2.4K · 💀) - Kashgari is a production-level NLP Transfer learning.. Apache-2
gpt-2-simple (🥉22 · ⭐ 3.3K · 💀) - Python package to easily retrain OpenAIs GPT-2 text-.. MIT
Texar (🥉22 · ⭐ 2.4K · 💀) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
stop-words (🥉22 · ⭐ 150 · 💀) - Get list of common stop words in various languages in Python. BSD-3
PyText (🥉21 · ⭐ 6.4K · 💤) - A natural language modeling framework based on PyTorch. ❗Unlicensed
DELTA (🥉21 · ⭐ 1.6K · 💀) - DELTA is a deep learning based natural language and speech.. Apache-2
anaGo (🥉21 · ⭐ 1.5K · 💀) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,.. MIT
litellm (🥉21 · ⭐ 230 · 🐣) - lightweight package to simplify LLM API calls -.. MIT o t h e r s
pyfasttext (🥉20 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
numerizer (🥉20 · ⭐ 210) - A Python module to convert natural language numerics into ints and.. MIT
Camphr (🥉19 · ⭐ 340 · 💀) - Camphr - NLP libary for creating pipeline components. Apache-2 spacy
fastT5 (🥉18 · ⭐ 500 · 💀) - boost inference speed of T5 models by 5x & reduce the model size.. Apache-2
textpipe (🥉18 · ⭐ 300 · 💀) - Textpipe: clean and extract metadata from text. MIT
NeuroNER (🥉17 · ⭐ 1.7K · 💀) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
nboost (🥉17 · ⭐ 660 · 💀) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
DeepMatcher (🥉17 · ⭐ 500 · 💀) - Python package for performing Entity and Text Matching using.. BSD-3
skift (🥉17 · ⭐ 230 · 💀) - scikit-learn wrappers for Python fastText. MIT
BLINK (🥉15 · ⭐ 1.1K · 💀) - Entity Linker solution. MIT
Translate (🥉15 · ⭐ 800 · 💀) - Translate - a PyTorch Language Library. BSD-3
NeuralQA (🥉15 · ⭐ 220 · 💀) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
textvec (🥉14 · ⭐ 190 · 💀) - Text vectorization tool to outperform TFIDF for classification.. MIT
spacy-dbpedia-spotlight (🥉14 · ⭐ 91) - A spaCy wrapper for DBpedia Spotlight. MIT spacy
TransferNLP (🥉13 · ⭐ 290 · 💀) - NLP library designed for reproducible experimentation.. MIT
ONNX-T5 (🥉13 · ⭐ 240 · 💀) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2
Headliner (🥉11 · ⭐ 230 · 💀) - Easy training and deployment of seq2seq models. ❗Unlicensed

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 · ⭐ 11K) - Python Imaging Library (Fork). ❗️PIL

GitHub (👨‍💻 440 · 🔀 2.1K · 📦 1.3M · 📋 2.9K - 3% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/python-pillow/Pillow
```
PyPi (📥 61M / month · 📦 66K · ⏱️ 01.07.2023):
```
 pip install Pillow
```
Conda (📥 31M · ⏱️ 02.07.2023):
```
 conda install -c conda-forge pillow
```

torchvision (🥇42 · ⭐ 14K · 📈) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

GitHub (👨‍💻 540 · 🔀 6.7K · 📥 29K · 📦 4 · 📋 3.1K - 29% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/pytorch/vision
```
PyPi (📥 6.7M / month · 📦 4.4K · ⏱️ 08.05.2023):
```
 pip install torchvision
```

Conda (📥 790K · ⏱️ 22.06.2023):

 conda install -c conda-forge torchvision

Kornia (🥇38 · ⭐ 8.5K) - Computer Vision and Robotics Library for AI. Apache-2

GitHub (👨‍💻 220 · 🔀 860 · 📥 780 · 📦 5.6K · 📋 820 - 30% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/kornia/kornia
```
PyPi (📥 2.3M / month · 📦 110 · ⏱️ 02.08.2023):
```
 pip install kornia
```
Conda (📥 93K · ⏱️ 04.08.2023):
```
 conda install -c conda-forge kornia
```

imageio (🥇38 · ⭐ 1.3K) - Python library for reading and writing image data. BSD-2

GitHub (👨‍💻 100 · 🔀 260 · 📥 810 · 📦 98K · 📋 570 - 15% open · ⏱️ 29.07.2023):
```
 git clone https://github.com/imageio/imageio
```
PyPi (📥 15M / month · 📦 2.9K · ⏱️ 12.06.2023):
```
 pip install imageio
```
Conda (📥 5.4M · ⏱️ 12.06.2023):
```
 conda install -c conda-forge imageio
```

MoviePy (🥇37 · ⭐ 11K) - Video editing with Python. MIT

GitHub (👨‍💻 160 · 🔀 1.4K · 📦 27K · 📋 1.4K - 26% open · ⏱️ 11.07.2023):
```
 git clone https://github.com/Zulko/moviepy
```
PyPi (📥 670K / month · 📦 910 · ⏱️ 15.12.2021):
```
 pip install moviepy
```
Conda (📥 200K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge moviepy
```

InsightFace (🥇36 · ⭐ 17K · 📈) - State-of-the-art 2D and 3D Face Analysis Project. MIT

GitHub (👨‍💻 57 · 🔀 4.6K · 📥 280K · 📦 610 · 📋 2.3K - 41% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/deepinsight/insightface
```
PyPi (📥 250K / month · 📦 10 · ⏱️ 17.12.2022):
```
 pip install insightface
```

PyTorch Image Models (🥈35 · ⭐ 26K) - PyTorch image models, scripts, pretrained weights --.. Apache-2

GitHub (👨‍💻 100 · 🔀 4.1K · 📥 5.1M · 📦 4 · 📋 770 - 8% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/rwightman/pytorch-image-models
```
PyPi (📥 3.5M / month):
```
 pip install timm
```
Conda (📥 85K · ⏱️ 04.08.2023):
```
 conda install -c conda-forge timm
```

detectron2 (🥈34 · ⭐ 26K) - Detectron2 is a platform for object detection, segmentation.. Apache-2

GitHub (👨‍💻 260 · 🔀 6.7K · 📦 1.3K · 📋 3.4K - 10% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/facebookresearch/detectron2
```
PyPi (📦 6 · ⏱️ 06.02.2020):
```
 pip install detectron2
```

Conda (📥 200K · ⏱️ 23.06.2023):

 conda install -c conda-forge detectron2

MMDetection (🥈34 · ⭐ 25K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2

GitHub (👨‍💻 410 · 🔀 8K · 📦 4 · 📋 7.3K - 11% open · ⏱️ 30.06.2023):
```
 git clone https://github.com/open-mmlab/mmdetection
```
PyPi (📥 170K / month):
```
 pip install mmdet
```

Albumentations (🥈34 · ⭐ 12K) - Fast image augmentation library and an easy-to-use wrapper.. MIT

GitHub (👨‍💻 130 · 🔀 1.5K · 📦 17K · 📋 780 - 45% open · ⏱️ 10.06.2023):
```
 git clone https://github.com/albumentations-team/albumentations
```
PyPi (📥 940K / month):
```
 pip install albumentations
```

Conda (📥 130K · ⏱️ 12.06.2023):

 conda install -c conda-forge albumentations

opencv-python (🥈34 · ⭐ 3.7K · 📈) - Automated CI toolchain to produce precompiled opencv-python,.. MIT

GitHub (👨‍💻 47 · 🔀 730 · 📋 690 - 10% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/opencv/opencv-python
```
PyPi (📥 9.2M / month · 📦 11K · ⏱️ 09.08.2023):
```
 pip install opencv-python
```

Wand (🥈34 · ⭐ 1.3K) - The ctypes-based simple ImageMagick binding for Python. MIT

GitHub (👨‍💻 100 · 🔀 200 · 📥 21K · 📦 17K · 📋 400 - 5% open · ⏱️ 16.06.2023):
```
 git clone https://github.com/emcconville/wand
```
PyPi (📥 770K / month · 📦 710 · ⏱️ 05.01.2023):
```
 pip install wand
```
Conda (📥 28K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge wand
```

PaddleSeg (🥈33 · ⭐ 7.4K) - Easy-to-use image segmentation library with awesome pre-.. Apache-2

GitHub (👨‍💻 110 · 🔀 1.5K · 📦 980 · 📋 1.9K - 15% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/PaddlePaddle/PaddleSeg
```
PyPi (📥 2.3K / month · 📦 4 · ⏱️ 30.11.2022):
```
 pip install paddleseg
```

deepface (🥈32 · ⭐ 7.1K) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT

GitHub (👨‍💻 43 · 🔀 1.4K · 📦 1.7K · 📋 740 - 1% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/serengil/deepface
```
PyPi (📥 28K / month · 📦 12 · ⏱️ 24.01.2023):
```
 pip install deepface
```

PaddleDetection (🥈31 · ⭐ 11K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2

GitHub (👨‍💻 140 · 🔀 2.6K · 📦 100 · 📋 5K - 23% open · ⏱️ 30.07.2023):
```
 git clone https://github.com/PaddlePaddle/PaddleDetection
```
PyPi (📥 960 / month · 📦 1 · ⏱️ 19.09.2022):
```
 pip install paddledet
```

ImageHash (🥈31 · ⭐ 2.8K) - A Python Perceptual Image Hashing Module. BSD-2

GitHub (👨‍💻 25 · 🔀 320 · 📦 10K · 📋 120 - 7% open · ⏱️ 05.08.2023):
```
 git clone https://github.com/JohannesBuchner/imagehash
```
PyPi (📥 1.2M / month · 📦 370 · ⏱️ 28.09.2022):
```
 pip install ImageHash
```

Conda (📥 330K · ⏱️ 16.06.2023):

 conda install -c conda-forge imagehash

vit-pytorch (🥈30 · ⭐ 15K) - Implementation of Vision Transformer, a simple way to achieve.. MIT

GitHub (👨‍💻 18 · 🔀 2.4K · 📦 300 · 📋 230 - 46% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/lucidrains/vit-pytorch
```
PyPi (📥 15K / month · 📦 6 · ⏱️ 09.08.2023):
```
 pip install vit-pytorch
```

imageai (🥈30 · ⭐ 8K) - A python library built to empower developers to build applications and.. MIT

GitHub (👨‍💻 19 · 🔀 2.1K · 📥 870K · 📦 1.4K · 📋 740 - 40% open · ⏱️ 19.06.2023):
```
 git clone https://github.com/OlafenwaMoses/ImageAI
```
PyPi (📥 5.6K / month · 📦 18 · ⏱️ 02.01.2023):
```
 pip install imageai
```
Conda (📥 6.2K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge imageai
```

lightly (🥈30 · ⭐ 2.4K) - A python library for self-supervised learning on images. MIT

GitHub (👨‍💻 29 · 🔀 210 · 📦 160 · 📋 440 - 18% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/lightly-ai/lightly
```
PyPi (📥 8.7K / month · 📦 4 · ⏱️ 08.08.2023):
```
 pip install lightly
```

sahi (🥈29 · ⭐ 2.9K) - Framework agnostic sliced/tiled inference + interactive ui + error analysis.. MIT

GitHub (👨‍💻 31 · 🔀 420 · 📥 17K · 📦 580 · ⏱️ 13.06.2023):
```
 git clone https://github.com/obss/sahi
```
PyPi (📥 73K / month · 📦 9 · ⏱️ 25.06.2022):
```
 pip install sahi
```
Conda (📥 46K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge sahi
```

doctr (🥈29 · ⭐ 2K) - docTR (Document Text Recognition) - a seamless, high-.. Apache-2

GitHub (👨‍💻 35 · 🔀 270 · 📥 1.7M · 📦 170 · 📋 260 - 16% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/mindee/doctr
```
PyPi (📥 9.1K / month · 📦 3 · ⏱️ 29.09.2022):
```
 pip install python-doctr
```

Face Alignment (🥉28 · ⭐ 6.4K) - 2D and 3D Face alignment library build using pytorch. BSD-3

GitHub (👨‍💻 25 · 🔀 1.3K · 📦 4 · 📋 300 - 22% open · ⏱️ 06.06.2023):
```
 git clone https://github.com/1adrianb/face-alignment
```
PyPi (📥 54K / month):
```
 pip install face-alignment
```

GluonCV (🥉28 · ⭐ 5.6K · 💤) - Gluon CV Toolkit. Apache-2

GitHub (👨‍💻 120 · 🔀 1.2K · 📦 4 · 📋 840 - 7% open · ⏱️ 19.01.2023):
```
 git clone https://github.com/dmlc/gluon-cv
```
PyPi (📥 45K / month · 📦 61 · ⏱️ 07.07.2022):
```
 pip install gluoncv
```

facenet-pytorch (🥉28 · ⭐ 3.7K) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT

GitHub (👨‍💻 15 · 🔀 800 · 📥 660K · 📦 1.2K · 📋 170 - 36% open · ⏱️ 06.04.2023):
```
 git clone https://github.com/timesler/facenet-pytorch
```
PyPi (📥 27K / month · 📦 19 · ⏱️ 10.03.2021):
```
 pip install facenet-pytorch
```

vidgear (🥉28 · ⭐ 2.9K) - A High-performance cross-platform Video Processing Python framework.. Apache-2

GitHub (👨‍💻 13 · 🔀 230 · 📥 900 · 📦 430 · 📋 260 - 1% open · ⏱️ 22.07.2023):
```
 git clone https://github.com/abhiTronix/vidgear
```
PyPi (📥 15K / month · 📦 7 · ⏱️ 22.07.2023):
```
 pip install vidgear
```

Augmentor (🥉27 · ⭐ 4.9K · 📈) - Image augmentation library in Python for machine learning. MIT

GitHub (👨‍💻 23 · 🔀 870 · 📦 630 · 📋 210 - 64% open · ⏱️ 29.03.2023):
```
 git clone https://github.com/mdbloice/Augmentor
```
PyPi (📥 11K / month · 📦 29 · ⏱️ 27.04.2022):
```
 pip install Augmentor
```

layout-parser (🥉27 · ⭐ 3.8K · 💤) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2

GitHub (👨‍💻 8 · 🔀 380 · 📦 480 · 📋 140 - 61% open · ⏱️ 06.08.2022):
```
 git clone https://github.com/Layout-Parser/layout-parser
```
PyPi (📥 77K / month · 📦 4 · ⏱️ 06.04.2022):
```
 pip install layoutparser
```

mahotas (🥉27 · ⭐ 810) - Computer Vision in Python. MIT

GitHub (👨‍💻 34 · 🔀 150 · 📦 1.1K · 📋 86 - 24% open · ⏱️ 09.06.2023):
```
 git clone https://github.com/luispedro/mahotas
```
PyPi (📥 9.9K / month · 📦 130 · ⏱️ 28.06.2022):
```
 pip install mahotas
```
Conda (📥 380K · ⏱️ 26.07.2023):
```
 conda install -c conda-forge mahotas
```

CellProfiler (🥉26 · ⭐ 780) - An open-source application for biological image analysis. BSD-3

GitHub (👨‍💻 140 · 🔀 350 · 📥 5.4K · 📦 20 · 📋 3.2K - 8% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/CellProfiler/CellProfiler
```
PyPi (📥 600 / month · 📦 1 · ⏱️ 22.07.2021):
```
 pip install cellprofiler
```

Image Deduplicator (🥉25 · ⭐ 4.6K) - Finding duplicate images made easy!. Apache-2

GitHub (👨‍💻 15 · 🔀 420 · 📦 55 · 📋 130 - 35% open · ⏱️ 28.04.2023):
```
 git clone https://github.com/idealo/imagededup
```
PyPi (📥 1.9K / month · 📦 5 · ⏱️ 28.04.2023):
```
 pip install imagededup
```

MMF (🥉24 · ⭐ 5.3K) - A modular framework for vision & language multimodal research from.. BSD-3

GitHub (👨‍💻 120 · 🔀 880 · 📦 14 · 📋 780 - 30% open · ⏱️ 11.07.2023):
```
 git clone https://github.com/facebookresearch/mmf
```
PyPi (📥 270 / month · 📦 1 · ⏱️ 12.06.2020):
```
 pip install mmf
```

pytorchvideo (🥉24 · ⭐ 3K) - A deep learning library for video understanding research. Apache-2

GitHub (👨‍💻 54 · 🔀 350 · 📋 190 - 46% open · ⏱️ 25.07.2023):
```
 git clone https://github.com/facebookresearch/pytorchvideo
```
PyPi (📥 39K / month · 📦 7 · ⏱️ 20.01.2022):
```
 pip install pytorchvideo
```

ffcv (🥉24 · ⭐ 2.6K) - FFCV: Fast Forward Computer Vision (and other ML workloads!). Apache-2

GitHub (👨‍💻 27 · 🔀 160 · 📦 28 · 📋 240 - 34% open · ⏱️ 05.07.2023):
```
 git clone https://github.com/libffcv/ffcv
```
PyPi (📥 730 / month · 📦 1 · ⏱️ 28.01.2022):
```
 pip install ffcv
```

kubric (🥉24 · ⭐ 2K) - A data generation pipeline for creating semi-realistic synthetic multi-.. Apache-2

GitHub (👨‍💻 23 · 🔀 170 · 📦 3 · 📋 180 - 30% open · ⏱️ 31.03.2023):
```
 git clone https://github.com/google-research/kubric
```
PyPi (📥 4.7K / month · ⏱️ 10.08.2023):
```
 pip install kubric-nightly
```

vissl (🥉23 · ⭐ 3.1K) - VISSL is FAIRs library of extensible, modular and scalable components.. MIT

GitHub (👨‍💻 37 · 🔀 310 · 📦 23 · 📋 180 - 42% open · ⏱️ 27.07.2023):
```
 git clone https://github.com/facebookresearch/vissl
```
PyPi (📥 260 / month · 📦 1 · ⏱️ 02.11.2021):
```
 pip install vissl
```

Norfair (🥉23 · ⭐ 1.9K) - Lightweight Python library for adding real-time multi-object tracking.. BSD-3

GitHub (👨‍💻 24 · 🔀 190 · 📥 280 · 📦 130 · 📋 130 - 3% open · ⏱️ 15.05.2023):
```
 git clone https://github.com/tryolabs/norfair
```
PyPi (📥 4.7K / month · 📦 3 · ⏱️ 30.05.2022):
```
 pip install norfair
```

Classy Vision (🥉23 · ⭐ 1.6K) - An end-to-end PyTorch framework for image and video.. MIT

GitHub (👨‍💻 77 · 🔀 270 · 📋 77 - 16% open · ⏱️ 23.03.2023):
```
 git clone https://github.com/facebookresearch/ClassyVision
```
PyPi (📥 1.7K / month):
```
 pip install classy_vision
```

Conda (📥 18K · ⏱️ 16.06.2023):

 conda install -c conda-forge classy_vision

icevision (🥉23 · ⭐ 830 · 💤) - An Agnostic Computer Vision Framework - Pluggable to any.. Apache-2

GitHub (👨‍💻 41 · 🔀 140 · 📋 570 - 10% open · ⏱️ 07.12.2022):
```
 git clone https://github.com/airctic/icevision
```
PyPi (📥 6.6K / month · 📦 6 · ⏱️ 10.02.2022):
```
 pip install icevision
```

pyvips (🥉23 · ⭐ 530) - python binding for libvips using cffi. MIT

GitHub (👨‍💻 16 · 🔀 47 · 📦 560 · 📋 370 - 40% open · ⏱️ 30.06.2023):
```
 git clone https://github.com/libvips/pyvips
```
PyPi (📥 50K / month · 📦 46 · ⏱️ 12.06.2022):
```
 pip install pyvips
```
Conda (📥 64K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pyvips
```

pycls (🥉22 · ⭐ 2.1K) - Codebase for Image Classification Research, written in PyTorch. MIT

GitHub (👨‍💻 18 · 🔀 230 · 📦 14 · 📋 81 - 30% open · ⏱️ 12.06.2023):
```
 git clone https://github.com/facebookresearch/pycls
```
PyPi (📥 350K / month · ⏱️ 05.09.2020):
```
 pip install pycls
```

DE⫶TR (🥉20 · ⭐ 11K) - End-to-End Object Detection with Transformers. Apache-2

GitHub (👨‍💻 26 · 🔀 2.1K · 📦 4 · 📋 510 - 44% open · ⏱️ 07.02.2023):
```
 git clone https://github.com/facebookresearch/detr
```

PySlowFast (🥉20 · ⭐ 5.8K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2

GitHub (👨‍💻 31 · 🔀 1.1K · 📦 13 · 📋 620 - 55% open · ⏱️ 13.06.2023):
```
 git clone https://github.com/facebookresearch/SlowFast
```
PyPi (📥 18 / month · ⏱️ 15.01.2020):
```
 pip install pyslowfast
```

image-match (🥉20 · ⭐ 2.9K · 💤) - 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 (📥 940 / month · 📦 4 · ⏱️ 13.02.2017):
```
 pip install image_match
```

tensorflow-graphics (🥉20 · ⭐ 2.7K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2

GitHub (👨‍💻 39 · 🔀 350 · 📋 170 - 47% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/tensorflow/graphics
```
PyPi (📥 3.2K / month):
```
 pip install tensorflow-graphics
```

scenic (🥉19 · ⭐ 2.4K) - Scenic: A Jax Library for Computer Vision Research and Beyond. Apache-2

GitHub (👨‍💻 66 · 🔀 330 · 📋 220 - 67% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/google-research/scenic
```

Show 19 hidden projects...

scikit-image (🥇42 · ⭐ 5.5K) - Image processing in Python. ❗Unlicensed
imgaug (🥈35 · ⭐ 14K · 💀) - Image augmentation for machine learning experiments. MIT
glfw (🥈34 · ⭐ 11K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
PyTorch3D (🥈31 · ⭐ 7.5K) - PyTorch3D is FAIRs library of reusable components for.. ❗Unlicensed
imutils (🥈31 · ⭐ 4.4K · 💀) - A series of convenience functions to make basic image processing.. MIT
Face Recognition (🥈30 · ⭐ 49K · 💀) - The worlds simplest facial recognition api for Python.. MIT
mtcnn (🥉27 · ⭐ 2K · 💀) - MTCNN face detection implementation for TensorFlow, as a PIP package. MIT
chainercv (🥉27 · ⭐ 1.5K · 💀) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
Pillow-SIMD (🥉25 · ⭐ 2K) - The friendly PIL fork. ❗️PIL
segmentation_models (🥉24 · ⭐ 4.4K · 💀) - Segmentation models with pretrained backbones. Keras.. MIT
Image Super-Resolution (🥉23 · ⭐ 4.3K · 💀) - Super-scale your images and run experiments with.. Apache-2
Luminoth (🥉23 · ⭐ 2.4K · 💀) - Deep Learning toolkit for Computer Vision. BSD-3
deep-daze (🥉22 · ⭐ 4.4K · 💀) - Simple command line tool for text to image generation using.. MIT
nude.py (🥉21 · ⭐ 910 · 💀) - Nudity detection with Python. MIT
detecto (🥉21 · ⭐ 600 · 💀) - Build fully-functioning computer vision models with PyTorch. MIT
solt (🥉19 · ⭐ 260 · 💀) - Streaming over lightweight data transformations. MIT
Caer (🥉17 · ⭐ 700 · 💀) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
HugsVision (🥉15 · ⭐ 180 · 💤) - HugsVision is a easy to use huggingface wrapper for state-of-.. MIT huggingface
Torch Points 3D (🥉14 · ⭐ 160 · 💀) - Pytorch framework for doing deep learning on point.. BSD-3

Graph Data

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

networkx (🥇44 · ⭐ 13K) - Network Analysis in Python. BSD-3

GitHub (👨‍💻 660 · 🔀 3K · 📥 65 · 📦 180K · 📋 3.2K - 12% open · ⏱️ 04.08.2023):
```
 git clone https://github.com/networkx/networkx
```
PyPi (📥 27M / month · 📦 14K · ⏱️ 04.04.2023):
```
 pip install networkx
```
Conda (📥 13M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge networkx
```

dgl (🥇39 · ⭐ 12K) - Python package built to ease deep learning on graph, on top of existing DL.. Apache-2

GitHub (👨‍💻 270 · 🔀 2.9K · 📦 130 · 📋 2.4K - 17% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/dmlc/dgl
```
PyPi (📥 95K / month · 📦 67 · ⏱️ 20.09.2022):
```
 pip install dgl
```

PyTorch Geometric (🥇38 · ⭐ 18K) - Graph Neural Network Library for PyTorch. MIT

GitHub (👨‍💻 430 · 🔀 3.3K · 📋 3.2K - 25% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/pyg-team/pytorch_geometric
```
PyPi (📥 190K / month · 📦 95 · ⏱️ 27.04.2023):
```
 pip install torch-geometric
```

Conda (📥 29K · ⏱️ 16.06.2023):

 conda install -c conda-forge pytorch_geometric

ogb (🥈31 · ⭐ 1.7K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT

GitHub (👨‍💻 32 · 🔀 400 · 📦 1K · 📋 280 - 6% open · ⏱️ 10.06.2023):
```
 git clone https://github.com/snap-stanford/ogb
```
PyPi (📥 30K / month · 📦 22 · ⏱️ 02.11.2022):
```
 pip install ogb
```
Conda (📥 26K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge ogb
```

Spektral (🥈28 · ⭐ 2.3K) - Graph Neural Networks with Keras and Tensorflow 2. MIT

GitHub (👨‍💻 27 · 🔀 340 · 📦 230 · 📋 260 - 24% open · ⏱️ 01.06.2023):
```
 git clone https://github.com/danielegrattarola/spektral
```
PyPi (📥 7.7K / month · 📦 6 · ⏱️ 01.06.2023):
```
 pip install spektral
```

pygraphistry (🥈28 · ⭐ 1.9K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3

GitHub (👨‍💻 38 · 🔀 190 · 📦 94 · 📋 290 - 49% open · ⏱️ 19.07.2023):
```
 git clone https://github.com/graphistry/pygraphistry
```
PyPi (📥 3.5K / month · 📦 5 · ⏱️ 19.07.2023):
```
 pip install graphistry
```

Paddle Graph Learning (🥈27 · ⭐ 1.5K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2

GitHub (👨‍💻 31 · 🔀 300 · 📦 44 · 📋 200 - 40% open · ⏱️ 04.08.2023):
```
 git clone https://github.com/PaddlePaddle/PGL
```
PyPi (📥 1.6K / month · 📦 2 · ⏱️ 03.08.2022):
```
 pip install pgl
```

AmpliGraph (🥈26 · ⭐ 2K) - Python library for Representation Learning on Knowledge.. Apache-2

GitHub (👨‍💻 20 · 🔀 240 · 📦 41 · 📋 220 - 14% open · ⏱️ 12.07.2023):
```
 git clone https://github.com/Accenture/AmpliGraph
```
PyPi (📥 620 / month · ⏱️ 25.05.2021):
```
 pip install ampligraph
```

pytorch_geometric_temporal (🥈25 · ⭐ 2.2K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT

GitHub (👨‍💻 28 · 🔀 310 · 📋 170 - 7% open · ⏱️ 01.07.2023):

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

PyPi (📥 2.3K / month · 📦 4 · ⏱️ 04.09.2022):
```
 pip install torch-geometric-temporal
```

PyKEEN (🥈25 · ⭐ 1.3K) - A Python library for learning and evaluating knowledge graph embeddings. MIT

GitHub (👨‍💻 36 · 🔀 160 · 📥 170 · 📋 530 - 20% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/pykeen/pykeen
```
PyPi (📥 4K / month · 📦 5 · ⏱️ 22.02.2023):
```
 pip install pykeen
```

Node2Vec (🥈25 · ⭐ 1.1K · 💤) - Implementation of the node2vec algorithm. MIT

GitHub (👨‍💻 11 · 🔀 230 · 📦 440 · 📋 89 - 3% open · ⏱️ 19.10.2022):
```
 git clone https://github.com/eliorc/node2vec
```
PyPi (📥 150K / month · 📦 18 · ⏱️ 01.08.2022):
```
 pip install node2vec
```
Conda (📥 26K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge node2vec
```

PyTorch-BigGraph (🥈24 · ⭐ 3.3K · 💤) - Generate embeddings from large-scale graph-structured.. BSD-3

GitHub (👨‍💻 29 · 🔀 430 · 📥 160 · 📋 190 - 28% open · ⏱️ 08.12.2022):
```
 git clone https://github.com/facebookresearch/PyTorch-BigGraph
```
PyPi (📥 320K / month · 📦 3 · ⏱️ 01.05.2019):
```
 pip install torchbiggraph
```

graph-nets (🥉22 · ⭐ 5.3K · 💤) - Build Graph Nets in Tensorflow. Apache-2

GitHub (👨‍💻 11 · 🔀 780 · 📦 4 · 📋 130 - 5% open · ⏱️ 12.12.2022):
```
 git clone https://github.com/deepmind/graph_nets
```
PyPi (📥 1.6K / month · 📦 8 · ⏱️ 29.01.2020):
```
 pip install graph-nets
```

jraph (🥉22 · ⭐ 1.2K · 💤) - A Graph Neural Network Library in Jax. Apache-2

GitHub (👨‍💻 17 · 🔀 77 · 📦 90 · 📋 38 - 31% open · ⏱️ 31.08.2022):
```
 git clone https://github.com/deepmind/jraph
```
PyPi (📥 8.3K / month · 📦 6 · ⏱️ 12.08.2022):
```
 pip install jraph
```
Conda (📥 3.3K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge jraph
```

torch-cluster (🥉22 · ⭐ 670) - PyTorch Extension Library of Optimized Graph Cluster.. MIT

GitHub (👨‍💻 31 · 🔀 120 · 📋 140 - 19% open · ⏱️ 05.06.2023):
```
 git clone https://github.com/rusty1s/pytorch_cluster
```
PyPi (📥 11K / month · 📦 37 · ⏱️ 11.03.2022):
```
 pip install torch-cluster
```

Conda (📥 77K · ⏱️ 16.06.2023):

 conda install -c conda-forge pytorch_cluster

graph4nlp (🥉21 · ⭐ 1.6K · 💤) - Graph4nlp is the library for the easy use of Graph.. Apache-2

GitHub (👨‍💻 27 · 🔀 190 · 📋 170 - 6% open · ⏱️ 13.11.2022):
```
 git clone https://github.com/graph4ai/graph4nlp
```
PyPi (📥 130 / month · ⏱️ 20.01.2022):
```
 pip install graph4nlp
```

deepsnap (🥉20 · ⭐ 490) - Python library assists deep learning on graphs. MIT

GitHub (👨‍💻 17 · 🔀 51 · 📥 10 · 📦 62 · 📋 44 - 45% open · ⏱️ 27.03.2023):
```
 git clone https://github.com/snap-stanford/deepsnap
```
PyPi (📥 500 / month · 📦 1 · ⏱️ 05.09.2021):
```
 pip install deepsnap
```

GraphGym (🥉19 · ⭐ 1.4K) - Platform for designing and evaluating Graph Neural Networks (GNN). MIT

GitHub (👨‍💻 6 · 🔀 160 · 📥 26 · 📦 4 · 📋 41 - 31% open · ⏱️ 14.03.2023):
```
 git clone https://github.com/snap-stanford/GraphGym
```
PyPi (📥 77 / month · ⏱️ 24.03.2022):
```
 pip install graphgym
```

kglib (🥉16 · ⭐ 540 · 💤) - TypeDB-ML is the Machine Learning integrations library for TypeDB. Apache-2

GitHub (👨‍💻 11 · 🔀 98 · 📥 220 · 📋 62 - 17% open · ⏱️ 09.11.2022):
```
 git clone https://github.com/vaticle/kglib
```
PyPi (📥 120 / month · ⏱️ 19.08.2020):
```
 pip install grakn-kglib
```

OpenKE (🥉15 · ⭐ 3.5K · 💤) - An Open-Source Package for Knowledge Embedding (KE). MIT

GitHub (👨‍💻 11 · 🔀 950 · 📋 370 - 4% open · ⏱️ 03.11.2022):
```
 git clone https://github.com/thunlp/OpenKE
```

OpenNE (🥉15 · ⭐ 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
```

AutoGL (🥉15 · ⭐ 940 · 💤) - An autoML framework & toolkit for machine learning on graphs. Apache-2

GitHub (👨‍💻 15 · 🔀 110 · 📋 30 - 30% open · ⏱️ 30.12.2022):
```
 git clone https://github.com/THUMNLab/AutoGL
```
PyPi (📥 1 / month · ⏱️ 23.12.2020):
```
 pip install auto-graph-learning
```

Show 14 hidden projects...

igraph (🥇33 · ⭐ 1.1K) - Python interface for igraph. ❗️GPL-2.0
StellarGraph (🥈29 · ⭐ 2.8K · 💀) - StellarGraph - Machine Learning on Graphs. Apache-2
pygal (🥈27 · ⭐ 2.6K) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
DIG (🥈24 · ⭐ 1.6K) - A library for graph deep learning research. ❗️GPL-3.0
Karate Club (🥉22 · ⭐ 1.9K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0
DeepWalk (🥉21 · ⭐ 2.6K · 💀) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
pyRDF2Vec (🥉21 · ⭐ 220) - Python Implementation and Extension of RDF2Vec. MIT
Sematch (🥉19 · ⭐ 410 · 💀) - semantic similarity framework for knowledge graph. Apache-2
DeepGraph (🥉17 · ⭐ 280) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
GraphEmbedding (🥉16 · ⭐ 3.4K · 💀) - Implementation and experiments of graph embedding.. MIT
Euler (🥉16 · ⭐ 2.9K · 💀) - A distributed graph deep learning framework. Apache-2
GraphSAGE (🥉14 · ⭐ 3.1K · 💀) - Representation learning on large graphs using stochastic.. MIT
GraphVite (🥉14 · ⭐ 1.1K · 💀) - GraphVite: A General and High-performance Graph Embedding.. Apache-2
ptgnn (🥉14 · ⭐ 370 · 💀) - A PyTorch Graph Neural Network Library. MIT

Audio Data

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

espnet (🥇38 · ⭐ 6.9K) - End-to-End Speech Processing Toolkit. Apache-2

GitHub (👨‍💻 360 · 🔀 2K · 📥 79 · 📦 210 · 📋 2.2K - 9% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/espnet/espnet
```
PyPi (📥 32K / month · 📦 5 · ⏱️ 03.08.2023):
```
 pip install espnet
```

speechbrain (🥇38 · ⭐ 6.4K) - A PyTorch-based Speech Toolkit. Apache-2

GitHub (👨‍💻 210 · 🔀 1.1K · 📦 880 · 📋 970 - 17% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/speechbrain/speechbrain
```
PyPi (📥 180K / month · 📦 14 · ⏱️ 22.07.2023):
```
 pip install speechbrain
```

torchaudio (🥇35 · ⭐ 2.2K) - Data manipulation and transformation for audio signal.. BSD-2

GitHub (👨‍💻 210 · 🔀 590 · 📋 920 - 26% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/pytorch/audio
```
PyPi (📥 1.1M / month · 📦 350 · ⏱️ 08.05.2023):
```
 pip install torchaudio
```

Coqui TTS (🥈34 · ⭐ 14K) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0

GitHub (👨‍💻 140 · 🔀 1.8K · 📥 1.2M · 📋 680 - 5% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/coqui-ai/TTS
```
PyPi (📥 32K / month · 📦 14 · ⏱️ 31.07.2023):
```
 pip install tts
```
Conda (📥 9.4K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge tts
```

Pydub (🥈34 · ⭐ 7.5K · 💤) - Manipulate audio with a simple and easy high level interface. MIT

GitHub (👨‍💻 95 · 🔀 950 · 📦 34K · 📋 570 - 53% open · ⏱️ 08.12.2022):
```
 git clone https://github.com/jiaaro/pydub
```
PyPi (📥 3.3M / month · 📦 1.1K · ⏱️ 10.03.2021):
```
 pip install pydub
```
Conda (📥 60K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pydub
```

SpeechRecognition (🥈33 · ⭐ 7.4K) - Speech recognition module for Python, supporting several.. BSD-3

GitHub (👨‍💻 49 · 🔀 2.3K · 📦 4 · 📋 600 - 49% open · ⏱️ 13.03.2023):
```
 git clone https://github.com/Uberi/speech_recognition
```
PyPi (📥 440K / month · 📦 790 · ⏱️ 04.12.2022):
```
 pip install SpeechRecognition
```

Conda (📥 170K · ⏱️ 16.06.2023):

 conda install -c conda-forge speechrecognition

librosa (🥈33 · ⭐ 6.1K) - Python library for audio and music analysis. ISC

GitHub (👨‍💻 120 · 🔀 890 · 📋 1.1K - 3% open · ⏱️ 14.07.2023):
```
 git clone https://github.com/librosa/librosa
```
PyPi (📥 2.1M / month · 📦 1.4K · ⏱️ 17.03.2023):
```
 pip install librosa
```
Conda (📥 680K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge librosa
```

spleeter (🥈31 · ⭐ 23K) - Deezer source separation library including pretrained models. MIT

GitHub (👨‍💻 19 · 🔀 2.5K · 📥 2.5M · 📦 560 · 📋 760 - 26% open · ⏱️ 13.07.2023):
```
 git clone https://github.com/deezer/spleeter
```
PyPi (📥 16K / month · 📦 6 · ⏱️ 10.06.2022):
```
 pip install spleeter
```
Conda (📥 78K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge spleeter
```

Magenta (🥈31 · ⭐ 19K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2

GitHub (👨‍💻 160 · 🔀 3.7K · 📦 460 · 📋 960 - 38% open · ⏱️ 11.07.2023):
```
 git clone https://github.com/magenta/magenta
```
PyPi (📥 3.2K / month · 📦 38 · ⏱️ 31.07.2018):
```
 pip install magenta
```

audiomentations (🥈29 · ⭐ 1.5K · 📈) - A Python library for audio data augmentation. Inspired by.. MIT

GitHub (👨‍💻 24 · 🔀 170 · 📦 320 · 📋 160 - 25% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/iver56/audiomentations
```
PyPi (📥 11K / month · 📦 4 · ⏱️ 15.06.2022):
```
 pip install audiomentations
```

audioread (🥈29 · ⭐ 440 · 💤) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio.. MIT

GitHub (👨‍💻 23 · 🔀 110 · 📦 14K · 📋 88 - 40% open · ⏱️ 18.11.2022):
```
 git clone https://github.com/beetbox/audioread
```
PyPi (📥 1M / month · 📦 350 · ⏱️ 12.08.2022):
```
 pip install audioread
```

Conda (📥 690K · ⏱️ 16.06.2023):

 conda install -c conda-forge audioread

pyAudioAnalysis (🥉28 · ⭐ 5.4K · 💤) - Python Audio Analysis Library: Feature Extraction,.. Apache-2

GitHub (👨‍💻 27 · 🔀 1.1K · 📦 370 · 📋 310 - 60% open · ⏱️ 18.09.2022):
```
 git clone https://github.com/tyiannak/pyAudioAnalysis
```
PyPi (📥 15K / month · 📦 19 · ⏱️ 07.02.2022):
```
 pip install pyAudioAnalysis
```

Porcupine (🥉28 · ⭐ 3.1K) - On-device wake word detection powered by deep learning. Apache-2

GitHub (👨‍💻 35 · 🔀 440 · 📦 21 · 📋 470 - 0% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/Picovoice/Porcupine
```
PyPi (📥 3.3K / month · 📦 11 · ⏱️ 28.06.2022):
```
 pip install pvporcupine
```

tinytag (🥉28 · ⭐ 610) - Read audio and music meta data and duration of MP3, OGG, OPUS, MP4, M4A,.. MIT

GitHub (👨‍💻 26 · 🔀 100 · 📦 830 · 📋 110 - 14% open · ⏱️ 17.07.2023):
```
 git clone https://github.com/devsnd/tinytag
```
PyPi (📥 18K / month · 📦 110 · ⏱️ 12.03.2022):
```
 pip install tinytag
```

DDSP (🥉25 · ⭐ 2.6K) - DDSP: Differentiable Digital Signal Processing. Apache-2

GitHub (👨‍💻 32 · 🔀 300 · 📦 42 · 📋 160 - 23% open · ⏱️ 30.06.2023):
```
 git clone https://github.com/magenta/ddsp
```
PyPi (📥 5.1K / month · 📦 1 · ⏱️ 25.05.2022):
```
 pip install ddsp
```
Conda (📥 14K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge ddsp
```

python-soundfile (🥉24 · ⭐ 580) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3

GitHub (👨‍💻 30 · 🔀 93 · 📥 16K · 📋 220 - 41% open · ⏱️ 24.03.2023):
```
 git clone https://github.com/bastibe/python-soundfile
```
PyPi (📥 1.4M / month · 📦 170 · ⏱️ 15.02.2023):
```
 pip install soundfile
```
Conda:
```
 conda install -c anaconda pysoundfile
```

nnAudio (🥉20 · ⭐ 880) - Audio processing by using pytorch 1D convolution network. MIT

GitHub (👨‍💻 14 · 🔀 85 · 📦 120 · 📋 59 - 28% open · ⏱️ 28.03.2023):
```
 git clone https://github.com/KinWaiCheuk/nnAudio
```
PyPi (📥 4.1K / month · 📦 3 · ⏱️ 24.12.2021):
```
 pip install nnAudio
```

Julius (🥉20 · ⭐ 360 · 💤) - Fast PyTorch based DSP for audio and 1D signals. MIT

GitHub (👨‍💻 2 · 🔀 25 · 📦 520 · 📋 11 - 18% open · ⏱️ 19.09.2022):
```
 git clone https://github.com/adefossez/julius
```
PyPi (📥 160K / month · 📦 6 · ⏱️ 20.09.2022):
```
 pip install julius
```

Show 11 hidden projects...

DeepSpeech (🥈34 · ⭐ 23K · 💀) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
aubio (🥉28 · ⭐ 3K · 💀) - a library for audio and music analysis. ❗️GPL-3.0
Essentia (🥉28 · ⭐ 2.5K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
Madmom (🥉26 · ⭐ 1.1K · 💀) - Python audio and music signal processing library. BSD-3
python_speech_features (🥉25 · ⭐ 2.3K · 💀) - This library provides common speech features for ASR.. MIT
TTS (🥉23 · ⭐ 7.8K · 💀) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
Dejavu (🥉22 · ⭐ 6.1K · 💀) - Audio fingerprinting and recognition in Python. MIT
kapre (🥉22 · ⭐ 900 · 💀) - kapre: Keras Audio Preprocessors. MIT
TimeSide (🥉21 · ⭐ 350) - scalable audio processing framework and server written in Python. ❗️AGPL-3.0
Muda (🥉17 · ⭐ 220 · 💀) - A library for augmenting annotated audio data. ISC
textlesslib (🥉9 · ⭐ 420 · 💀) - 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 (👨‍💻 230 · 🔀 2K · 📦 6.3K · 📋 2.7K - 8% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/visgl/deck.gl
```
PyPi (📥 1.4M / month · 📦 36 · ⏱️ 15.04.2023):
```
 pip install pydeck
```
Conda (📥 420K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pydeck
```
npm (📥 460K / month · 📦 470 · ⏱️ 03.08.2023):
```
 npm install deck.gl
```

GeoPandas (🥇39 · ⭐ 3.8K) - Python tools for geographic data. BSD-3

GitHub (👨‍💻 210 · 🔀 850 · 📥 2.1K · 📦 25K · 📋 1.6K - 27% open · ⏱️ 26.07.2023):
```
 git clone https://github.com/geopandas/geopandas
```
PyPi (📥 5.3M / month · 📦 1.6K · ⏱️ 06.06.2023):
```
 pip install geopandas
```

Conda (📥 3.1M · ⏱️ 06.06.2023):

 conda install -c conda-forge geopandas

folium (🥇38 · ⭐ 6.4K) - Python Data. Leaflet.js Maps. MIT

GitHub (👨‍💻 150 · 🔀 2.2K · 📦 28K · 📋 1K - 5% open · ⏱️ 13.07.2023):
```
 git clone https://github.com/python-visualization/folium
```
PyPi (📥 640K / month · 📦 770 · ⏱️ 12.12.2022):
```
 pip install folium
```
Conda (📥 2.2M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge folium
```

Rasterio (🥈37 · ⭐ 2K) - Rasterio reads and writes geospatial raster datasets. BSD-3

GitHub (👨‍💻 150 · 🔀 520 · 📥 850 · 📦 8.4K · 📋 1.7K - 8% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/rasterio/rasterio
```
PyPi (📥 1.7M / month · 📦 950 · ⏱️ 28.06.2023):
```
 pip install rasterio
```
Conda (📥 2.5M · ⏱️ 29.06.2023):
```
 conda install -c conda-forge rasterio
```

Shapely (🥈36 · ⭐ 3.4K) - Manipulation and analysis of geometric objects. BSD-3

GitHub (👨‍💻 150 · 🔀 540 · 📥 2.2K · 📦 50K · 📋 1.1K - 20% open · ⏱️ 30.07.2023):
```
 git clone https://github.com/shapely/shapely
```
PyPi (📥 13M / month · 📦 890 · ⏱️ 02.02.2023):
```
 pip install shapely
```
Conda (📥 8.1M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge shapely
```

pyproj (🥈36 · ⭐ 910) - Python interface to PROJ (cartographic projections and coordinate.. MIT

GitHub (👨‍💻 64 · 🔀 200 · 📦 22K · 📋 580 - 4% open · ⏱️ 21.07.2023):
```
 git clone https://github.com/pyproj4/pyproj
```
PyPi (📥 7.2M / month · 📦 1.9K · ⏱️ 12.06.2023):
```
 pip install pyproj
```
Conda (📥 6.4M · ⏱️ 14.06.2023):
```
 conda install -c conda-forge pyproj
```

geopy (🥈34 · ⭐ 4K · 💤) - Geocoding library for Python. MIT

GitHub (👨‍💻 130 · 🔀 620 · 📋 290 - 15% open · ⏱️ 13.11.2022):
```
 git clone https://github.com/geopy/geopy
```
PyPi (📥 4.1M / month · 📦 4K · ⏱️ 13.11.2022):
```
 pip install geopy
```
Conda (📥 1.1M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge geopy
```

Fiona (🥈34 · ⭐ 1.1K) - Fiona reads and writes geographic data files. BSD-3

GitHub (👨‍💻 68 · 🔀 200 · 📦 14K · 📋 760 - 5% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/Toblerity/Fiona
```
PyPi (📥 5.7M / month · 📦 870 · ⏱️ 23.05.2023):
```
 pip install fiona
```
Conda (📥 4.8M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge fiona
```

ipyleaflet (🥉32 · ⭐ 1.4K) - A Jupyter - Leaflet.js bridge. MIT

GitHub (👨‍💻 83 · 🔀 350 · 📦 4.9K · 📋 590 - 42% open · ⏱️ 02.06.2023):
```
 git clone https://github.com/jupyter-widgets/ipyleaflet
```
PyPi (📥 160K / month · 📦 150 · ⏱️ 02.06.2023):
```
 pip install ipyleaflet
```

Conda (📥 1.1M · ⏱️ 05.06.2023):

 conda install -c conda-forge ipyleaflet

npm (📥 52K / month · 📦 5 · ⏱️ 02.06.2023):
```
 npm install jupyter-leaflet
```

ArcGIS API (🥉31 · ⭐ 1.6K) - Documentation and samples for ArcGIS API for Python. Apache-2

GitHub (👨‍💻 87 · 🔀 1K · 📥 8.8K · 📋 640 - 9% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/Esri/arcgis-python-api
```
PyPi (📥 85K / month · 📦 31 · ⏱️ 27.01.2023):
```
 pip install arcgis
```

Docker Hub (📥 12K · ⭐ 40 · ⏱️ 17.06.2022):

 docker pull esridocker/arcgis-api-python-notebook

geojson (🥉29 · ⭐ 830) - Python bindings and utilities for GeoJSON. BSD-3

GitHub (👨‍💻 53 · 🔀 120 · 📦 13K · 📋 96 - 25% open · ⏱️ 28.05.2023):
```
 git clone https://github.com/jazzband/geojson
```
PyPi (📥 1.2M / month · 📦 1.2K · ⏱️ 26.01.2023):
```
 pip install geojson
```
Conda (📥 730K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge geojson
```

GeoViews (🥉28 · ⭐ 500) - Simple, concise geographical visualization in Python. BSD-3

GitHub (👨‍💻 29 · 🔀 71 · 📦 730 · 📋 330 - 33% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/holoviz/geoviews
```
PyPi (📥 7.6K / month · 📦 34 · ⏱️ 20.07.2023):
```
 pip install geoviews
```
Conda (📥 190K · ⏱️ 21.07.2023):
```
 conda install -c conda-forge geoviews
```

EarthPy (🥉27 · ⭐ 450) - A package built to support working with spatial data using open source.. BSD-3

GitHub (👨‍💻 43 · 🔀 150 · 📦 240 · 📋 230 - 9% open · ⏱️ 21.07.2023):
```
 git clone https://github.com/earthlab/earthpy
```
PyPi (📥 4.7K / month · 📦 17 · ⏱️ 01.10.2021):
```
 pip install earthpy
```
Conda (📥 67K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge earthpy
```

PySAL (🥉26 · ⭐ 1.2K) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3

GitHub (👨‍💻 78 · 🔀 280 · 📋 620 - 2% open · ⏱️ 01.08.2023):
```
 git clone https://github.com/pysal/pysal
```
PyPi (📥 23K / month · 📦 36 · ⏱️ 01.08.2023):
```
 pip install pysal
```
Conda (📥 510K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pysal
```

pymap3d (🥉25 · ⭐ 320) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2

GitHub (👨‍💻 15 · 🔀 79 · 📦 300 · 📋 53 - 16% open · ⏱️ 05.03.2023):
```
 git clone https://github.com/geospace-code/pymap3d
```
PyPi (📥 66K / month · 📦 20 · ⏱️ 05.03.2023):
```
 pip install pymap3d
```
Conda (📥 57K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pymap3d
```

Show 7 hidden projects...

Geocoder (🥈33 · ⭐ 1.5K · 💀) - Python Geocoder. MIT
Satpy (🥉30 · ⭐ 940) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
Sentinelsat (🥉28 · ⭐ 910) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
gmaps (🥉24 · ⭐ 750 · 💀) - Google maps for Jupyter notebooks. BSD-3
prettymaps (🥉23 · ⭐ 9.9K) - A small set of Python functions to draw pretty maps from.. ❗️AGPL-3.0
Mapbox GL (🥉23 · ⭐ 640 · 💀) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT
geoplotlib (🥉22 · ⭐ 1K · 💀) - 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 (🥇39 · ⭐ 10K) - Download market data from Yahoo! Finances API. Apache-2

GitHub (👨‍💻 89 · 🔀 1.9K · 📦 26K · 📋 1.2K - 15% open · ⏱️ 03.08.2023):
```
 git clone https://github.com/ranaroussi/yfinance
```
PyPi (📥 870K / month · 📦 250 · ⏱️ 03.08.2023):
```
 pip install yfinance
```
Conda (📥 79K · ⏱️ 16.06.2023):
```
 conda install -c ranaroussi yfinance
```

Qlib (🥈30 · ⭐ 12K) - Qlib is an AI-oriented quantitative investment platform that aims to.. MIT

GitHub (👨‍💻 120 · 🔀 2.1K · 📥 370 · 📦 4 · 📋 780 - 29% open · ⏱️ 04.08.2023):
```
 git clone https://github.com/microsoft/qlib
```
PyPi (📥 2.4K / month · 📦 1 · ⏱️ 15.06.2022):
```
 pip install pyqlib
```

Alpha Vantage (🥈29 · ⭐ 4K · 💤) - A python wrapper for Alpha Vantage API for financial data. MIT

GitHub (👨‍💻 42 · 🔀 690 · 📦 380 · 📋 280 - 2% open · ⏱️ 25.12.2022):
```
 git clone https://github.com/RomelTorres/alpha_vantage
```
PyPi (📥 34K / month · 📦 29 · ⏱️ 21.12.2020):
```
 pip install alpha_vantage
```

Conda (📥 4.8K · ⏱️ 16.06.2023):

 conda install -c conda-forge alpha_vantage

ta (🥈29 · ⭐ 3.7K · 💤) - Technical Analysis Library using Pandas and Numpy. MIT

GitHub (👨‍💻 29 · 🔀 800 · 📦 2.4K · 📋 230 - 57% open · ⏱️ 23.08.2022):
```
 git clone https://github.com/bukosabino/ta
```
PyPi (📥 60K / month · 📦 43 · ⏱️ 23.08.2022):
```
 pip install ta
```
Conda (📥 17K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge ta
```

IB-insync (🥈29 · ⭐ 2.3K) - Python sync/async framework for Interactive Brokers API. BSD-2

GitHub (👨‍💻 35 · 🔀 570 · 📋 520 - 0% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/erdewit/ib_insync
```
PyPi (📥 27K / month · 📦 23 · ⏱️ 21.11.2022):
```
 pip install ib_insync
```

Conda (📥 35K · ⏱️ 16.06.2023):

 conda install -c conda-forge ib-insync

bt (🥈29 · ⭐ 1.7K) - bt - flexible backtesting for Python. MIT

GitHub (👨‍💻 28 · 🔀 360 · 📦 1.5K · 📋 330 - 23% open · ⏱️ 23.05.2023):
```
 git clone https://github.com/pmorissette/bt
```
PyPi (📥 8.3K / month · 📦 26 · ⏱️ 21.04.2021):
```
 pip install bt
```
Conda (📥 17K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge bt
```

ffn (🥈29 · ⭐ 1.6K) - ffn - a financial function library for Python. MIT

GitHub (👨‍💻 30 · 🔀 270 · 📦 350 · 📋 120 - 17% open · ⏱️ 28.05.2023):
```
 git clone https://github.com/pmorissette/ffn
```
PyPi (📥 210K / month · 📦 29 · ⏱️ 21.04.2021):
```
 pip install ffn
```
Conda (📥 4.9K · ⏱️ 15.06.2023):
```
 conda install -c conda-forge ffn
```

stockstats (🥉28 · ⭐ 1.2K) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3

GitHub (👨‍💻 9 · 🔀 280 · 📦 900 · 📋 120 - 10% open · ⏱️ 30.07.2023):
```
 git clone https://github.com/jealous/stockstats
```
PyPi (📥 16K / month · 📦 29 · ⏱️ 30.07.2023):
```
 pip install stockstats
```

TensorTrade (🥉26 · ⭐ 4.2K · 💤) - An open source reinforcement learning framework for.. Apache-2

GitHub (👨‍💻 61 · 🔀 980 · 📦 46 · 📋 250 - 20% open · ⏱️ 23.08.2022):
```
 git clone https://github.com/tensortrade-org/tensortrade
```
PyPi (📥 570 / month · 📦 1 · ⏱️ 10.05.2021):
```
 pip install tensortrade
```

Conda (📥 2.9K · ⏱️ 16.06.2023):

 conda install -c conda-forge tensortrade

FinQuant (🥉25 · ⭐ 1K) - A program for financial portfolio management, analysis and optimisation. MIT

GitHub (👨‍💻 11 · 🔀 160 · 📦 79 · 📋 48 - 39% open · ⏱️ 03.08.2023):
```
 git clone https://github.com/fmilthaler/FinQuant
```
PyPi (📥 1.9K / month · ⏱️ 03.08.2023):
```
 pip install FinQuant
```

PyAlgoTrade (🥉24 · ⭐ 4.1K) - Python Algorithmic Trading Library. Apache-2

GitHub (👨‍💻 11 · 🔀 1.3K · 📦 160 · ⏱️ 05.03.2023):
```
 git clone https://github.com/gbeced/pyalgotrade
```
PyPi (📥 650 / month · 📦 21 · ⏱️ 21.08.2018):
```
 pip install pyalgotrade
```

Crypto Signals (🥉23 · ⭐ 4.5K · 💤) - Github.com/CryptoSignal - Trading & Technical Analysis Bot -.. MIT

GitHub (👨‍💻 28 · 🔀 1.3K · 📋 270 - 24% open · ⏱️ 09.08.2022):
```
 git clone https://github.com/CryptoSignal/crypto-signal
```
Docker Hub (📥 140K · ⭐ 8 · ⏱️ 03.09.2020):
```
 docker pull shadowreaver/crypto-signal
```

finmarketpy (🥉22 · ⭐ 3.2K) - Python library for backtesting trading strategies & analyzing.. Apache-2

GitHub (👨‍💻 14 · 🔀 480 · 📥 47 · 📦 10 · 📋 28 - 85% open · ⏱️ 26.04.2023):
```
 git clone https://github.com/cuemacro/finmarketpy
```
PyPi (📥 210 / month · ⏱️ 07.10.2021):
```
 pip install finmarketpy
```

tf-quant-finance (🥉20 · ⭐ 4K) - High-performance TensorFlow library for quantitative.. Apache-2

GitHub (👨‍💻 46 · 🔀 530 · 📋 64 - 56% open · ⏱️ 08.06.2023):
```
 git clone https://github.com/google/tf-quant-finance
```
PyPi (📥 400 / month · 📦 2 · ⏱️ 19.08.2022):
```
 pip install tf-quant-finance
```

Show 11 hidden projects...

zipline (🥇33 · ⭐ 16K · 💀) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2
pyfolio (🥇32 · ⭐ 5.1K · 💀) - Portfolio and risk analytics in Python. Apache-2
arch (🥈31 · ⭐ 1.1K) - ARCH models in Python. ❗️NCSA
backtrader (🥈29 · ⭐ 11K) - Python Backtesting library for trading strategies. ❗️GPL-3.0
Alphalens (🥉27 · ⭐ 2.8K · 💀) - Performance analysis of predictive (alpha) stock factors. Apache-2
empyrical (🥉27 · ⭐ 1.1K · 💀) - Common financial risk and performance metrics. Used by.. Apache-2
Enigma Catalyst (🥉26 · ⭐ 2.4K · 💀) - An Algorithmic Trading Library for Crypto-Assets in.. Apache-2
FinTA (🥉23 · ⭐ 1.9K · 💀) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
Backtesting.py (🥉22 · ⭐ 3.9K · 💤) - Backtest trading strategies in Python. ❗️AGPL-3.0
surpriver (🥉12 · ⭐ 1.6K · 💀) - Find big moving stocks before they move using machine.. ❗️GPL-3.0
pyrtfolio (🥉9 · ⭐ 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.

sktime (🥇39 · ⭐ 6.7K) - A unified framework for machine learning with time series. BSD-3

GitHub (👨‍💻 280 · 🔀 1.1K · 📥 84 · 📦 1.5K · 📋 1.9K - 33% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/alan-turing-institute/sktime
```
PyPi (📥 790K / month · 📦 41 · ⏱️ 20.07.2023):
```
 pip install sktime
```

Conda (📥 760K · ⏱️ 22.07.2023):

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

Prophet (🥇36 · ⭐ 16K) - Tool for producing high quality forecasts for time series data that has.. MIT

GitHub (👨‍💻 170 · 🔀 4.4K · 📥 1.9K · 📦 4 · 📋 2K - 17% open · ⏱️ 07.07.2023):
```
 git clone https://github.com/facebook/prophet
```
PyPi (📥 990K / month · 📦 130 · ⏱️ 05.09.2020):
```
 pip install fbprophet
```
Conda (📥 950K · ⏱️ 15.06.2023):
```
 conda install -c conda-forge prophet
```

tslearn (🥇33 · ⭐ 2.6K) - A machine learning toolkit dedicated to time-series data. BSD-2

GitHub (👨‍💻 43 · 🔀 320 · 📦 920 · 📋 310 - 38% open · ⏱️ 18.07.2023):
```
 git clone https://github.com/tslearn-team/tslearn
```
PyPi (📥 260K / month · 📦 43 · ⏱️ 20.01.2023):
```
 pip install tslearn
```
Conda (📥 1.1M · ⏱️ 05.07.2023):
```
 conda install -c conda-forge tslearn
```

pmdarima (🥇33 · ⭐ 1.4K) - A statistical library designed to fill the void in Pythons time series.. MIT

GitHub (👨‍💻 22 · 🔀 230 · 📦 5.9K · 📋 310 - 14% open · ⏱️ 03.07.2023):
```
 git clone https://github.com/alkaline-ml/pmdarima
```
PyPi (📥 1.5M / month · 📦 81 · ⏱️ 15.03.2023):
```
 pip install pmdarima
```
Conda (📥 850K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pmdarima
```

NeuralProphet (🥈32 · ⭐ 3.1K) - NeuralProphet: A simple forecasting package. MIT

GitHub (👨‍💻 40 · 🔀 430 · 📦 280 · 📋 480 - 10% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/ourownstory/neural_prophet
```
PyPi (📥 150K / month · 📦 3 · ⏱️ 09.08.2023):
```
 pip install neuralprophet
```

StatsForecast (🥈32 · ⭐ 2.8K) - Lightning fast forecasting with statistical and econometric.. Apache-2

GitHub (👨‍💻 27 · 🔀 190 · 📦 390 · 📋 200 - 41% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/Nixtla/statsforecast
```
PyPi (📥 480K / month · 📦 16 · ⏱️ 28.02.2023):
```
 pip install statsforecast
```

Conda (📥 45K · ⏱️ 18.06.2023):

 conda install -c conda-forge statsforecast

tsfresh (🥈31 · ⭐ 7.6K) - Automatic extraction of relevant features from time series:. MIT

GitHub (👨‍💻 89 · 🔀 1.2K · 📦 4 · 📋 530 - 11% open · ⏱️ 03.08.2023):
```
 git clone https://github.com/blue-yonder/tsfresh
```
PyPi (📥 250K / month · 📦 72 · ⏱️ 21.12.2021):
```
 pip install tsfresh
```
Conda (📥 1.1M · ⏱️ 30.07.2023):
```
 conda install -c conda-forge tsfresh
```

Darts (🥈31 · ⭐ 6.2K) - A python library for user-friendly forecasting and anomaly detection.. Apache-2

GitHub (👨‍💻 99 · 🔀 700 · 📦 340 · 📋 1.2K - 21% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/unit8co/darts
```
PyPi (📥 11K / month · 📦 4 · ⏱️ 05.08.2023):
```
 pip install u8darts
```

Conda (📥 33K · ⏱️ 07.08.2023):

 conda install -c conda-forge u8darts-all

Docker Hub (📥 390 · ⏱️ 04.08.2023):
```
 docker pull unit8/darts
```

GluonTS (🥈31 · ⭐ 3.7K) - Probabilistic time series modeling in Python. Apache-2

GitHub (👨‍💻 110 · 🔀 710 · 📋 870 - 30% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/awslabs/gluon-ts
```
PyPi (📥 310K / month · 📦 12 · ⏱️ 07.08.2023):
```
 pip install gluonts
```
Conda (📥 430 · ⏱️ 23.06.2023):
```
 conda install -c anaconda gluonts
```

STUMPY (🥈31 · ⭐ 2.7K) - STUMPY is a powerful and scalable Python library for modern time series.. BSD-3

GitHub (👨‍💻 33 · 🔀 260 · 📦 510 · 📋 460 - 13% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/TDAmeritrade/stumpy
```
PyPi (📥 170K / month · 📦 14 · ⏱️ 31.03.2022):
```
 pip install stumpy
```
Conda (📥 800K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge stumpy
```

pytorch-forecasting (🥈29 · ⭐ 3.1K) - Time series forecasting with PyTorch. MIT

GitHub (👨‍💻 35 · 🔀 510 · 📋 700 - 61% open · ⏱️ 10.04.2023):
```
 git clone https://github.com/jdb78/pytorch-forecasting
```
PyPi (📥 66K / month · 📦 10 · ⏱️ 26.07.2020):
```
 pip install pytorch-forecasting
```

Conda (📥 48K · ⏱️ 16.06.2023):

 conda install -c conda-forge pytorch-forecasting

NeuralForecast (🥈29 · ⭐ 1.7K) - Scalable and user friendly neural forecasting algorithms. Apache-2

GitHub (👨‍💻 27 · 🔀 180 · 📦 31 · 📋 320 - 21% open · ⏱️ 26.07.2023):
```
 git clone https://github.com/Nixtla/neuralforecast
```
PyPi (📥 8.6K / month · 📦 3 · ⏱️ 18.07.2023):
```
 pip install neuralforecast
```

Conda (📥 9K · ⏱️ 19.07.2023):

 conda install -c conda-forge neuralforecast

pyts (🥉28 · ⭐ 1.5K) - A Python package for time series classification. BSD-3

GitHub (👨‍💻 14 · 🔀 150 · 📦 440 · 📋 75 - 54% open · ⏱️ 20.06.2023):
```
 git clone https://github.com/johannfaouzi/pyts
```
PyPi (📥 95K / month · 📦 19 · ⏱️ 31.10.2021):
```
 pip install pyts
```
Conda (📥 20K · ⏱️ 18.06.2023):
```
 conda install -c conda-forge pyts
```

Streamz (🥉27 · ⭐ 1.2K · 💤) - Real-time stream processing for python. BSD-3

GitHub (👨‍💻 48 · 🔀 140 · 📦 420 · 📋 260 - 41% open · ⏱️ 22.12.2022):
```
 git clone https://github.com/python-streamz/streamz
```
PyPi (📥 18K / month · 📦 37 · ⏱️ 27.07.2022):
```
 pip install streamz
```
Conda (📥 710K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge streamz
```

uber/orbit (🥉24 · ⭐ 1.7K · 💤) - A Python package for Bayesian forecasting with object-.. Apache-2

GitHub (👨‍💻 18 · 🔀 120 · 📦 31 · 📋 390 - 16% open · ⏱️ 29.01.2023):
```
 git clone https://github.com/uber/orbit
```
PyPi (📥 120K / month · 📦 1 · ⏱️ 29.01.2023):
```
 pip install orbit-ml
```
Conda (📥 4K · ⏱️ 18.06.2023):
```
 conda install -c conda-forge orbit-ml
```

greykite (🥉23 · ⭐ 1.7K) - A flexible, intuitive and fast forecasting library. BSD-2

GitHub (👨‍💻 9 · 🔀 97 · 📥 4 · 📦 20 · 📋 99 - 21% open · ⏱️ 07.06.2023):
```
 git clone https://github.com/linkedin/greykite
```
PyPi (📥 15K / month · ⏱️ 15.07.2022):
```
 pip install greykite
```

luminol (🥉22 · ⭐ 1.1K) - Anomaly Detection and Correlation library. Apache-2

GitHub (👨‍💻 9 · 🔀 220 · 📦 75 · 📋 43 - 72% open · ⏱️ 09.05.2023):
```
 git clone https://github.com/linkedin/luminol
```
PyPi (📥 12K / month · 📦 15 · ⏱️ 11.12.2017):
```
 pip install luminol
```

TSFEL (🥉22 · ⭐ 710) - An intuitive library to extract features from time series. BSD-3

GitHub (👨‍💻 17 · 🔀 120 · 📦 92 · 📋 66 - 28% open · ⏱️ 02.03.2023):
```
 git clone https://github.com/fraunhoferportugal/tsfel
```
PyPi (📥 26K / month · ⏱️ 14.02.2021):
```
 pip install tsfel
```

seglearn (🥉21 · ⭐ 550 · 💤) - Python module for machine learning time series:. BSD-3

GitHub (👨‍💻 14 · 🔀 64 · 📦 44 · 📋 29 - 17% open · ⏱️ 27.08.2022):
```
 git clone https://github.com/dmbee/seglearn
```
PyPi (📥 1.4K / month · 📦 2 · ⏱️ 13.03.2021):
```
 pip install seglearn
```

tick (🥉21 · ⭐ 430) - Module for statistical learning, with a particular emphasis on time-.. BSD-3

GitHub (👨‍💻 18 · 🔀 96 · 📥 280 · 📦 70 · 📋 240 - 28% open · ⏱️ 05.03.2023):
```
 git clone https://github.com/X-DataInitiative/tick
```
PyPi (📥 850 / month · 📦 2 · ⏱️ 24.05.2020):
```
 pip install tick
```

pydlm (🥉20 · ⭐ 460) - A python library for Bayesian time series modeling. BSD-3

GitHub (👨‍💻 6 · 🔀 97 · 📦 31 · 📋 45 - 82% open · ⏱️ 08.05.2023):
```
 git clone https://github.com/wwrechard/pydlm
```
PyPi (📥 36K / month · 📦 2 · ⏱️ 19.12.2018):
```
 pip install pydlm
```

tsflex (🥉18 · ⭐ 310) - Flexible time series feature extraction & processing. MIT

GitHub (👨‍💻 6 · 🔀 21 · 📦 7 · 📋 44 - 59% open · ⏱️ 29.07.2023):
```
 git clone https://github.com/predict-idlab/tsflex
```
PyPi (📥 270 / month · ⏱️ 11.10.2022):
```
 pip install tsflex
```
Conda (📥 18K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge tsflex
```

Auto TS (🥉17 · ⭐ 600) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost.. Apache-2

GitHub (👨‍💻 9 · 🔀 100 · ⏱️ 17.05.2023):
```
 git clone https://github.com/AutoViML/Auto_TS
```
PyPi (📥 4.4K / month · ⏱️ 16.08.2022):
```
 pip install auto-ts
```

Show 6 hidden projects...

PyFlux (🥉25 · ⭐ 2K · 💀) - Open source time series library for Python. BSD-3
ADTK (🥉20 · ⭐ 960 · 💀) - A Python toolkit for rule-based/unsupervised anomaly detection in time.. MPL-2.0
matrixprofile-ts (🥉19 · ⭐ 720 · 💀) - A Python library for detecting patterns and anomalies.. Apache-2
atspy (🥉15 · ⭐ 490 · 💀) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT
tsaug (🥉14 · ⭐ 310 · 💀) - A Python package for time series augmentation. Apache-2
tslumen (🥉8 · ⭐ 48 · 💤) - 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 (🥇38 · ⭐ 2.3K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3

GitHub (👨‍💻 350 · 🔀 1.2K · 📦 2.9K · 📋 4.5K - 11% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/mne-tools/mne-python
```
PyPi (📥 72K / month · 📦 260 · ⏱️ 12.05.2022):
```
 pip install mne
```
Conda (📥 320K · ⏱️ 06.06.2023):
```
 conda install -c conda-forge mne
```

MONAI (🥇36 · ⭐ 4.6K) - AI Toolkit for Healthcare Imaging. Apache-2

GitHub (👨‍💻 160 · 🔀 850 · 📦 1.2K · 📋 2.6K - 11% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/Project-MONAI/MONAI
```
PyPi (📥 77K / month · 📦 42 · ⏱️ 13.06.2022):
```
 pip install monai
```
Conda (📥 16K · ⏱️ 08.06.2023):
```
 conda install -c conda-forge monai
```

Nilearn (🥈35 · ⭐ 1K) - Machine learning for NeuroImaging in Python. BSD-3

GitHub (👨‍💻 220 · 🔀 530 · 📥 130 · 📦 2.5K · 📋 1.9K - 15% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/nilearn/nilearn
```
PyPi (📥 29K / month · 📦 280 · ⏱️ 28.04.2023):
```
 pip install nilearn
```
Conda (📥 240K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge nilearn
```

NIPYPE (🥈35 · ⭐ 700) - Workflows and interfaces for neuroimaging packages. Apache-2

GitHub (👨‍💻 250 · 🔀 510 · 📦 1.7K · 📋 1.3K - 29% open · ⏱️ 31.07.2023):
```
 git clone https://github.com/nipy/nipype
```
PyPi (📥 66K / month · 📦 170 · ⏱️ 21.05.2017):
```
 pip install nipype
```
Conda (📥 580K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge nipype
```

Lifelines (🥈33 · ⭐ 2.2K) - Survival analysis in Python. MIT

GitHub (👨‍💻 110 · 🔀 540 · 📦 1.8K · 📋 920 - 27% open · ⏱️ 21.07.2023):
```
 git clone https://github.com/CamDavidsonPilon/lifelines
```
PyPi (📥 330K / month · 📦 120 · ⏱️ 01.05.2023):
```
 pip install lifelines
```

Conda (📥 280K · ⏱️ 16.06.2023):

 conda install -c conda-forge lifelines

Hail (🥈33 · ⭐ 880) - Cloud-native genomic dataframes and batch computing. MIT

GitHub (👨‍💻 89 · 🔀 230 · 📦 110 · 📋 2.2K - 4% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/hail-is/hail
```
PyPi (📥 20K / month · 📦 15 · ⏱️ 27.07.2023):
```
 pip install hail
```

NiBabel (🥈33 · ⭐ 570) - Python package to access a cacophony of neuro-imaging file formats. MIT

GitHub (👨‍💻 97 · 🔀 250 · 📦 12K · 📋 500 - 24% open · ⏱️ 06.08.2023):
```
 git clone https://github.com/nipy/nibabel
```
PyPi (📥 280K / month · 📦 1.1K · ⏱️ 03.04.2023):
```
 pip install nibabel
```
Conda (📥 610K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge nibabel
```

DIPY (🥈32 · ⭐ 610) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic.. BSD-3

GitHub (👨‍💻 140 · 🔀 380 · 📦 850 · 📋 860 - 17% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/dipy/dipy
```
PyPi (📥 14K / month · 📦 100 · ⏱️ 11.03.2022):
```
 pip install dipy
```
Conda (📥 400K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge dipy
```

DeepVariant (🥉24 · ⭐ 2.9K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3

GitHub (👨‍💻 26 · 🔀 670 · 📥 4.7K · 📋 640 - 1% open · ⏱️ 28.02.2023):
```
 git clone https://github.com/google/deepvariant
```
Conda (📥 55K · ⏱️ 16.06.2023):
```
 conda install -c bioconda deepvariant
```

NIPY (🥉24 · ⭐ 350) - Neuroimaging in Python FMRI analysis package. BSD-3

GitHub (👨‍💻 66 · 🔀 130 · 📋 160 - 28% open · ⏱️ 05.04.2023):
```
 git clone https://github.com/nipy/nipy
```
PyPi (📥 1.3K / month · 📦 50 · ⏱️ 29.03.2021):
```
 pip install nipy
```
Conda (📥 110K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge nipy
```

Show 9 hidden projects...

NiftyNet (🥉24 · ⭐ 1.3K · 💀) - [unmaintained] An open-source convolutional neural.. Apache-2
MedPy (🥉23 · ⭐ 490 · 💤) - Medical image processing in Python. ❗️GPL-3.0
Brainiak (🥉21 · ⭐ 310 · 💀) - Brain Imaging Analysis Kit. Apache-2
Glow (🥉21 · ⭐ 240 · 💤) - An open-source toolkit for large-scale genomic analysis. Apache-2
DLTK (🥉20 · ⭐ 1.4K · 💀) - Deep Learning Toolkit for Medical Image Analysis. Apache-2
Medical Detection Toolkit (🥉15 · ⭐ 1.2K · 💀) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2
MedicalTorch (🥉15 · ⭐ 820 · 💀) - A medical imaging framework for Pytorch. Apache-2
DeepNeuro (🥉14 · ⭐ 120 · 💀) - A deep learning python package for neuroimaging data. Made by:. MIT
MedicalNet (🥉13 · ⭐ 1.7K · 💀) - Many studies have shown that the performance on deep learning is.. MIT

Tabular Data

Libraries for processing tabular and structured data.

carefree-learn (🥈21 · ⭐ 400) - Deep Learning PyTorch. MIT

GitHub (👨‍💻 1 · 🔀 37 · 📦 4 · 📋 82 - 2% open · ⏱️ 21.07.2023):
```
 git clone https://github.com/carefree0910/carefree-learn
```
PyPi (📥 930 / month · ⏱️ 19.07.2023):
```
 pip install carefree-learn
```

pytorch_tabular (🥉20 · ⭐ 1K) - A standard framework for modelling Deep Learning Models for.. MIT

GitHub (👨‍💻 16 · 🔀 100 · 📥 18 · 📋 110 - 11% open · ⏱️ 19.07.2023):
```
 git clone https://github.com/manujosephv/pytorch_tabular
```
PyPi (📥 2.3K / month · 📦 2 · ⏱️ 01.09.2021):
```
 pip install pytorch_tabular
```

Show 3 hidden projects...

miceforest (🥇22 · ⭐ 250 · 💤) - Multiple Imputation with LightGBM in Python. MIT
upgini (🥉19 · ⭐ 240) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
deltapy (🥉12 · ⭐ 510 · 💀) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT

Optical Character Recognition

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

PaddleOCR (🥇38 · ⭐ 32K · 📈) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2

GitHub (👨‍💻 180 · 🔀 6.6K · 📦 1.7K · 📋 7.9K - 8% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/PaddlePaddle/PaddleOCR
```
PyPi (📥 62K / month · 📦 27 · ⏱️ 10.08.2023):
```
 pip install paddleocr
```

EasyOCR (🥇35 · ⭐ 19K) - Ready-to-use OCR with 80+ supported languages and all popular writing.. Apache-2

GitHub (👨‍💻 120 · 🔀 2.7K · 📥 5.7M · 📦 3.4K · 📋 860 - 32% open · ⏱️ 04.07.2023):
```
 git clone https://github.com/JaidedAI/EasyOCR
```
PyPi (📥 120K / month):
```
 pip install easyocr
```

OCRmyPDF (🥈32 · ⭐ 9.5K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0

GitHub (👨‍💻 83 · 🔀 750 · 📦 580 · 📋 990 - 10% open · ⏱️ 01.08.2023):
```
 git clone https://github.com/ocrmypdf/OCRmyPDF
```
PyPi (📥 36K / month · 📦 17 · ⏱️ 20.06.2023):
```
 pip install ocrmypdf
```
Conda (📥 54K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge ocrmypdf
```

Tesseract (🥈32 · ⭐ 5K · 📈) - Python-tesseract is an optical character recognition (OCR) tool.. Apache-2

GitHub (👨‍💻 43 · 🔀 650 · 📋 340 - 8% open · ⏱️ 03.08.2023):
```
 git clone https://github.com/madmaze/pytesseract
```
PyPi (📥 1.2M / month · 📦 1.1K · ⏱️ 16.08.2022):
```
 pip install pytesseract
```

Conda (📥 580K · ⏱️ 16.06.2023):

 conda install -c conda-forge pytesseract

tesserocr (🥈29 · ⭐ 1.8K) - A Python wrapper for the tesseract-ocr API. MIT

GitHub (👨‍💻 29 · 🔀 250 · 📥 37 · 📦 860 · 📋 260 - 29% open · ⏱️ 19.07.2023):
```
 git clone https://github.com/sirfz/tesserocr
```
PyPi (📥 51K / month · 📦 72 · ⏱️ 19.07.2023):
```
 pip install tesserocr
```

Conda (📥 120K · ⏱️ 16.06.2023):

 conda install -c conda-forge tesserocr

MMOCR (🥉28 · ⭐ 3.6K) - OpenMMLab Text Detection, Recognition and Understanding Toolbox. Apache-2

GitHub (👨‍💻 84 · 🔀 660 · 📦 69 · 📋 840 - 13% open · ⏱️ 26.07.2023):
```
 git clone https://github.com/open-mmlab/mmocr
```
PyPi (📥 6.4K / month):
```
 pip install mmocr
```

keras-ocr (🥉26 · ⭐ 1.2K · 💤) - A packaged and flexible version of the CRAFT text detector.. MIT

GitHub (👨‍💻 17 · 🔀 300 · 📥 610K · 📦 290 · 📋 200 - 43% open · ⏱️ 24.12.2022):
```
 git clone https://github.com/faustomorales/keras-ocr
```
PyPi (📥 9.1K / month · 📦 5 · ⏱️ 24.12.2022):
```
 pip install keras-ocr
```
Conda (📥 260 · ⏱️ 16.06.2023):
```
 conda install -c anaconda keras-ocr
```

calamari (🥉20 · ⭐ 990 · 💤) - Line based ATR Engine based on OCRopy. Apache-2

GitHub (👨‍💻 20 · 🔀 200 · 📋 260 - 21% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/Calamari-OCR/calamari
```
PyPi (📥 1.5K / month):
```
 pip install calamari_ocr
```

Mozart (🥉10 · ⭐ 490 · 💤) - An optical music recognition (OMR) system. Converts sheet.. Apache-2

GitHub (👨‍💻 6 · 🔀 69 · 📋 14 - 14% open · ⏱️ 24.08.2022):
```
 git clone https://github.com/aashrafh/Mozart
```

Show 3 hidden projects...

pdftabextract (🥉21 · ⭐ 2.1K · 💀) - A set of tools for extracting tables from PDF files.. Apache-2
attention-ocr (🥉21 · ⭐ 960 · 💀) - 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 ( ⭐ 3.1K) - 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 ( ⭐ 3.1K) - 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 ( ⭐ 2K) - 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 ( ⭐ 3.1K) - 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 (🥇44 · ⭐ 27K) - Ray is a unified framework for scaling AI and Python applications. Ray.. Apache-2

GitHub (👨‍💻 900 · 🔀 4.7K · 📥 86 · 📦 11K · 📋 15K - 21% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/ray-project/ray
```
PyPi (📥 2.1M / month · 📦 390 · ⏱️ 03.08.2023):
```
 pip install ray
```
Conda (📥 150K · ⏱️ 04.08.2023):
```
 conda install -c conda-forge ray-tune
```

dask (🥇43 · ⭐ 11K) - Parallel computing with task scheduling. BSD-3

GitHub (👨‍💻 580 · 🔀 1.6K · 📦 52K · 📋 5K - 18% open · ⏱️ 04.08.2023):
```
 git clone https://github.com/dask/dask
```
PyPi (📥 8.4M / month · 📦 2.9K · ⏱️ 04.08.2023):
```
 pip install dask
```
Conda (📥 9.7M · ⏱️ 05.08.2023):
```
 conda install -c conda-forge dask
```

DeepSpeed (🥇41 · ⭐ 28K) - DeepSpeed is a deep learning optimization library that makes.. Apache-2

GitHub (👨‍💻 230 · 🔀 3.3K · 📦 2.1K · 📋 2.1K - 46% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/microsoft/DeepSpeed
```
PyPi (📥 490K / month · 📦 58 · ⏱️ 17.07.2023):
```
 pip install deepspeed
```
Docker Hub (📥 17K · ⭐ 3 · ⏱️ 02.09.2022):
```
 docker pull deepspeed/deepspeed
```

dask.distributed (🥇40 · ⭐ 1.5K) - A distributed task scheduler for Dask. BSD-3

GitHub (👨‍💻 320 · 🔀 700 · 📦 30K · 📋 3.6K - 38% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/dask/distributed
```
PyPi (📥 5.4M / month · 📦 1.3K · ⏱️ 04.08.2023):
```
 pip install distributed
```

Conda (📥 12M · ⏱️ 05.08.2023):

 conda install -c conda-forge distributed

horovod (🥈37 · ⭐ 13K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2

GitHub (👨‍💻 170 · 🔀 2.2K · 📦 970 · 📋 2.2K - 16% open · ⏱️ 26.06.2023):
```
 git clone https://github.com/horovod/horovod
```
PyPi (📥 70K / month · 📦 31 · ⏱️ 12.06.2023):
```
 pip install horovod
```

H2O-3 (🥈35 · ⭐ 6.4K) - H2O is an Open Source, Distributed, Fast & Scalable Machine Learning.. Apache-2

GitHub (👨‍💻 240 · 🔀 2K · 📦 4 · 📋 9.1K - 29% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/h2oai/h2o-3
```
PyPi (📥 360K / month · 📦 81 · ⏱️ 25.07.2023):
```
 pip install h2o
```

BigDL (🥈35 · ⭐ 4.3K) - Fast, distributed, secure AI for Big Data. Apache-2

GitHub (👨‍💻 180 · 🔀 1.1K · 📦 45 · 📋 2K - 39% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/intel-analytics/BigDL
```
PyPi (📥 6.5K / month · 📦 1 · ⏱️ 09.08.2023):
```
 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 (🥈35 · ⭐ 1.6K) - Torchmetrics - Machine learning metrics for distributed,.. Apache-2

GitHub (👨‍💻 210 · 🔀 320 · 📥 3K · 📦 14K · 📋 660 - 6% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/Lightning-AI/metrics
```
PyPi (📥 11K / month · 📦 13 · ⏱️ 28.04.2018):
```
 pip install metrics
```

Conda (📥 1M · ⏱️ 08.08.2023):

 conda install -c conda-forge torchmetrics

ColossalAI (🥈32 · ⭐ 32K) - Making large AI models cheaper, faster and more accessible. Apache-2

GitHub (👨‍💻 140 · 🔀 3.6K · 📦 250 · 📋 1.3K - 24% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/hpcaitech/colossalai
```

FairScale (🥈31 · ⭐ 2.5K) - PyTorch extensions for high performance and large scale training. BSD-3

GitHub (👨‍💻 72 · 🔀 230 · 📦 2.7K · 📋 340 - 18% open · ⏱️ 20.04.2023):
```
 git clone https://github.com/facebookresearch/fairscale
```
PyPi (📥 590K / month · 📦 58 · ⏱️ 11.12.2022):
```
 pip install fairscale
```

Conda (📥 150K · ⏱️ 16.06.2023):

 conda install -c conda-forge fairscale

SynapseML (🥈30 · ⭐ 4.4K) - Simple and Distributed Machine Learning. MIT

GitHub (👨‍💻 110 · 🔀 770 · 📋 700 - 44% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/microsoft/SynapseML
```
PyPi (📥 280K / month · 📦 3 · ⏱️ 22.11.2022):
```
 pip install synapseml
```

dask-ml (🥈30 · ⭐ 860) - Scalable Machine Learning with Dask. BSD-3

GitHub (👨‍💻 77 · 🔀 240 · 📦 840 · 📋 520 - 51% open · ⏱️ 24.03.2023):
```
 git clone https://github.com/dask/dask-ml
```
PyPi (📥 210K / month · 📦 72 · ⏱️ 06.05.2020):
```
 pip install dask-ml
```
Conda (📥 750K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge dask-ml
```

Elephas (🥈29 · ⭐ 1.6K · 💤) - Distributed Deep learning with Keras & Spark. MIT keras

GitHub (👨‍💻 27 · 🔀 310 · 📦 72 · 📋 160 - 4% open · ⏱️ 31.08.2022):
```
 git clone https://github.com/maxpumperla/elephas
```
PyPi (📥 73K / month · 📦 3 · ⏱️ 04.03.2023):
```
 pip install elephas
```
Conda (📥 13K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge elephas
```

mpi4py (🥉28 · ⭐ 670) - Python bindings for MPI. BSD-2

GitHub (👨‍💻 25 · 🔀 98 · 📥 14K · 📋 120 - 6% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/mpi4py/mpi4py
```
PyPi (📥 170K / month · 📦 690 · ⏱️ 02.11.2022):
```
 pip install mpi4py
```
Conda (📥 2.1M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge mpi4py
```

TensorFlowOnSpark (🥉27 · ⭐ 3.9K) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2

GitHub (👨‍💻 34 · 🔀 960 · 📋 360 - 2% open · ⏱️ 27.04.2023):
```
 git clone https://github.com/yahoo/TensorFlowOnSpark
```
PyPi (📥 330K / month · 📦 5 · ⏱️ 21.04.2022):
```
 pip install tensorflowonspark
```

Conda (📥 19K · ⏱️ 16.06.2023):

 conda install -c conda-forge tensorflowonspark

petastorm (🥉26 · ⭐ 1.7K) - Petastorm library enables single machine or distributed training.. Apache-2

GitHub (👨‍💻 48 · 🔀 280 · 📥 430 · 📦 130 · 📋 320 - 53% open · ⏱️ 03.02.2023):
```
 git clone https://github.com/uber/petastorm
```
PyPi (📥 32K / month · 📦 8 · ⏱️ 03.02.2023):
```
 pip install petastorm
```

Hivemind (🥉26 · ⭐ 1.6K) - Decentralized deep learning in PyTorch. Built to train models on.. MIT

GitHub (👨‍💻 28 · 🔀 100 · 📦 68 · 📋 160 - 35% open · ⏱️ 22.07.2023):
```
 git clone https://github.com/learning-at-home/hivemind
```
PyPi (📥 9K / month · 📦 5 · ⏱️ 23.07.2023):
```
 pip install hivemind
```

Mesh (🥉26 · ⭐ 1.5K) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2

GitHub (👨‍💻 50 · 🔀 240 · 📦 840 · 📋 110 - 87% open · ⏱️ 16.05.2023):
```
 git clone https://github.com/tensorflow/mesh
```
PyPi (📥 110K / month · 📦 33 · ⏱️ 15.05.2022):
```
 pip install mesh-tensorflow
```

Submit it (🥉26 · ⭐ 920 · 💤) - Python 3.6+ toolbox for submitting jobs to Slurm. MIT

GitHub (👨‍💻 23 · 🔀 100 · 📦 1.4K · 📋 100 - 31% open · ⏱️ 28.09.2022):
```
 git clone https://github.com/facebookincubator/submitit
```
PyPi (📥 140K / month · 📦 10 · ⏱️ 20.07.2022):
```
 pip install submitit
```
Conda (📥 25K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge submitit
```

analytics-zoo (🥉24 · ⭐ 2.6K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2

GitHub (👨‍💻 110 · 🔀 730 · 📦 4 · 📋 1.4K - 38% open · ⏱️ 06.07.2023):
```
 git clone https://github.com/intel-analytics/analytics-zoo
```
PyPi (📥 960 / month · 📦 1 · ⏱️ 07.07.2022):
```
 pip install analytics-zoo
```

MMLSpark (🥉23 · ⭐ 4.4K) - Simple and Distributed Machine Learning. MIT

GitHub (👨‍💻 110 · 🔀 770 · 📋 700 - 44% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/microsoft/SynapseML
```
PyPi (📥 1 / month · ⏱️ 18.03.2020):
```
 pip install mmlspark
```

launchpad (🥉22 · ⭐ 300) - Launchpad is a library that simplifies writing distributed.. Apache-2

GitHub (👨‍💻 26 · 🔀 33 · 📦 60 · 📋 38 - 44% open · ⏱️ 03.08.2023):
```
 git clone https://github.com/deepmind/launchpad
```
PyPi (📥 2.4K / month · 📦 1 · ⏱️ 28.04.2022):
```
 pip install dm-launchpad
```

Apache Singa (🥉21 · ⭐ 2.9K) - a distributed deep learning platform. Apache-2

GitHub (👨‍💻 81 · 🔀 1K · 📦 2 · 📋 120 - 44% open · ⏱️ 02.04.2023):
```
 git clone https://github.com/apache/singa
```
Conda (📥 660 · ⏱️ 16.06.2023):
```
 conda install -c nusdbsystem singa
```
Docker Hub (📥 3.2K · ⭐ 4 · ⏱️ 31.05.2022):
```
 docker pull apache/singa
```

mesh-transformer-jax (🥉17 · ⭐ 6K · 💤) - Model parallel transformers in JAX and Haiku. Apache-2

GitHub (👨‍💻 23 · 🔀 860 · 📦 4 · 📋 200 - 20% open · ⏱️ 12.01.2023):
```
 git clone https://github.com/kingoflolz/mesh-transformer-jax
```

moolib (🥉10 · ⭐ 360 · 💤) - A library for distributed ML training with PyTorch. MIT

GitHub (👨‍💻 6 · 🔀 20 · 📦 3 · 📋 19 - 36% open · ⏱️ 12.12.2022):
```
 git clone https://github.com/facebookresearch/moolib
```

Show 11 hidden projects...

DEAP (🥈35 · ⭐ 5.2K) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
ipyparallel (🥈30 · ⭐ 2.4K) - IPython Parallel: Interactive Parallel Computing in.. ❗Unlicensed
somoclu (🥉21 · ⭐ 250 · 💤) - Massively parallel self-organizing maps: accelerate training on.. MIT
BytePS (🥉20 · ⭐ 3.5K · 💀) - A high performance and generic framework for distributed DNN.. Apache-2
TensorFrames (🥉20 · ⭐ 750 · 💀) - [DEPRECATED] Tensorflow wrapper for DataFrames on.. Apache-2
sk-dist (🥉20 · ⭐ 280) - Distributed scikit-learn meta-estimators in PySpark. Apache-2
Fiber (🥉17 · ⭐ 1K · 💀) - Distributed Computing for AI Made Simple. Apache-2
parallelformers (🥉17 · ⭐ 700 · 💀) - Parallelformers: An Efficient Model Parallelization.. Apache-2
bluefog (🥉17 · ⭐ 290) - Distributed and decentralized training framework for PyTorch.. Apache-2
LazyCluster (🥉13 · ⭐ 46 · 💀) - 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.

NNI (🥇36 · ⭐ 13K) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT

GitHub (👨‍💻 190 · 🔀 1.8K · 📦 450 · 📋 2K - 15% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/microsoft/nni
```
PyPi (📥 20K / month · 📦 34 · ⏱️ 22.06.2022):
```
 pip install nni
```

Hyperopt (🥇34 · ⭐ 6.8K) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3

GitHub (👨‍💻 100 · 🔀 1K · 📦 11K · 📋 650 - 53% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/hyperopt/hyperopt
```
PyPi (📥 1.9M / month · 📦 490 · ⏱️ 17.11.2021):
```
 pip install hyperopt
```
Conda (📥 720K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge hyperopt
```

featuretools (🥇34 · ⭐ 6.7K) - An open source python library for automated feature engineering. BSD-3

GitHub (👨‍💻 70 · 🔀 840 · 📦 1.4K · 📋 960 - 17% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/alteryx/featuretools
```
PyPi (📥 80K / month · 📦 74 · ⏱️ 24.07.2023):
```
 pip install featuretools
```

Conda (📥 160K · ⏱️ 24.07.2023):

 conda install -c conda-forge featuretools

Ax (🥇34 · ⭐ 2.1K) - Adaptive Experimentation Platform. MIT

GitHub (👨‍💻 150 · 🔀 270 · 📦 520 · 📋 600 - 12% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/facebook/Ax
```
PyPi (📥 140K / month · 📦 23 · ⏱️ 26.06.2023):
```
 pip install ax-platform
```

Conda (📥 12K · ⏱️ 27.06.2023):

 conda install -c conda-forge ax-platform

Bayesian Optimization (🥇33 · ⭐ 6.9K) - A Python implementation of global optimization with.. MIT

GitHub (👨‍💻 41 · 🔀 1.5K · 📥 130 · 📦 2K · 📋 320 - 3% open · ⏱️ 14.07.2023):
```
 git clone https://github.com/fmfn/BayesianOptimization
```
PyPi (📥 200K / month · 📦 100 · ⏱️ 25.04.2023):
```
 pip install bayesian-optimization
```

BoTorch (🥇33 · ⭐ 2.7K) - Bayesian optimization in PyTorch. MIT

GitHub (👨‍💻 98 · 🔀 330 · 📦 630 · 📋 430 - 15% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/pytorch/botorch
```
PyPi (📥 190K / month · 📦 30 · ⏱️ 02.08.2023):
```
 pip install botorch
```
Conda (📥 79K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge botorch
```

AutoKeras (🥈31 · ⭐ 8.9K) - AutoML library for deep learning. Apache-2

GitHub (👨‍💻 140 · 🔀 1.4K · 📥 16K · 📦 530 · 📋 890 - 14% open · ⏱️ 21.06.2023):
```
 git clone https://github.com/keras-team/autokeras
```
PyPi (📥 10K / month · 📦 11 · ⏱️ 30.04.2022):
```
 pip install autokeras
```

auto-sklearn (🥈31 · ⭐ 7.1K) - Automated Machine Learning with scikit-learn. BSD-3

GitHub (👨‍💻 88 · 🔀 1.2K · 📥 49 · 📦 480 · 📋 990 - 16% open · ⏱️ 18.04.2023):
```
 git clone https://github.com/automl/auto-sklearn
```
PyPi (📥 30K / month · 📦 39 · ⏱️ 20.09.2022):
```
 pip install auto-sklearn
```

Conda (📥 18K · ⏱️ 16.06.2023):

 conda install -c conda-forge auto-sklearn

nevergrad (🥈31 · ⭐ 3.5K) - A Python toolbox for performing gradient-free optimization. MIT

GitHub (👨‍💻 49 · 🔀 340 · 📦 520 · 📋 290 - 45% open · ⏱️ 27.07.2023):
```
 git clone https://github.com/facebookresearch/nevergrad
```
PyPi (📥 66K / month · 📦 22 · ⏱️ 25.07.2023):
```
 pip install nevergrad
```

Conda (📥 41K · ⏱️ 16.06.2023):

 conda install -c conda-forge nevergrad

Keras Tuner (🥈30 · ⭐ 2.8K) - A Hyperparameter Tuning Library for Keras. Apache-2

GitHub (👨‍💻 56 · 🔀 370 · 📦 2.6K · 📋 450 - 43% open · ⏱️ 12.06.2023):
```
 git clone https://github.com/keras-team/keras-tuner
```
PyPi (📥 170K / month · 📦 56 · ⏱️ 13.04.2023):
```
 pip install keras-tuner
```

Conda (📥 23K · ⏱️ 15.06.2023):

 conda install -c conda-forge keras-tuner

AutoGluon (🥈29 · ⭐ 6.1K) - AutoGluon: AutoML for Image, Text, Time Series, and.. Apache-2

GitHub (👨‍💻 110 · 🔀 760 · 📦 2 · 📋 1.1K - 23% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/autogluon/autogluon
```
PyPi (📥 35K / month · 📦 7 · ⏱️ 10.08.2023):
```
 pip install autogluon
```
Docker Hub (📥 3.6K · ⭐ 14 · ⏱️ 26.07.2023):
```
 docker pull autogluon/autogluon
```

mljar-supervised (🥈29 · ⭐ 2.7K) - Python package for AutoML on Tabular Data with Feature.. MIT

GitHub (👨‍💻 22 · 🔀 350 · 📦 83 · 📋 560 - 21% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/mljar/mljar-supervised
```
PyPi (📥 7.7K / month · 📦 2 · ⏱️ 02.01.2023):
```
 pip install mljar-supervised
```

Conda (📥 10K · ⏱️ 06.07.2023):

 conda install -c conda-forge mljar-supervised

Hyperas (🥈27 · ⭐ 2.2K · 💤) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT

GitHub (👨‍💻 22 · 🔀 320 · 📦 320 · 📋 260 - 37% open · ⏱️ 05.01.2023):
```
 git clone https://github.com/maxpumperla/hyperas
```
PyPi (📥 12K / month · 📦 24 · ⏱️ 28.02.2019):
```
 pip install hyperas
```

lazypredict (🥈26 · ⭐ 2.1K · 💤) - Lazy Predict help build a lot of basic models without much.. MIT

GitHub (👨‍💻 17 · 🔀 240 · 📦 640 · 📋 110 - 65% open · ⏱️ 28.09.2022):
```
 git clone https://github.com/shankarpandala/lazypredict
```
PyPi (📥 27K / month · 📦 1 · ⏱️ 28.09.2022):
```
 pip install lazypredict
```

Conda (📥 2.3K · ⏱️ 16.06.2023):

 conda install -c conda-forge lazypredict

GPyOpt (🥈26 · ⭐ 890 · 💤) - Gaussian Process Optimization using GPy. BSD-3

GitHub (👨‍💻 49 · 🔀 250 · 📦 450 · 📋 290 - 35% open · ⏱️ 17.01.2023):
```
 git clone https://github.com/SheffieldML/GPyOpt
```
PyPi (📥 8.3K / month · 📦 38 · ⏱️ 19.03.2020):
```
 pip install gpyopt
```

Talos (🥈23 · ⭐ 1.6K · 💤) - Hyperparameter Optimization for TensorFlow, Keras and PyTorch. MIT

GitHub (👨‍💻 22 · 🔀 270 · 📦 160 · 📋 400 - 2% open · ⏱️ 18.09.2022):
```
 git clone https://github.com/autonomio/talos
```
PyPi (📥 990 / month · 📦 7 · ⏱️ 28.05.2022):
```
 pip install talos
```

FEDOT (🥈23 · ⭐ 550) - Automated modeling and machine learning framework FEDOT. BSD-3

GitHub (👨‍💻 28 · 🔀 75 · 📦 39 · 📋 470 - 19% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/nccr-itmo/FEDOT
```
PyPi (📥 810 / month):
```
 pip install fedot
```

featurewiz (🥈23 · ⭐ 450) - Use advanced feature engineering strategies and select best.. Apache-2

GitHub (👨‍💻 9 · 🔀 73 · 📦 47 · 📋 71 - 2% open · ⏱️ 30.05.2023):
```
 git clone https://github.com/AutoViML/featurewiz
```
PyPi (📥 8.2K / month · 📦 2 · ⏱️ 02.01.2023):
```
 pip install featurewiz
```

Neuraxle (🥉21 · ⭐ 580 · 💤) - The worlds cleanest AutoML library - Do hyperparameter tuning.. Apache-2

GitHub (👨‍💻 9 · 🔀 57 · 📦 49 · 📋 340 - 14% open · ⏱️ 16.08.2022):
```
 git clone https://github.com/Neuraxio/Neuraxle
```
PyPi (📥 580 / month · 📦 1 · ⏱️ 16.08.2022):
```
 pip install neuraxle
```

Hyperactive (🥉21 · ⭐ 450) - An optimization and data collection toolbox for convenient and fast.. MIT

GitHub (👨‍💻 7 · 🔀 40 · 📥 130 · 📦 20 · 📋 60 - 18% open · ⏱️ 23.07.2023):
```
 git clone https://github.com/SimonBlanke/Hyperactive
```
PyPi (📥 920 / month · 📦 5 · ⏱️ 04.05.2022):
```
 pip install hyperactive
```

Dragonfly (🥉20 · ⭐ 790 · 💤) - An open source python library for scalable Bayesian optimisation. MIT

GitHub (👨‍💻 13 · 🔀 220 · 📋 59 - 66% open · ⏱️ 01.10.2022):
```
 git clone https://github.com/dragonfly/dragonfly
```
PyPi (📥 33K / month · 📦 2 · ⏱️ 01.10.2022):
```
 pip install dragonfly-opt
```

Auto ViML (🥉20 · ⭐ 450) - Automatically Build Multiple ML Models with a Single Line of Code... Apache-2

GitHub (👨‍💻 8 · 🔀 91 · 📦 22 · 📋 27 - 11% open · ⏱️ 21.05.2023):
```
 git clone https://github.com/AutoViML/Auto_ViML
```
PyPi (📥 1.2K / month · 📦 2 · ⏱️ 01.06.2022):
```
 pip install autoviml
```

igel (🥉19 · ⭐ 3.1K) - a delightful machine learning tool that allows you to train, test, and use.. MIT

GitHub (👨‍💻 20 · 🔀 160 · 📥 40 · 📦 4 · 📋 47 - 6% open · ⏱️ 08.04.2023):
```
 git clone https://github.com/nidhaloff/igel
```
PyPi (📥 120 / month):
```
 pip install igel
```

AlphaPy (🥉18 · ⭐ 950) - Automated Machine Learning [AutoML] with Python, scikit-learn, Keras,.. Apache-2

GitHub (👨‍💻 5 · 🔀 180 · 📦 4 · 📋 42 - 30% open · ⏱️ 25.07.2023):
```
 git clone https://github.com/ScottfreeLLC/AlphaPy
```
PyPi (📥 120 / month · ⏱️ 29.08.2020):
```
 pip install alphapy
```

opytimizer (🥉17 · ⭐ 570) - Opytimizer is a Python library consisting of meta-heuristic.. Apache-2

GitHub (👨‍💻 4 · 🔀 37 · 📦 15 · ⏱️ 11.05.2023):
```
 git clone https://github.com/gugarosa/opytimizer
```
PyPi (📥 330 / month):
```
 pip install opytimizer
```

shap-hypetune (🥉17 · ⭐ 470 · 💤) - A python package for simultaneous Hyperparameters Tuning and.. MIT

GitHub (👨‍💻 2 · 🔀 57 · 📦 14 · 📋 26 - 7% open · ⏱️ 24.08.2022):
```
 git clone https://github.com/cerlymarco/shap-hypetune
```
PyPi (📥 3.1K / month · 📦 1 · ⏱️ 24.08.2022):
```
 pip install shap-hypetune
```

Show 26 hidden projects...

Optuna (🥇39 · ⭐ 8.5K) - A hyperparameter optimization framework. ❗Unlicensed
TPOT (🥇33 · ⭐ 9.2K) - A Python Automated Machine Learning tool that optimizes machine.. ❗️LGPL-3.0
scikit-optimize (🥇33 · ⭐ 2.6K · 💀) - Sequential model-based optimization with a.. BSD-3
SMAC3 (🥈26 · ⭐ 890) - SMAC3: A Versatile Bayesian Optimization Package for.. ❗️BSD-1-Clause
Orion (🥈25 · ⭐ 260) - Asynchronous Distributed Hyperparameter Optimization. BSD-3
AdaNet (🥈23 · ⭐ 3.5K · 💀) - Fast and flexible AutoML with learning guarantees. Apache-2
HpBandSter (🥈23 · ⭐ 580 · 💀) - a distributed Hyperband implementation on Steroids. BSD-3
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 · ⭐ 740 · 💀) - Python library to easily log experiments and parallelize.. MIT
lightwood (🥉22 · ⭐ 380) - Lightwood is Legos for Machine Learning. ❗️GPL-3.0
optunity (🥉21 · ⭐ 410 · 💀) - optimization routines for hyperparameter tuning. BSD-3
sklearn-deap (🥉20 · ⭐ 740 · 💀) - Use evolutionary algorithms instead of gridsearch in.. MIT
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
Sherpa (🥉17 · ⭐ 320 · 💀) - Hyperparameter optimization that enables researchers to.. ❗️GPL-3.0
automl-gs (🥉16 · ⭐ 1.8K · 💀) - Provide an input CSV and a target field to predict, generate a.. 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
Parfit (🥉16 · ⭐ 200 · 💀) - A package for parallelizing the fit and flexibly scoring of.. MIT
ENAS (🥉14 · ⭐ 2.6K · 💀) - PyTorch implementation of Efficient Neural Architecture Search via.. Apache-2
Auptimizer (🥉12 · ⭐ 200 · 💀) - An automatic ML model optimization tool. ❗️GPL-3.0
Hypermax (🥉12 · ⭐ 110 · 💀) - Better, faster hyper-parameter optimization. BSD-3
model_search (🥉11 · ⭐ 3.2K · 💀) - AutoML algorithms for model architecture search at scale. Apache-2
Devol (🥉11 · ⭐ 950 · 💀) - Genetic neural architecture search with Keras. MIT
Hypertunity (🥉9 · ⭐ 140 · 💀) - A toolset for black-box hyperparameter optimisation. Apache-2

Reinforcement Learning

Libraries for building and evaluating reinforcement learning & agent-based systems.

OpenAI Gym (🥇40 · ⭐ 33K · 💤) - A toolkit for developing and comparing reinforcement learning.. MIT

GitHub (👨‍💻 380 · 🔀 8.5K · 📦 45K · 📋 1.8K - 3% open · ⏱️ 30.01.2023):
```
 git clone https://github.com/openai/gym
```
PyPi (📥 390K / month · 📦 2.7K · ⏱️ 04.10.2022):
```
 pip install gym
```
Conda (📥 240K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge gym
```

TF-Agents (🥇33 · ⭐ 2.6K) - TF-Agents: A reliable, scalable and easy to use TensorFlow.. Apache-2

GitHub (👨‍💻 140 · 🔀 690 · 📦 1.2K · 📋 640 - 28% open · ⏱️ 02.08.2023):
```
 git clone https://github.com/tensorflow/agents
```
PyPi (📥 290K / month · 📦 4 · ⏱️ 17.01.2019):
```
 pip install tf-agents
```

ViZDoom (🥇30 · ⭐ 1.6K) - Reinforcement Learning environments based on the 1993 game Doom. MIT

GitHub (👨‍💻 53 · 🔀 360 · 📥 12K · 📦 200 · 📋 460 - 11% open · ⏱️ 24.07.2023):
```
 git clone https://github.com/mwydmuch/ViZDoom
```
PyPi (📥 980 / month · 📦 16 · ⏱️ 18.04.2022):
```
 pip install vizdoom
```

FinRL (🥈29 · ⭐ 7.9K) - FinRL: Financial Reinforcement Learning. MIT

GitHub (👨‍💻 100 · 🔀 1.9K · 📦 23 · 📋 620 - 24% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/AI4Finance-Foundation/FinRL
```
PyPi (📥 1.2K / month · ⏱️ 08.01.2022):
```
 pip install finrl
```

Dopamine (🥈27 · ⭐ 10K) - Dopamine is a research framework for fast prototyping of.. Apache-2

GitHub (👨‍💻 15 · 🔀 1.4K · 📦 4 · 📋 180 - 52% open · ⏱️ 29.06.2023):
```
 git clone https://github.com/google/dopamine
```
PyPi (📥 36K / month · 📦 36 · ⏱️ 21.09.2022):
```
 pip install dopamine-rl
```

TensorLayer (🥈27 · ⭐ 7.2K) - Deep Learning and Reinforcement Learning Library for.. Apache-2

GitHub (👨‍💻 130 · 🔀 1.6K · 📥 1.6K · 📋 470 - 6% open · ⏱️ 18.02.2023):
```
 git clone https://github.com/tensorlayer/tensorlayer
```
PyPi (📥 1.2K / month · 📦 40 · ⏱️ 15.02.2022):
```
 pip install tensorlayer
```

Acme (🥈27 · ⭐ 3.2K) - A library of reinforcement learning components and agents. Apache-2

GitHub (👨‍💻 83 · 🔀 400 · 📦 160 · 📋 260 - 21% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/deepmind/acme
```
PyPi (📥 1.9K / month · 📦 3 · ⏱️ 10.02.2022):
```
 pip install dm-acme
```
Conda (📥 7.3K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge dm-acme
```

TensorForce (🥉26 · ⭐ 3.2K · 💤) - Tensorforce: a TensorFlow library for applied.. Apache-2

GitHub (👨‍💻 82 · 🔀 540 · 📦 420 · 📋 660 - 4% open · ⏱️ 15.01.2023):
```
 git clone https://github.com/tensorforce/tensorforce
```
PyPi (📥 700 / month · 📦 2 · ⏱️ 30.08.2021):
```
 pip install tensorforce
```

PARL (🥉25 · ⭐ 3K) - A high-performance distributed training framework for Reinforcement.. Apache-2

GitHub (👨‍💻 41 · 🔀 810 · 📦 120 · 📋 500 - 20% open · ⏱️ 19.05.2023):
```
 git clone https://github.com/PaddlePaddle/PARL
```
PyPi (📥 630 / month · 📦 1 · ⏱️ 13.05.2022):
```
 pip install parl
```

garage (🥉25 · ⭐ 1.7K · 💤) - A toolkit for reproducible reinforcement learning research. MIT

GitHub (👨‍💻 79 · 🔀 290 · 📦 87 · 📋 1K - 22% open · ⏱️ 04.01.2023):
```
 git clone https://github.com/rlworkgroup/garage
```
PyPi (📥 640 / month · 📦 2 · ⏱️ 23.03.2021):
```
 pip install garage
```

RLax (🥉25 · ⭐ 1.1K) - A library of reinforcement learning building blocks in JAX. Apache-2

GitHub (👨‍💻 21 · 🔀 76 · 📦 150 · 📋 30 - 40% open · ⏱️ 27.07.2023):
```
 git clone https://github.com/deepmind/rlax
```
PyPi (📥 180K / month · 📦 2 · ⏱️ 09.01.2023):
```
 pip install rlax
```

Stable Baselines (🥉24 · ⭐ 3.9K · 💤) - A fork of OpenAI Baselines, implementations of.. MIT

GitHub (👨‍💻 110 · 🔀 710 · 📋 940 - 13% open · ⏱️ 04.09.2022):
```
 git clone https://github.com/hill-a/stable-baselines
```
PyPi (📥 5.4K / month · 📦 35 · ⏱️ 06.04.2021):
```
 pip install stable-baselines
```

ReAgent (🥉24 · ⭐ 3.4K) - A platform for Reasoning systems (Reinforcement Learning,.. BSD-3

GitHub (👨‍💻 160 · 🔀 490 · 📋 140 - 47% open · ⏱️ 17.07.2023):
```
 git clone https://github.com/facebookresearch/ReAgent
```
PyPi (📥 27 / month · ⏱️ 27.05.2020):
```
 pip install reagent
```

PFRL (🥉23 · ⭐ 1.1K) - PFRL: a PyTorch-based deep reinforcement learning library. MIT

GitHub (👨‍💻 19 · 🔀 140 · 📦 88 · 📋 78 - 42% open · ⏱️ 16.07.2023):
```
 git clone https://github.com/pfnet/pfrl
```
PyPi (📥 460 / month · 📦 1 · ⏱️ 16.07.2023):
```
 pip install pfrl
```

Coach (🥉20 · ⭐ 2.3K · 💤) - Reinforcement Learning Coach by Intel AI Lab enables easy.. Apache-2

GitHub (👨‍💻 36 · 🔀 440 · 📋 270 - 32% open · ⏱️ 11.12.2022):
```
 git clone https://github.com/IntelLabs/coach
```
PyPi (📥 120 / month · 📦 2 · ⏱️ 10.10.2019):
```
 pip install rl_coach
```

rliable (🥉12 · ⭐ 610) - [NeurIPS21 Outstanding Paper] Library for reliable evaluation on RL.. Apache-2

GitHub (👨‍💻 6 · 🔀 40 · 📦 82 · 📋 13 - 15% open · ⏱️ 29.05.2023):
```
 git clone https://github.com/google-research/rliable
```
PyPi:
```
 pip install rliable`
```

Show 7 hidden projects...

baselines (🥈28 · ⭐ 15K · 💀) - OpenAI Baselines: high-quality implementations of reinforcement.. MIT
keras-rl (🥈28 · ⭐ 5.4K · 💀) - Deep Reinforcement Learning for Keras. MIT
ChainerRL (🥉24 · ⭐ 1.1K · 💀) - ChainerRL is a deep reinforcement learning library built on top of.. MIT
TRFL (🥉22 · ⭐ 3.1K · 💀) - TensorFlow Reinforcement Learning. Apache-2
SerpentAI (🥉18 · ⭐ 6.6K · 💀) - Game Agent Framework. Helping you create AIs / Bots that learn to.. MIT
DeepMind Lab (🥉17 · ⭐ 6.9K · 💤) - A customisable 3D platform for agent-based AI research. ❗Unlicensed
Maze (🥉11 · ⭐ 240 · 💤) - Maze Applied Reinforcement Learning Framework. ❗️Custom

Recommender Systems

Libraries for building and evaluating recommendation systems.

Recommenders (🥇34 · ⭐ 16K) - Best Practices on Recommendation Systems. MIT

GitHub (👨‍💻 130 · 🔀 2.8K · 📥 420 · 📦 79 · 📋 780 - 21% open · ⏱️ 05.07.2023):
```
 git clone https://github.com/microsoft/recommenders
```
PyPi (📥 50K / month · 📦 2 · ⏱️ 01.04.2022):
```
 pip install recommenders
```

implicit (🥇32 · ⭐ 3.2K) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT

GitHub (👨‍💻 34 · 🔀 600 · 📥 540 · 📦 1.1K · 📋 460 - 17% open · ⏱️ 20.07.2023):
```
 git clone https://github.com/benfred/implicit
```
PyPi (📥 140K / month · 📦 38 · ⏱️ 11.12.2022):
```
 pip install implicit
```
Conda (📥 520K · ⏱️ 25.07.2023):
```
 conda install -c conda-forge implicit
```

lightfm (🥈31 · ⭐ 4.4K) - A Python implementation of LightFM, a hybrid recommendation algorithm. Apache-2

GitHub (👨‍💻 47 · 🔀 660 · 📦 1.2K · 📋 490 - 27% open · ⏱️ 30.04.2023):
```
 git clone https://github.com/lyst/lightfm
```
PyPi (📥 450K / month · 📦 47 · ⏱️ 27.11.2020):
```
 pip install lightfm
```
Conda (📥 160K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge lightfm
```

TF Ranking (🥈29 · ⭐ 2.7K) - Learning to Rank in TensorFlow. Apache-2

GitHub (👨‍💻 32 · 🔀 470 · 📋 320 - 25% open · ⏱️ 03.06.2023):
```
 git clone https://github.com/tensorflow/ranking
```
PyPi (📥 130K / month · 📦 13 · ⏱️ 01.02.2023):
```
 pip install tensorflow_ranking
```

TF Recommenders (🥈29 · ⭐ 1.6K) - TensorFlow Recommenders is a library for building.. Apache-2

GitHub (👨‍💻 42 · 🔀 240 · 📦 250 · 📋 410 - 56% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/tensorflow/recommenders
```
PyPi (📥 390K / month · 📦 1 · ⏱️ 03.02.2023):
```
 pip install tensorflow-recommenders
```

scikit-surprise (🥈28 · ⭐ 5.9K · 💤) - A Python scikit for building and analyzing recommender.. BSD-3

GitHub (👨‍💻 45 · 🔀 960 · 📦 4 · 📋 380 - 19% open · ⏱️ 27.01.2023):
```
 git clone https://github.com/NicolasHug/Surprise
```
PyPi (📥 120K / month · 📦 50 · ⏱️ 23.09.2022):
```
 pip install scikit-surprise
```

Conda (📥 330K · ⏱️ 16.06.2023):

 conda install -c conda-forge scikit-surprise

Cornac (🥈27 · ⭐ 730) - A Comparative Framework for Multimodal Recommender Systems. Apache-2

GitHub (👨‍💻 17 · 🔀 120 · 📦 170 · 📋 130 - 7% open · ⏱️ 01.08.2023):
```
 git clone https://github.com/PreferredAI/cornac
```
PyPi (📥 95K / month · 📦 16 · ⏱️ 22.07.2023):
```
 pip install cornac
```
Conda (📥 320K · ⏱️ 25.07.2023):
```
 conda install -c conda-forge cornac
```

torchrec (🥉26 · ⭐ 1.5K) - Pytorch domain library for recommendation systems. BSD-3

GitHub (👨‍💻 170 · 🔀 280 · 📋 220 - 59% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/pytorch/torchrec
```
PyPi (📥 310 / month · ⏱️ 12.05.2022):
```
 pip install torchrec-nightly-cpu
```

RecBole (🥉23 · ⭐ 2.8K) - A unified, comprehensive and efficient recommendation library. MIT

GitHub (👨‍💻 65 · 🔀 520 · 📋 760 - 17% open · ⏱️ 19.05.2023):
```
 git clone https://github.com/RUCAIBox/RecBole
```
PyPi (📥 2.4K / month · 📦 2 · ⏱️ 25.02.2022):
```
 pip install recbole
```
Conda (📥 3.6K · ⏱️ 16.06.2023):
```
 conda install -c aibox recbole
```

recmetrics (🥉21 · ⭐ 520) - A library of metrics for evaluating recommender systems. MIT

GitHub (👨‍💻 19 · 🔀 97 · 📥 5 · 📦 43 · 📋 27 - 48% open · ⏱️ 16.06.2023):
```
 git clone https://github.com/statisticianinstilettos/recmetrics
```
PyPi (📥 9.8K / month · ⏱️ 26.04.2022):
```
 pip install recmetrics
```

Show 7 hidden projects...

lkpy (🥉22 · ⭐ 240) - Python recommendation toolkit. MIT
tensorrec (🥉21 · ⭐ 1.2K · 💀) - A TensorFlow recommendation algorithm and framework in.. Apache-2
fastFM (🥉21 · ⭐ 1K · 💀) - fastFM: A Library for Factorization Machines. BSD-3
Spotlight (🥉19 · ⭐ 2.9K · 💀) - Deep recommender models using PyTorch. MIT
Case Recommender (🥉18 · ⭐ 440 · 💀) - Case Recommender: A Flexible and Extensible Python.. MIT
Collie (🥉18 · ⭐ 100) - 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 · ⭐ 8.9K) - Perform data science on data that remains in someone elses server. Apache-2

GitHub (👨‍💻 500 · 🔀 1.9K · 📋 3.5K - 4% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/OpenMined/PySyft
```
PyPi (📥 4K / month · 📦 5 · ⏱️ 09.08.2023):
```
 pip install syft
```

Opacus (🥈28 · ⭐ 1.5K) - Training PyTorch models with differential privacy. Apache-2

GitHub (👨‍💻 73 · 🔀 290 · 📥 98 · 📦 640 · 📋 250 - 26% open · ⏱️ 01.08.2023):
```
 git clone https://github.com/pytorch/opacus
```
PyPi (📥 28K / month · 📦 17 · ⏱️ 06.05.2022):
```
 pip install opacus
```
Conda (📥 11K · ⏱️ 18.06.2023):
```
 conda install -c conda-forge opacus
```

TensorFlow Privacy (🥈27 · ⭐ 1.8K) - Library for training machine learning models with.. Apache-2

GitHub (👨‍💻 54 · 🔀 430 · 📥 120 · 📋 200 - 54% open · ⏱️ 04.08.2023):
```
 git clone https://github.com/tensorflow/privacy
```
PyPi (📥 16K / month · 📦 14 · ⏱️ 19.10.2022):
```
 pip install tensorflow-privacy
```

FATE (🥉25 · ⭐ 5.1K) - An Industrial Grade Federated Learning Framework. Apache-2

GitHub (👨‍💻 92 · 🔀 1.5K · 📋 1.8K - 43% open · ⏱️ 14.06.2023):
```
 git clone https://github.com/FederatedAI/FATE
```
PyPi (📥 2 / month · ⏱️ 06.05.2020):
```
 pip install ETAF
```

CrypTen (🥉24 · ⭐ 1.3K) - A framework for Privacy Preserving Machine Learning. MIT

GitHub (👨‍💻 32 · 🔀 280 · 📦 30 · 📋 250 - 25% open · ⏱️ 29.04.2023):
```
 git clone https://github.com/facebookresearch/CrypTen
```
PyPi (📥 250 / month · 📦 1 · ⏱️ 08.12.2022):
```
 pip install crypten
```

TFEncrypted (🥉24 · ⭐ 1.1K) - A Framework for Encrypted Machine Learning in TensorFlow. Apache-2

GitHub (👨‍💻 29 · 🔀 200 · 📦 64 · 📋 430 - 32% open · ⏱️ 08.02.2023):
```
 git clone https://github.com/tf-encrypted/tf-encrypted
```
PyPi (📥 250 / month · 📦 9 · ⏱️ 16.11.2022):
```
 pip install tf-encrypted
```

Show 1 hidden projects...

PipelineDP (🥉19 · ⭐ 260) - PipelineDP is a Python framework for applying differentially.. Apache-2

Workflow & Experiment Tracking

Libraries to organize, track, and visualize machine learning experiments.

mlflow (🥇44 · ⭐ 15K) - Open source platform for the machine learning lifecycle. Apache-2

GitHub (👨‍💻 610 · 🔀 3.5K · 📦 22K · 📋 3.2K - 36% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/mlflow/mlflow
```
PyPi (📥 14M / month · 📦 470 · ⏱️ 17.07.2023):
```
 pip install mlflow
```
Conda (📥 1.4M · ⏱️ 18.07.2023):
```
 conda install -c conda-forge mlflow
```

Tensorboard (🥇43 · ⭐ 6.3K) - TensorFlows Visualization Toolkit. Apache-2

GitHub (👨‍💻 300 · 🔀 1.6K · 📦 180K · 📋 1.8K - 34% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/tensorflow/tensorboard
```
PyPi (📥 19M / month · 📦 2.8K · ⏱️ 08.08.2023):
```
 pip install tensorboard
```

Conda (📥 4.2M · ⏱️ 09.08.2023):

 conda install -c conda-forge tensorboard

DVC (🥇41 · ⭐ 12K) - Data Version Control | Git for Data & Models | ML Experiments Management. Apache-2

GitHub (👨‍💻 280 · 🔀 1.1K · 📥 36K · 📦 8.9K · 📋 4.4K - 12% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/iterative/dvc
```
PyPi (📥 670K / month · 📦 67 · ⏱️ 10.08.2023):
```
 pip install dvc
```
Conda (📥 1.7M · ⏱️ 10.08.2023):
```
 conda install -c conda-forge dvc
```

wandb client (🥇41 · ⭐ 7.1K) - A tool for visualizing and tracking your machine learning.. MIT

GitHub (👨‍💻 150 · 🔀 530 · 📦 27K · 📋 2.7K - 25% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/wandb/client
```
PyPi (📥 3.6M / month · 📦 500 · ⏱️ 01.08.2023):
```
 pip install wandb
```
Conda (📥 320K · ⏱️ 03.08.2023):
```
 conda install -c conda-forge wandb
```

SageMaker SDK (🥈38 · ⭐ 1.9K) - A library for training and deploying machine learning.. Apache-2

GitHub (👨‍💻 380 · 🔀 1K · 📦 2.8K · 📋 1.3K - 36% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/aws/sagemaker-python-sdk
```
PyPi (📥 31M / month · 📦 79 · ⏱️ 05.08.2023):
```
 pip install sagemaker
```

Conda (📥 670K · ⏱️ 05.08.2023):

 conda install -c conda-forge sagemaker-python-sdk

PyCaret (🥈37 · ⭐ 7.6K) - An open-source, low-code machine learning library in Python. MIT

GitHub (👨‍💻 120 · 🔀 1.6K · 📥 660 · 📦 4.1K · 📋 2.1K - 13% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/pycaret/pycaret
```
PyPi (📥 250K / month · 📦 14 · ⏱️ 06.06.2022):
```
 pip install pycaret
```
Conda (📥 36K · ⏱️ 08.08.2023):
```
 conda install -c conda-forge pycaret
```

tensorboardX (🥈35 · ⭐ 7.7K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT

GitHub (👨‍💻 81 · 🔀 870 · 📥 400 · 📦 33K · 📋 450 - 17% open · ⏱️ 06.08.2023):
```
 git clone https://github.com/lanpa/tensorboardX
```
PyPi (📥 2.4M / month · 📦 970 · ⏱️ 30.07.2023):
```
 pip install tensorboardX
```

Conda (📥 1.1M · ⏱️ 30.07.2023):

 conda install -c conda-forge tensorboardx

snakemake (🥈35 · ⭐ 1.9K) - This is the development home of the workflow management system.. MIT

GitHub (👨‍💻 310 · 🔀 460 · 📦 1.6K · 📋 1.4K - 60% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/snakemake/snakemake
```
PyPi (📥 88K / month · 📦 240 · ⏱️ 09.08.2023):
```
 pip install snakemake
```
Conda (📥 820K · ⏱️ 10.08.2023):
```
 conda install -c bioconda snakemake
```

AzureML SDK (🥈34 · ⭐ 3.8K) - Python notebooks with ML and deep learning examples with Azure.. MIT

GitHub (👨‍💻 64 · 🔀 2.3K · 📥 500 · 📋 1.4K - 24% open · ⏱️ 28.06.2023):
```
 git clone https://github.com/Azure/MachineLearningNotebooks
```
PyPi (📥 1.3M / month · 📦 46 · ⏱️ 27.06.2022):
```
 pip install azureml-sdk
```

Metaflow (🥈33 · ⭐ 6.9K) - Build and manage real-life data science projects with ease!. Apache-2

GitHub (👨‍💻 72 · 🔀 650 · 📦 500 · 📋 580 - 47% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/Netflix/metaflow
```
PyPi (📥 140K / month · 📦 20 · ⏱️ 17.07.2023):
```
 pip install metaflow
```
Conda (📥 140K · ⏱️ 19.07.2023):
```
 conda install -c conda-forge metaflow
```

ClearML (🥈33 · ⭐ 4.6K) - ClearML - Auto-Magical CI/CD to streamline your ML workflow... Apache-2

GitHub (👨‍💻 84 · 🔀 600 · 📥 1.4K · 📦 670 · 📋 870 - 43% open · ⏱️ 04.08.2023):
```
 git clone https://github.com/allegroai/clearml
```
PyPi (📥 210K / month · 📦 13 · ⏱️ 04.08.2023):
```
 pip install clearml
```
Docker Hub (📥 30K · ⏱️ 05.10.2020):
```
 docker pull allegroai/trains
```

aim (🥈33 · ⭐ 4.1K) - Aim An easy-to-use & supercharged open-source AI metadata tracker.. Apache-2

GitHub (👨‍💻 64 · 🔀 240 · 📦 290 · 📋 920 - 30% open · ⏱️ 04.08.2023):
```
 git clone https://github.com/aimhubio/aim
```
PyPi (📥 96K / month · 📦 12 · ⏱️ 09.08.2023):
```
 pip install aim
```
Conda (📥 37K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge aim
```

kaggle (🥈31 · ⭐ 5.5K) - Official Kaggle API. Apache-2

GitHub (👨‍💻 37 · 🔀 1K · 📦 4 · 📋 390 - 30% open · ⏱️ 17.07.2023):
```
 git clone https://github.com/Kaggle/kaggle-api
```
PyPi (📥 170K / month · 📦 370 · ⏱️ 02.08.2023):
```
 pip install kaggle
```
Conda (📥 130K · ⏱️ 18.07.2023):
```
 conda install -c conda-forge kaggle
```

VisualDL (🥈31 · ⭐ 4.6K) - Deep Learning Visualization Toolkit. Apache-2

GitHub (👨‍💻 32 · 🔀 630 · 📥 320 · 📦 2.2K · 📋 500 - 28% open · ⏱️ 04.05.2023):
```
 git clone https://github.com/PaddlePaddle/VisualDL
```
PyPi (📥 150K / month · 📦 40 · ⏱️ 05.06.2023):
```
 pip install visualdl
```

sacred (🥈29 · ⭐ 4.1K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT

GitHub (👨‍💻 100 · 🔀 370 · 📦 2.5K · 📋 560 - 17% open · ⏱️ 19.06.2023):
```
 git clone https://github.com/IDSIA/sacred
```
PyPi (📥 28K / month · 📦 110 · ⏱️ 25.01.2023):
```
 pip install sacred
```
Conda (📥 3.8K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge sacred
```

Neptune.ai (🥈29 · ⭐ 400) - Experiment tracking tool and model registry. Apache-2

GitHub (👨‍💻 47 · 🔀 47 · 📋 230 - 16% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/neptune-ai/neptune-client
```
PyPi (📥 570K / month · 📦 44 · ⏱️ 10.08.2023):
```
 pip install neptune-client
```

Conda (📥 210K · ⏱️ 27.07.2023):

 conda install -c conda-forge neptune-client

ml-metadata (🥉28 · ⭐ 550) - For recording and retrieving metadata associated with ML.. Apache-2

GitHub (👨‍💻 17 · 🔀 120 · 📥 2.1K · 📦 340 · 📋 100 - 26% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/google/ml-metadata
```
PyPi (📥 99K / month · 📦 22 · ⏱️ 10.08.2023):
```
 pip install ml-metadata
```

TNT (🥉26 · ⭐ 1.6K) - A lightweight library for PyTorch training tools and utilities. BSD-3

GitHub (👨‍💻 93 · 🔀 240 · 📋 79 - 22% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/pytorch/tnt
```
PyPi (📥 6.4K / month · 📦 38 · ⏱️ 29.07.2018):
```
 pip install torchnet
```

Labml (🥉25 · ⭐ 1.6K) - Monitor deep learning model training and hardware usage from your mobile.. MIT

GitHub (👨‍💻 9 · 🔀 110 · 📦 95 · 📋 39 - 48% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/labmlai/labml
```
PyPi (📥 3.8K / month · 📦 6 · ⏱️ 24.07.2023):
```
 pip install labml
```

Guild AI (🥉25 · ⭐ 810) - Experiment tracking, ML developer tools. Apache-2

GitHub (👨‍💻 29 · 🔀 76 · 📥 14 · 📦 81 · 📋 430 - 49% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/guildai/guildai
```
PyPi (📥 1K / month · ⏱️ 11.05.2022):
```
 pip install guildai
```

quinn (🥉23 · ⭐ 490) - pyspark methods to enhance developer productivity. Apache-2

GitHub (👨‍💻 16 · 🔀 66 · 📥 8 · 📦 68 · 📋 65 - 53% open · ⏱️ 08.05.2023):
```
 git clone https://github.com/MrPowers/quinn
```
PyPi (📥 820K / month · 📦 6 · ⏱️ 17.02.2023):
```
 pip install quinn
```

TensorWatch (🥉21 · ⭐ 3.3K) - Debugging, monitoring and visualization for Python Machine Learning.. MIT

GitHub (👨‍💻 14 · 🔀 360 · 📦 120 · 📋 70 - 75% open · ⏱️ 12.06.2023):
```
 git clone https://github.com/microsoft/tensorwatch
```
PyPi (📥 1.2K / month · 📦 7 · ⏱️ 04.03.2020):
```
 pip install tensorwatch
```

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 (📥 65 / month · ⏱️ 14.09.2021):
```
 pip install studioml
```

lore (🥉20 · ⭐ 1.5K · 💤) - Lore makes machine learning approachable for Software Engineers and.. MIT

GitHub (👨‍💻 29 · 🔀 130 · 📦 20 · 📋 46 - 56% open · ⏱️ 27.09.2022):
```
 git clone https://github.com/instacart/lore
```
PyPi (📥 980 / month · 📦 1 · ⏱️ 02.02.2022):
```
 pip install lore
```

caliban (🥉16 · ⭐ 480) - Research workflows made easy, locally and in the Cloud. Apache-2

GitHub (👨‍💻 10 · 🔀 66 · 📦 1 · 📋 34 - 55% open · ⏱️ 01.08.2023):
```
 git clone https://github.com/google/caliban
```
PyPi (📥 110 / month · ⏱️ 12.09.2020):
```
 pip install caliban
```

Show 14 hidden projects...

Catalyst (🥈29 · ⭐ 3.2K · 💀) - Accelerated deep learning R&D. Apache-2
SKLL (🥉27 · ⭐ 540) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine.. ❗️BSD-1-Clause
knockknock (🥉25 · ⭐ 2.6K · 💀) - Knock Knock: Get notified when your training ends with only two.. MIT
livelossplot (🥉25 · ⭐ 1.3K · 💀) - Live training loss plot in Jupyter Notebook for Keras,.. MIT
gokart (🥉24 · ⭐ 290) - Gokart solves reproducibility, task dependencies, constraints of good code,.. MIT
hiddenlayer (🥉22 · ⭐ 1.7K · 💀) - Neural network graphs and training metrics for.. MIT
MXBoard (🥉20 · ⭐ 330 · 💀) - Logging MXNet data for visualization in TensorBoard. Apache-2
TensorBoard Logger (🥉19 · ⭐ 630 · 💀) - Log TensorBoard events without touching TensorFlow. MIT
keepsake (🥉18 · ⭐ 1.6K · 💀) - Version control for machine learning. Apache-2
datmo (🥉17 · ⭐ 340 · 💀) - Open source production model management tool for data scientists. MIT
chitra (🥉17 · ⭐ 220) - A multi-functional library for full-stack Deep Learning. Simplifies.. Apache-2
steppy (🥉16 · ⭐ 140 · 💀) - Lightweight, Python library for fast and reproducible experimentation. MIT
ModelChimp (🥉13 · ⭐ 120 · 💀) - Experiment tracking for machine and deep learning projects. BSD-2
traintool (🥉9 · ⭐ 12 · 💀) - 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 (🥇42 · ⭐ 15K) - Open standard for machine learning interoperability. Apache-2

GitHub (👨‍💻 290 · 🔀 3.6K · 📥 19K · 📦 17K · 📋 2.5K - 14% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/onnx/onnx
```
PyPi (📥 2.8M / month · 📦 560 · ⏱️ 04.05.2023):
```
 pip install onnx
```
Conda (📥 800K · ⏱️ 12.07.2023):
```
 conda install -c conda-forge onnx
```

triton (🥇38 · ⭐ 7.8K) - Development repository for the Triton language and compiler. MIT

GitHub (👨‍💻 150 · 🔀 780 · 📦 5.8K · 📋 710 - 38% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/openai/triton
```
PyPi (📥 3.8M / month · 📦 44 · ⏱️ 17.03.2023):
```
 pip install triton
```

BentoML (🥈35 · ⭐ 5.4K) - Build Production-Grade AI Applications. Apache-2

GitHub (👨‍💻 170 · 🔀 610 · 📥 2.1K · 📦 1.2K · 📋 940 - 19% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/bentoml/BentoML
```
PyPi (📥 97K / month · 📦 10 · ⏱️ 01.08.2023):
```
 pip install bentoml
```

Core ML Tools (🥈33 · ⭐ 3.5K) - Core ML tools contain supporting tools for Core ML model.. BSD-3

GitHub (👨‍💻 160 · 🔀 520 · 📥 7.5K · 📦 3.3K · 📋 1.2K - 18% open · ⏱️ 01.08.2023):
```
 git clone https://github.com/apple/coremltools
```
PyPi (📥 140K / month · 📦 160 · ⏱️ 15.11.2022):
```
 pip install coremltools
```

Conda (📥 51K · ⏱️ 16.06.2023):

 conda install -c conda-forge coremltools

huggingface_hub (🥈33 · ⭐ 1.1K) - All the open source things related to the Hugging Face Hub. Apache-2

GitHub (👨‍💻 100 · 🔀 260 · 📋 530 - 20% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/huggingface/huggingface_hub
```
PyPi (📥 14M / month · 📦 360 · ⏱️ 07.07.2023):
```
 pip install huggingface_hub
```

Conda (📥 1.3M · ⏱️ 15.07.2023):

 conda install -c conda-forge huggingface_hub

TorchServe (🥈32 · ⭐ 3.6K) - Serve, optimize and scale PyTorch models in production. Apache-2

GitHub (👨‍💻 170 · 🔀 760 · 📥 4.9K · 📋 1.4K - 21% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/pytorch/serve
```
PyPi (📥 35K / month · 📦 11 · ⏱️ 14.06.2023):
```
 pip install torchserve
```
Conda (📥 100K · ⏱️ 14.06.2023):
```
 conda install -c pytorch torchserve
```
Docker Hub (📥 1.2M · ⭐ 17 · ⏱️ 14.06.2023):
```
 docker pull pytorch/torchserve
```

Hummingbird (🥈27 · ⭐ 3.2K) - Hummingbird compiles trained ML models into tensor computation for.. MIT

GitHub (👨‍💻 39 · 🔀 260 · 📥 280 · 📋 300 - 19% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/microsoft/hummingbird
```
PyPi (📥 8.5K / month · 📦 3 · ⏱️ 10.06.2020):
```
 pip install hummingbird-ml
```

Conda (📥 32K · ⏱️ 12.07.2023):

 conda install -c conda-forge hummingbird-ml

cortex (🥈25 · ⭐ 8K) - Production infrastructure for machine learning at scale. Apache-2

GitHub (👨‍💻 24 · 🔀 610 · 📋 1.1K - 10% open · ⏱️ 04.03.2023):
```
 git clone https://github.com/cortexlabs/cortex
```
PyPi (📥 9.4K / month · 📦 1 · ⏱️ 23.09.2022):
```
 pip install cortex
```

mmdnn (🥈25 · ⭐ 5.7K · 💤) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT

GitHub (👨‍💻 86 · 🔀 980 · 📥 3.7K · 📦 110 · 📋 630 - 53% open · ⏱️ 22.09.2022):
```
 git clone https://github.com/Microsoft/MMdnn
```
PyPi (📥 550 / month · 📦 3 · ⏱️ 24.07.2020):
```
 pip install mmdnn
```

hls4ml (🥈25 · ⭐ 900) - Machine learning on FPGAs using HLS. Apache-2

GitHub (👨‍💻 55 · 🔀 330 · 📋 370 - 35% open · ⏱️ 19.07.2023):
```
 git clone https://github.com/fastmachinelearning/hls4ml
```
PyPi (📥 600 / month · ⏱️ 12.11.2021):
```
 pip install hls4ml
```
Conda (📥 6.5K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge hls4ml
```

m2cgen (🥉24 · ⭐ 2.6K · 💤) - Transform ML models into a native code (Java, C, Python, Go,.. MIT

GitHub (👨‍💻 14 · 🔀 220 · 📥 54 · 📦 150 · 📋 120 - 39% open · ⏱️ 05.10.2022):
```
 git clone https://github.com/BayesWitnesses/m2cgen
```
PyPi (📥 18K / month · 📦 3 · ⏱️ 26.04.2022):
```
 pip install m2cgen
```

nebullvm (🥉23 · ⭐ 8.3K) - The next-generation platform to monitor and optimize your AI costs.. Apache-2

GitHub (👨‍💻 39 · 🔀 650 · 📋 200 - 47% open · ⏱️ 18.06.2023):
```
 git clone https://github.com/nebuly-ai/nebullvm
```
PyPi (📥 580 / month · 📦 2 · ⏱️ 18.06.2023):
```
 pip install nebullvm
```

Show 8 hidden projects...

sklearn-porter (🥉23 · ⭐ 1.2K · 💀) - Transpile trained scikit-learn estimators to C, Java,.. BSD-3
Larq Compute Engine (🥉22 · ⭐ 230) - Highly optimized inference engine for Binarized.. Apache-2
pytorch2keras (🥉19 · ⭐ 840 · 💀) - PyTorch to Keras model convertor. MIT
OMLT (🥉17 · ⭐ 210) - Represent trained machine learning models as Pyomo optimization formulations. BSD-3
tfdeploy (🥉16 · ⭐ 350 · 💀) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3
modelkit (🥉15 · ⭐ 140) - Toolkit for developing and maintaining ML models. MIT
backprop (🥉14 · ⭐ 240 · 💀) - Backprop makes it simple to use, finetune, and deploy state-of-.. Apache-2
ml-ane-transformers (🥉13 · ⭐ 2.3K · 💤) - Reference implementation of the Transformer.. ❗Unlicensed

Model Interpretability

Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.

shap (🥇41 · ⭐ 20K) - A game theoretic approach to explain the output of any machine learning model. MIT

GitHub (👨‍💻 220 · 🔀 3K · 📦 13K · 📋 2.3K - 62% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/slundberg/shap
```
PyPi (📥 6.9M / month · 📦 400 · ⏱️ 15.07.2023):
```
 pip install shap
```
Conda (📥 2M · ⏱️ 26.07.2023):
```
 conda install -c conda-forge shap
```

arviz (🥇35 · ⭐ 1.4K) - Exploratory analysis of Bayesian models with Python. Apache-2

GitHub (👨‍💻 150 · 🔀 340 · 📥 130 · 📦 4.5K · 📋 820 - 20% open · ⏱️ 18.07.2023):
```
 git clone https://github.com/arviz-devs/arviz
```
PyPi (📥 1.4M / month · 📦 140 · ⏱️ 18.07.2023):
```
 pip install arviz
```
Conda (📥 1.8M · ⏱️ 19.07.2023):
```
 conda install -c conda-forge arviz
```

Netron (🥇34 · ⭐ 24K) - Visualizer for neural network, deep learning, and machine.. MIT

GitHub (👨‍💻 2 · 🔀 2.5K · 📥 57K · 📦 10 · 📋 960 - 2% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/lutzroeder/netron
```
PyPi (📥 15K / month · 📦 73 · ⏱️ 08.08.2023):
```
 pip install netron
```

InterpretML (🥇34 · ⭐ 5.6K) - Fit interpretable models. Explain blackbox machine learning. MIT

GitHub (👨‍💻 38 · 🔀 680 · 📦 490 · 📋 380 - 18% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/interpretml/interpret
```
PyPi (📥 66K / month · 📦 28 · ⏱️ 05.08.2023):
```
 pip install interpret
```

Captum (🥇32 · ⭐ 4.1K) - Model interpretability and understanding for PyTorch. BSD-3

GitHub (👨‍💻 100 · 🔀 440 · 📦 1.4K · 📋 490 - 35% open · ⏱️ 08.07.2023):
```
 git clone https://github.com/pytorch/captum
```
PyPi (📥 140K / month · 📦 46 · ⏱️ 27.12.2022):
```
 pip install captum
```
Conda (📥 15K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge captum
```

pyLDAvis (🥈31 · ⭐ 1.7K) - Python library for interactive topic model visualization. Port of.. BSD-3

GitHub (👨‍💻 39 · 🔀 360 · 📦 5.2K · 📋 180 - 45% open · ⏱️ 24.04.2023):
```
 git clone https://github.com/bmabey/pyLDAvis
```
PyPi (📥 290K / month · 📦 160 · ⏱️ 24.03.2021):
```
 pip install pyldavis
```
Conda (📥 72K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pyldavis
```

DoWhy (🥈30 · ⭐ 6.1K) - DoWhy is a Python library for causal inference that supports explicit.. MIT

GitHub (👨‍💻 79 · 🔀 850 · 📥 33 · 📦 280 · 📋 390 - 29% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/py-why/dowhy
```
PyPi (📥 41K / month · 📦 5 · ⏱️ 30.07.2023):
```
 pip install dowhy
```
Conda (📥 16K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge dowhy
```

dtreeviz (🥈30 · ⭐ 2.6K) - A python library for decision tree visualization and model interpretation. MIT

GitHub (👨‍💻 25 · 🔀 320 · 📦 860 · 📋 190 - 29% open · ⏱️ 13.07.2023):
```
 git clone https://github.com/parrt/dtreeviz
```
PyPi (📥 120K / month · 📦 24 · ⏱️ 07.07.2022):
```
 pip install dtreeviz
```
Conda (📥 55K · ⏱️ 13.07.2023):
```
 conda install -c conda-forge dtreeviz
```

explainerdashboard (🥈30 · ⭐ 2K) - Quickly build Explainable AI dashboards that show the inner.. MIT

GitHub (👨‍💻 20 · 🔀 260 · 📦 340 · 📋 220 - 11% open · ⏱️ 01.08.2023):
```
 git clone https://github.com/oegedijk/explainerdashboard
```
PyPi (📥 41K / month · 📦 9 · ⏱️ 01.08.2023):
```
 pip install explainerdashboard
```

Conda (📥 38K · ⏱️ 16.06.2023):

 conda install -c conda-forge explainerdashboard

evaluate (🥈30 · ⭐ 1.5K) - Evaluate: A library for easily evaluating machine learning models.. Apache-2

GitHub (👨‍💻 120 · 🔀 170 · 📦 3.3K · 📋 220 - 47% open · ⏱️ 24.06.2023):
```
 git clone https://github.com/huggingface/evaluate
```
PyPi (📥 760K / month · 📦 99 · ⏱️ 13.12.2022):
```
 pip install evaluate
```

Alibi (🥈29 · ⭐ 2.1K) - Algorithms for explaining machine learning models. Apache-2

GitHub (👨‍💻 18 · 🔀 230 · 📦 500 · 📋 350 - 37% open · ⏱️ 01.08.2023):
```
 git clone https://github.com/SeldonIO/alibi
```
PyPi (📥 16K / month · 📦 25 · ⏱️ 07.07.2023):
```
 pip install alibi
```

fairlearn (🥈29 · ⭐ 1.6K) - A Python package to assess and improve fairness of machine.. MIT

GitHub (👨‍💻 75 · 🔀 360 · 📦 2 · 📋 450 - 38% open · ⏱️ 31.07.2023):
```
 git clone https://github.com/fairlearn/fairlearn
```
PyPi (📥 160K / month · 📦 24 · ⏱️ 27.07.2023):
```
 pip install fairlearn
```

Conda (📥 28K · ⏱️ 28.07.2023):

 conda install -c conda-forge fairlearn

Model Analysis (🥈29 · ⭐ 1.2K) - Model analysis tools for TensorFlow. Apache-2

GitHub (👨‍💻 55 · 🔀 270 · 📋 83 - 38% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/tensorflow/model-analysis
```
PyPi (📥 230K / month · 📦 23 · ⏱️ 14.04.2023):
```
 pip install tensorflow-model-analysis
```

imodels (🥈29 · ⭐ 1.2K) - Interpretable ML package for concise, transparent, and accurate.. MIT

GitHub (👨‍💻 22 · 🔀 100 · 📦 51 · 📋 75 - 34% open · ⏱️ 28.07.2023):
```
 git clone https://github.com/csinva/imodels
```
PyPi (📥 100K / month · 📦 4 · ⏱️ 01.08.2023):
```
 pip install imodels
```

shapash (🥈28 · ⭐ 2.4K) - Shapash: User-friendly Explainability and Interpretability to.. Apache-2

GitHub (👨‍💻 35 · 🔀 290 · 📦 120 · 📋 160 - 18% open · ⏱️ 25.07.2023):
```
 git clone https://github.com/MAIF/shapash
```
PyPi (📥 6.2K / month · 📦 2 · ⏱️ 25.07.2023):
```
 pip install shapash
```

responsible-ai-widgets (🥈28 · ⭐ 920) - Responsible AI Toolbox is a suite of tools providing.. MIT

GitHub (👨‍💻 38 · 🔀 240 · 📦 61 · 📋 300 - 26% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/microsoft/responsible-ai-toolbox
```
PyPi (📥 6.4K / month · 📦 3 · ⏱️ 18.01.2023):
```
 pip install raiwidgets
```

yellowbrick (🥈27 · ⭐ 4.1K) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2

GitHub (👨‍💻 110 · 🔀 550 · 📋 700 - 12% open · ⏱️ 05.07.2023):
```
 git clone https://github.com/DistrictDataLabs/yellowbrick
```
PyPi (📥 460K / month · 📦 79 · ⏱️ 21.08.2022):
```
 pip install yellowbrick
```

Conda (📥 66K · ⏱️ 16.06.2023):

 conda install -c conda-forge yellowbrick

CausalNex (🥈27 · ⭐ 1.9K) - A Python library that helps data scientists to infer.. Apache-2

GitHub (👨‍💻 35 · 🔀 220 · 📦 98 · 📋 130 - 12% open · ⏱️ 11.07.2023):
```
 git clone https://github.com/quantumblacklabs/causalnex
```
PyPi (📥 11K / month · 📦 3 · ⏱️ 11.11.2021):
```
 pip install causalnex
```

Explainability 360 (🥈27 · ⭐ 1.4K) - Interpretability and explainability of data and.. Apache-2

GitHub (👨‍💻 41 · 🔀 300 · 📦 78 · 📋 83 - 65% open · ⏱️ 01.08.2023):
```
 git clone https://github.com/Trusted-AI/AIX360
```
PyPi (📥 790 / month · 📦 1 · ⏱️ 31.07.2023):
```
 pip install aix360
```

Fairness 360 (🥉26 · ⭐ 2.1K) - A comprehensive set of fairness metrics for datasets and.. Apache-2

GitHub (👨‍💻 66 · 🔀 700 · 📦 290 · 📋 260 - 65% open · ⏱️ 27.07.2023):
```
 git clone https://github.com/Trusted-AI/AIF360
```
PyPi (📥 6.8K / month · 📦 11 · ⏱️ 04.03.2021):
```
 pip install aif360
```
Conda (📥 6.7K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge aif360
```

iNNvestigate (🥉26 · ⭐ 1.1K) - A toolbox to iNNvestigate neural networks predictions!. BSD-2

GitHub (👨‍💻 20 · 🔀 240 · 📥 74 · 📦 110 · 📋 250 - 20% open · ⏱️ 13.06.2023):
```
 git clone https://github.com/albermax/innvestigate
```
PyPi (📥 770 / month · 📦 2 · ⏱️ 31.01.2023):
```
 pip install innvestigate
```

checklist (🥉25 · ⭐ 1.9K · 💤) - Beyond Accuracy: Behavioral Testing of NLP models with.. MIT

GitHub (👨‍💻 13 · 🔀 190 · 📦 270 · 📋 120 - 29% open · ⏱️ 12.08.2022):
```
 git clone https://github.com/marcotcr/checklist
```
PyPi (📥 4.3K / month · 📦 7 · ⏱️ 24.05.2021):
```
 pip install checklist
```

Conda (📥 6.1K · ⏱️ 16.06.2023):

 conda install -c conda-forge checklist

keract (🥉25 · ⭐ 1K) - Layers Outputs and Gradients in Keras. Made easy. MIT

GitHub (👨‍💻 16 · 🔀 180 · 📦 190 · 📋 89 - 3% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/philipperemy/keract
```
PyPi (📥 9K / month · 📦 9 · ⏱️ 25.09.2022):
```
 pip install keract
```

DiCE (🥉24 · ⭐ 1.1K) - Generate Diverse Counterfactual Explanations for any machine.. MIT

GitHub (👨‍💻 18 · 🔀 170 · 📋 160 - 41% open · ⏱️ 06.08.2023):
```
 git clone https://github.com/interpretml/DiCE
```
PyPi (📥 62K / month · 📦 5 · ⏱️ 02.06.2022):
```
 pip install dice-ml
```

LIT (🥉23 · ⭐ 3.2K · 💤) - The Learning Interpretability Tool: Interactively analyze ML models.. Apache-2

GitHub (👨‍💻 27 · 🔀 330 · 📦 20 · 📋 160 - 53% open · ⏱️ 02.12.2022):
```
 git clone https://github.com/PAIR-code/lit
```
PyPi (📥 860 / month · 📦 1 · ⏱️ 02.12.2022):
```
 pip install lit-nlp
```
Conda (📥 63K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge lit-nlp
```

What-If Tool (🥉23 · ⭐ 830) - Source code/webpage/demos for the What-If Tool. Apache-2

GitHub (👨‍💻 20 · 🔀 150 · 📋 140 - 58% open · ⏱️ 27.04.2023):
```
 git clone https://github.com/PAIR-code/what-if-tool
```
PyPi (📥 10K / month · 📦 4 · ⏱️ 12.10.2021):
```
 pip install witwidget
```

Conda (📥 2M · ⏱️ 16.06.2023):

 conda install -c conda-forge tensorboard-plugin-wit

npm (📥 950 / month · 📦 1 · ⏱️ 12.10.2021):
```
 npm install wit-widget
```

model-card-toolkit (🥉23 · ⭐ 380) - A toolkit that streamlines and automates the generation.. Apache-2

GitHub (👨‍💻 22 · 🔀 79 · 📥 8 · 📦 19 · 📋 33 - 30% open · ⏱️ 26.07.2023):
```
 git clone https://github.com/tensorflow/model-card-toolkit
```
PyPi (📥 1.5K / month · 📦 1 · ⏱️ 28.04.2022):
```
 pip install model-card-toolkit
```

aequitas (🥉22 · ⭐ 560) - Bias and Fairness Audit Toolkit. MIT

GitHub (👨‍💻 18 · 🔀 97 · 📦 140 · 📋 71 - 67% open · ⏱️ 12.05.2023):
```
 git clone https://github.com/dssg/aequitas
```
PyPi (📥 1.7K / month · 📦 6 · ⏱️ 16.12.2020):
```
 pip install aequitas
```

ecco (🥉20 · ⭐ 1.8K) - Explain, analyze, and visualize NLP language models. Ecco creates.. BSD-3

GitHub (👨‍💻 10 · 🔀 140 · 📥 64 · 📦 26 · 📋 55 - 45% open · ⏱️ 27.07.2023):
```
 git clone https://github.com/jalammar/ecco
```
PyPi (📥 760 / month · 📦 1 · ⏱️ 09.01.2022):
```
 pip install ecco
```
Conda (📥 3.8K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge ecco
```

fairness-indicators (🥉20 · ⭐ 320) - Tensorflows Fairness Evaluation and Visualization.. Apache-2

GitHub (👨‍💻 33 · 🔀 78 · 📋 30 - 70% open · ⏱️ 03.05.2023):
```
 git clone https://github.com/tensorflow/fairness-indicators
```
PyPi (📥 1.6K / month · ⏱️ 13.12.2022):
```
 pip install fairness-indicators
```

sklearn-evaluation (🥉19 · ⭐ 360 · 💤) - Machine learning model evaluation made easy: plots,.. MIT

GitHub (👨‍💻 19 · 🔀 41 · ⏱️ 13.01.2023):

 git clone https://github.com/edublancas/sklearn-evaluation

PyPi (📥 13K / month · 📦 5 · ⏱️ 28.12.2020):
```
 pip install sklearn-evaluation
```

LOFO (🥉18 · ⭐ 760) - Leave One Feature Out Importance. MIT

GitHub (👨‍💻 5 · 🔀 76 · 📦 27 · 📋 27 - 22% open · ⏱️ 14.04.2023):
```
 git clone https://github.com/aerdem4/lofo-importance
```
PyPi (📥 930 / month · 📦 2 · ⏱️ 27.04.2022):
```
 pip install lofo-importance
```

ExplainX.ai (🥉16 · ⭐ 360 · 💤) - Explainable AI framework for data scientists. Explain & debug any.. MIT

GitHub (👨‍💻 4 · 🔀 49 · 📥 11 · 📋 29 - 41% open · ⏱️ 15.09.2022):
```
 git clone https://github.com/explainX/explainx
```
PyPi (📥 2.6K / month · ⏱️ 04.02.2021):
```
 pip install explainx
```

Show 21 hidden projects...

Lime (🥇33 · ⭐ 11K · 💀) - Lime: Explaining the predictions of any machine learning classifier. BSD-2
Deep Checks (🥈30 · ⭐ 3K) - Deepchecks: Tests for Continuous Validation of ML Models &.. ❗️AGPL-3.0
eli5 (🥈28 · ⭐ 2.7K · 💀) - A library for debugging/inspecting machine learning classifiers and.. MIT
scikit-plot (🥈27 · ⭐ 2.3K · 💀) - An intuitive library to add plotting functionality to.. MIT
DALEX (🥉26 · ⭐ 1.2K) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
Lucid (🥉25 · ⭐ 4.6K · 💀) - A collection of infrastructure and tools for research in.. Apache-2
keras-vis (🥉24 · ⭐ 3K · 💀) - Neural network visualization toolkit for keras. MIT
TreeInterpreter (🥉23 · ⭐ 730 · 💀) - Package for interpreting scikit-learns decision tree.. BSD-3
tf-explain (🥉22 · ⭐ 990 · 💀) - Interpretability Methods for tf.keras models with Tensorflow.. MIT
random-forest-importances (🥉22 · ⭐ 560 · 💀) - Code to compute permutation and drop-column.. MIT
Skater (🥉21 · ⭐ 1.1K) - Python Library for Model Interpretation/Explanations. ❗️UPL-1.0
deeplift (🥉21 · ⭐ 740 · 💀) - Public facing deeplift repo. MIT
Quantus (🥉21 · ⭐ 400) - Quantus is an eXplainable AI toolkit for responsible evaluation.. ❗Unlicensed
tcav (🥉19 · ⭐ 580 · 💀) - Code for the TCAV ML interpretability project. Apache-2
XAI (🥉17 · ⭐ 930 · 💀) - XAI - An eXplainability toolbox for machine learning. MIT
Anchor (🥉16 · ⭐ 760 · 💀) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2
FlashTorch (🥉15 · ⭐ 710 · 💀) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT
interpret-text (🥉13 · ⭐ 380 · 💀) - A library that incorporates state-of-the-art explainers.. MIT
contextual-ai (🥉13 · ⭐ 83 · 💀) - Contextual AI adds explainability to different stages of.. Apache-2
Attribution Priors (🥉12 · ⭐ 120 · 💀) - Tools for training explainable models using.. MIT
bias-detector (🥉11 · ⭐ 43 · 💤) - 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 ( ⭐ 3.9K) - Benchmarks of approximate nearest neighbor libraries in Python.

Milvus (🥇39 · ⭐ 22K) - A cloud-native vector database, storage for next generation AI.. Apache-2

GitHub (👨‍💻 250 · 🔀 2.4K · 📥 34K · 📋 8.6K - 7% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/milvus-io/milvus
```
PyPi (📥 470K / month · 📦 31 · ⏱️ 09.08.2023):
```
 pip install pymilvus
```
Docker Hub (📥 4.3M · ⭐ 30 · ⏱️ 10.08.2023):
```
 docker pull milvusdb/milvus
```

Faiss (🥇38 · ⭐ 24K) - A library for efficient similarity search and clustering of dense vectors. MIT

GitHub (👨‍💻 130 · 🔀 3K · 📦 1.3K · 📋 2.1K - 15% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/facebookresearch/faiss
```
PyPi (📥 470K / month · 📦 31 · ⏱️ 09.08.2023):
```
 pip install pymilvus
```
Conda (📥 840K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge faiss
```

Annoy (🥈35 · ⭐ 12K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2

GitHub (👨‍💻 87 · 🔀 1.1K · 📦 3.1K · 📋 390 - 13% open · ⏱️ 14.06.2023):
```
 git clone https://github.com/spotify/annoy
```
PyPi (📥 1M / month · 📦 260 · ⏱️ 14.06.2023):
```
 pip install annoy
```

Conda (📥 350K · ⏱️ 16.06.2023):

 conda install -c conda-forge python-annoy

hnswlib (🥈30 · ⭐ 3.3K) - Header-only C++/python library for fast approximate nearest neighbors. Apache-2

GitHub (👨‍💻 65 · 🔀 480 · 📦 2.5K · 📋 310 - 54% open · ⏱️ 05.02.2023):
```
 git clone https://github.com/nmslib/hnswlib
```
PyPi (📥 910K / month · 📦 51 · ⏱️ 05.02.2023):
```
 pip install hnswlib
```
Conda (📥 100K · ⏱️ 28.06.2023):
```
 conda install -c conda-forge hnswlib
```

PyNNDescent (🥉29 · ⭐ 780) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2

GitHub (👨‍💻 25 · 🔀 96 · 📦 4.1K · 📋 120 - 52% open · ⏱️ 01.08.2023):
```
 git clone https://github.com/lmcinnes/pynndescent
```
PyPi (📥 820K / month · 📦 49 · ⏱️ 31.10.2022):
```
 pip install pynndescent
```

Conda (📥 1.6M · ⏱️ 16.06.2023):

 conda install -c conda-forge pynndescent

USearch (🥉24 · ⭐ 630 · 🐣) - Vector Search engine in a single file - supporting C++ 11, C 99,.. Apache-2

GitHub (👨‍💻 16 · 🔀 27 · 📥 58 · 📦 6 · 📋 34 - 29% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/unum-cloud/usearch
```
PyPi (📥 8.5K / month):
```
 pip install usearch
```
npm (📥 1.4K / month):
```
 npm install usearch
```
Docker Hub (📥 2 · ⭐ 1 · ⏱️ 07.08.2023):
```
 docker pull unum/usearch
```

NGT (🥉23 · ⭐ 1.1K) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2

GitHub (👨‍💻 14 · 🔀 100 · 📋 120 - 13% open · ⏱️ 31.07.2023):
```
 git clone https://github.com/yahoojapan/NGT
```
PyPi (📥 11K / month · 📦 8 · ⏱️ 21.09.2022):
```
 pip install ngt
```

NearPy (🥉20 · ⭐ 740 · 💤) - Python framework for fast (approximated) nearest neighbour search in.. MIT

GitHub (👨‍💻 19 · 🔀 140 · 📦 85 · 📋 64 - 39% open · ⏱️ 22.01.2023):
```
 git clone https://github.com/pixelogik/NearPy
```
PyPi (📥 910 / month · 📦 16 · ⏱️ 27.09.2016):
```
 pip install NearPy
```

N2 (🥉19 · ⭐ 550) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs fast.. Apache-2

GitHub (👨‍💻 20 · 🔀 70 · 📦 27 · 📋 35 - 37% open · ⏱️ 27.06.2023):
```
 git clone https://github.com/kakao/n2
```
PyPi (📥 500 / month · 📦 4 · ⏱️ 16.10.2020):
```
 pip install n2
```

Show 3 hidden projects...

NMSLIB (🥈31 · ⭐ 3.1K · 💀) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2
Magnitude (🥉24 · ⭐ 1.6K · 💀) - A fast, efficient universal vector embedding utility package. MIT
PySparNN (🥉11 · ⭐ 910 · 💀) - 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 · ⭐ 7.7K) - Bayesian Modeling in Python. Apache-2

GitHub (👨‍💻 460 · 🔀 1.8K · 📥 1.9K · 📦 1.8K · 📋 3.1K - 6% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/pymc-devs/pymc
```
PyPi (📥 390K / month · 📦 250 · ⏱️ 15.03.2022):
```
 pip install pymc3
```
Conda (📥 530K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pymc3
```

tensorflow-probability (🥇37 · ⭐ 4K) - Probabilistic reasoning and statistical analysis in.. Apache-2

GitHub (👨‍💻 480 · 🔀 1.1K · 📋 1.4K - 47% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/tensorflow/probability
```
PyPi (📥 1.3M / month · 📦 410 · ⏱️ 04.08.2023):
```
 pip install tensorflow-probability
```

Conda (📥 110K · ⏱️ 23.07.2023):

 conda install -c conda-forge tensorflow-probability

Pyro (🥇35 · ⭐ 8.1K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2

GitHub (👨‍💻 140 · 🔀 970 · 📦 1.5K · 📋 1.1K - 22% open · ⏱️ 06.08.2023):
```
 git clone https://github.com/pyro-ppl/pyro
```
PyPi (📥 550K / month · 📦 92 · ⏱️ 29.07.2023):
```
 pip install pyro-ppl
```
Conda (📥 92K · ⏱️ 29.07.2023):
```
 conda install -c conda-forge pyro-ppl
```

GPyTorch (🥈32 · ⭐ 3.2K) - A highly efficient implementation of Gaussian Processes in PyTorch. MIT

GitHub (👨‍💻 120 · 🔀 500 · 📦 1.5K · 📋 1.3K - 25% open · ⏱️ 05.08.2023):
```
 git clone https://github.com/cornellius-gp/gpytorch
```
PyPi (📥 210K / month · 📦 67 · ⏱️ 02.06.2023):
```
 pip install gpytorch
```
Conda (📥 110K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge gpytorch
```

filterpy (🥈32 · ⭐ 2.8K · 💤) - Python Kalman filtering and optimal estimation library. Implements.. MIT

GitHub (👨‍💻 43 · 🔀 560 · 📦 3.7K · 📋 220 - 25% open · ⏱️ 22.08.2022):
```
 git clone https://github.com/rlabbe/filterpy
```
PyPi (📥 2M / month · 📦 160 · ⏱️ 10.10.2018):
```
 pip install filterpy
```
Conda (📥 230K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge filterpy
```

hmmlearn (🥈31 · ⭐ 2.8K) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3

GitHub (👨‍💻 44 · 🔀 730 · 📦 2K · 📋 420 - 13% open · ⏱️ 18.04.2023):
```
 git clone https://github.com/hmmlearn/hmmlearn
```
PyPi (📥 210K / month · 📦 140 · ⏱️ 10.02.2022):
```
 pip install hmmlearn
```
Conda (📥 190K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge hmmlearn
```

pgmpy (🥈31 · ⭐ 2.4K) - Python Library for learning (Structure and Parameter), inference.. MIT

GitHub (👨‍💻 120 · 🔀 680 · 📥 280 · 📦 700 · 📋 860 - 29% open · ⏱️ 27.07.2023):
```
 git clone https://github.com/pgmpy/pgmpy
```
PyPi (📥 56K / month · 📦 29 · ⏱️ 30.06.2022):
```
 pip install pgmpy
```

patsy (🥈31 · ⭐ 900 · 💤) - Describing statistical models in Python using symbolic formulas. BSD-2

GitHub (👨‍💻 17 · 🔀 100 · 📦 77K · 📋 150 - 49% open · ⏱️ 09.10.2022):
```
 git clone https://github.com/pydata/patsy
```
PyPi (📥 9.4M / month · 📦 2.7K · ⏱️ 09.10.2022):
```
 pip install patsy
```
Conda (📥 8.6M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge patsy
```

SALib (🥈31 · ⭐ 740) - Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and.. MIT

GitHub (👨‍💻 43 · 🔀 220 · 📦 850 · 📋 310 - 14% open · ⏱️ 20.07.2023):
```
 git clone https://github.com/SALib/SALib
```
PyPi (📥 110K / month · 📦 78 · ⏱️ 22.06.2022):
```
 pip install salib
```
Conda (📥 130K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge salib
```

pandas-ta (🥉30 · ⭐ 3.9K · 💤) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT

GitHub (👨‍💻 45 · 🔀 790 · 📦 3.2K · 📋 500 - 18% open · ⏱️ 24.09.2022):
```
 git clone https://github.com/twopirllc/pandas-ta
```
PyPi (📥 69K / month · 📦 32 · ⏱️ 28.07.2021):
```
 pip install pandas-ta
```

Conda (📥 18K · ⏱️ 16.06.2023):

 conda install -c conda-forge pandas-ta

pomegranate (🥉30 · ⭐ 3.2K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT

GitHub (👨‍💻 68 · 🔀 570 · 📦 970 · 📋 730 - 3% open · ⏱️ 24.07.2023):
```
 git clone https://github.com/jmschrei/pomegranate
```
PyPi (📥 18K / month · 📦 57 · ⏱️ 19.11.2021):
```
 pip install pomegranate
```

Conda (📥 130K · ⏱️ 16.06.2023):

 conda install -c conda-forge pomegranate

GPflow (🥉30 · ⭐ 1.8K) - Gaussian processes in TensorFlow. Apache-2

GitHub (👨‍💻 83 · 🔀 440 · 📦 550 · 📋 820 - 17% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/GPflow/GPflow
```
PyPi (📥 53K / month · 📦 36 · ⏱️ 09.08.2023):
```
 pip install gpflow
```
Conda (📥 23K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge gpflow
```

emcee (🥉30 · ⭐ 1.3K) - The Python ensemble sampling toolkit for affine-invariant MCMC. MIT

GitHub (👨‍💻 68 · 🔀 430 · 📦 2K · 📋 280 - 17% open · ⏱️ 01.08.2023):
```
 git clone https://github.com/dfm/emcee
```
PyPi (📥 110K / month · 📦 340 · ⏱️ 10.05.2022):
```
 pip install emcee
```
Conda (📥 300K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge emcee
```

bambi (🥉27 · ⭐ 930) - BAyesian Model-Building Interface (Bambi) in Python. MIT

GitHub (👨‍💻 33 · 🔀 100 · 📦 80 · 📋 350 - 19% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/bambinos/bambi
```
PyPi (📥 17K / month · 📦 6 · ⏱️ 02.07.2023):
```
 pip install bambi
```
Conda (📥 25K · ⏱️ 02.07.2023):
```
 conda install -c conda-forge bambi
```

Baal (🥉24 · ⭐ 770) - Library to enable Bayesian active learning in your research or labeling.. Apache-2

GitHub (👨‍💻 21 · 🔀 80 · 📦 51 · 📋 100 - 24% open · ⏱️ 17.07.2023):
```
 git clone https://github.com/baal-org/baal
```
PyPi (📥 1.4K / month · 📦 1 · ⏱️ 03.05.2022):
```
 pip install baal
```
Conda (📥 6.6K · ⏱️ 12.06.2023):
```
 conda install -c conda-forge baal
```

Orbit (🥉23 · ⭐ 1.7K · 💤) - A Python package for Bayesian forecasting with object-oriented.. Apache-2

GitHub (👨‍💻 18 · 🔀 120 · 📦 31 · 📋 390 - 16% open · ⏱️ 29.01.2023):
```
 git clone https://github.com/uber/orbit
```
PyPi (📥 120K / month · 📦 1 · ⏱️ 29.01.2023):
```
 pip install orbit-ml
```

Show 7 hidden projects...

pingouin (🥉28 · ⭐ 1.4K) - Statistical package in Python based on Pandas. ❗️GPL-3.0
Edward (🥉27 · ⭐ 4.8K · 💀) - A probabilistic programming language in TensorFlow. Deep.. Apache-2
PyStan (🥉26 · ⭐ 270) - PyStan, a Python interface to Stan, a platform for statistical modeling... ISC
scikit-posthocs (🥉21 · ⭐ 290) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python. MIT
pyhsmm (🥉20 · ⭐ 530 · 💀) - Bayesian inference in HSMMs and HMMs. MIT
Funsor (🥉20 · ⭐ 220) - Functional tensors for probabilistic programming. Apache-2
ZhuSuan (🥉15 · ⭐ 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 (🥇33 · ⭐ 3.9K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT

GitHub (👨‍💻 130 · 🔀 1K · 📦 400 · 📋 830 - 13% open · ⏱️ 03.08.2023):
```
 git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
```
PyPi (📥 45K / month · 📦 7 · ⏱️ 30.06.2023):
```
 pip install adversarial-robustness-toolbox
```

Conda (📥 30K · ⏱️ 01.07.2023):

 conda install -c conda-forge adversarial-robustness-toolbox

CleverHans (🥈30 · ⭐ 5.9K · 💤) - An adversarial example library for constructing attacks,.. MIT

GitHub (👨‍💻 130 · 🔀 1.4K · 📦 500 · 📋 460 - 8% open · ⏱️ 31.01.2023):
```
 git clone https://github.com/cleverhans-lab/cleverhans
```
PyPi (📥 1.1K / month · 📦 12 · ⏱️ 24.07.2021):
```
 pip install cleverhans
```

Conda (📥 6.8K · ⏱️ 16.06.2023):

 conda install -c conda-forge cleverhans

TextAttack (🥈27 · ⭐ 2.4K) - TextAttack is a Python framework for adversarial attacks, data.. MIT

GitHub (👨‍💻 58 · 🔀 320 · 📦 180 · 📋 260 - 17% open · ⏱️ 24.07.2023):
```
 git clone https://github.com/QData/TextAttack
```
PyPi (📥 3.6K / month · 📦 6 · ⏱️ 25.05.2022):
```
 pip install textattack
```

Conda (📥 6.4K · ⏱️ 16.06.2023):

 conda install -c conda-forge textattack

AdvBox (🥉18 · ⭐ 1.3K · 💤) - Advbox is a toolbox to generate adversarial examples that fool.. Apache-2

GitHub (👨‍💻 19 · 🔀 250 · 📦 2 · 📋 39 - 20% open · ⏱️ 08.08.2022):
```
 git clone https://github.com/advboxes/AdvBox
```
PyPi (📥 41 / month · ⏱️ 05.12.2018):
```
 pip install advbox
```

Show 5 hidden projects...

Foolbox (🥈28 · ⭐ 2.5K · 💀) - A Python toolbox to create adversarial examples that fool neural.. MIT
advertorch (🥉22 · ⭐ 1.2K · 💀) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0
robustness (🥉19 · ⭐ 820 · 💀) - A library for experimenting with, training and evaluating neural.. MIT
textflint (🥉16 · ⭐ 610 · 💀) - Unified Multilingual Robustness Evaluation Toolkit for.. ❗️GPL-3.0
Adversary (🥉15 · ⭐ 380 · 💀) - 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.

optimum (🥇32 · ⭐ 1.4K) - Accelerate training and inference of Transformers and Diffusers with.. Apache-2

GitHub (👨‍💻 74 · 🔀 240 · 📦 370 · 📋 460 - 43% open · ⏱️ 07.08.2023):
```
 git clone https://github.com/huggingface/optimum
```
PyPi (📥 190K / month · 📦 18 · ⏱️ 03.08.2023):
```
 pip install optimum
```
Conda (📥 8.5K · ⏱️ 18.06.2023):
```
 conda install -c conda-forge optimum
```

cuDF (🥇31 · ⭐ 5.8K) - cuDF - GPU DataFrame Library. Apache-2

GitHub (👨‍💻 260 · 🔀 710 · 📋 5.6K - 15% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/rapidsai/cudf
```
PyPi (📥 1.8K / month · 📦 7 · ⏱️ 01.06.2020):
```
 pip install cudf
```

PyCUDA (🥇31 · ⭐ 1.6K) - CUDA integration for Python, plus shiny features. MIT

GitHub (👨‍💻 80 · 🔀 270 · 📦 2.3K · 📋 260 - 30% open · ⏱️ 19.06.2023):
```
 git clone https://github.com/inducer/pycuda
```
PyPi (📥 37K / month · 📦 210 · ⏱️ 21.12.2022):
```
 pip install pycuda
```
Conda (📥 240K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pycuda
```

Apex (🥈30 · ⭐ 7.5K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3

GitHub (👨‍💻 120 · 🔀 1.2K · 📦 1.9K · 📋 1.2K - 56% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/NVIDIA/apex
```

Conda (📥 170K · ⏱️ 16.06.2023):

 conda install -c conda-forge nvidia-apex

cuML (🥈30 · ⭐ 3.5K) - cuML - RAPIDS Machine Learning Library. Apache-2

GitHub (👨‍💻 170 · 🔀 460 · 📋 2.3K - 33% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/rapidsai/cuml
```
PyPi (📥 1.8K / month · 📦 5 · ⏱️ 01.06.2020):
```
 pip install cuml
```

gpustat (🥈29 · ⭐ 3.5K) - A simple command-line utility for querying and monitoring GPU status. MIT

GitHub (👨‍💻 17 · 🔀 260 · 📦 3.8K · 📋 120 - 25% open · ⏱️ 01.06.2023):
```
 git clone https://github.com/wookayin/gpustat
```
PyPi (📥 1.2M / month · 📦 130 · ⏱️ 05.04.2023):
```
 pip install gpustat
```
Conda (📥 250K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge gpustat
```

ArrayFire (🥈28 · ⭐ 4.2K) - ArrayFire: a general purpose GPU library. BSD-3

GitHub (👨‍💻 88 · 🔀 510 · 📥 4.3K · 📋 1.6K - 17% open · ⏱️ 29.07.2023):
```
 git clone https://github.com/arrayfire/arrayfire
```
PyPi (📥 1K / month · 📦 7 · ⏱️ 22.02.2022):
```
 pip install arrayfire
```

cuGraph (🥈27 · ⭐ 1.4K) - cuGraph - RAPIDS Graph Analytics Library. Apache-2

GitHub (👨‍💻 100 · 🔀 250 · 📦 2 · 📋 1.6K - 19% open · ⏱️ 04.08.2023):
```
 git clone https://github.com/rapidsai/cugraph
```
PyPi (📥 200 / month · 📦 2 · ⏱️ 01.06.2020):
```
 pip install cugraph
```

Conda (📥 16K · ⏱️ 16.06.2023):

 conda install -c conda-forge libcugraph

CuPy (🥉26 · ⭐ 7.1K · 📉) - NumPy & SciPy for GPU. MIT

GitHub (👨‍💻 260 · 🔀 700):

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

PyPi (📥 21K / month · 📦 190 · ⏱️ 08.08.2023):
```
 pip install cupy
```
Conda (📥 3M · ⏱️ 26.07.2023):
```
 conda install -c conda-forge cupy
```
Docker Hub (📥 58K · ⭐ 11 · ⏱️ 10.08.2023):
```
 docker pull cupy/cupy
```

DALI (🥉25 · ⭐ 4.6K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2

GitHub (👨‍💻 85 · 🔀 590 · 📋 1.5K - 18% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/NVIDIA/DALI
```

Merlin (🥉24 · ⭐ 570) - NVIDIA Merlin is an open source library providing end-to-end GPU-.. Apache-2

GitHub (👨‍💻 31 · 🔀 86 · 📋 440 - 45% open · ⏱️ 19.07.2023):
```
 git clone https://github.com/NVIDIA-Merlin/Merlin
```
PyPi (📥 2.4K / month · ⏱️ 02.01.2023):
```
 pip install merlin-core
```

Vulkan Kompute (🥉20 · ⭐ 1.2K) - General purpose GPU compute framework built on Vulkan to.. Apache-2

GitHub (👨‍💻 22 · 🔀 86 · 📥 450 · 📦 7 · 📋 190 - 33% open · ⏱️ 28.05.2023):
```
 git clone https://github.com/KomputeProject/kompute
```
PyPi (📥 86 / month · ⏱️ 13.04.2022):
```
 pip install kp
```

cuSignal (🥉19 · ⭐ 690) - GPU accelerated signal processing. Apache-2

GitHub (👨‍💻 46 · 🔀 120 · 📋 160 - 16% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/rapidsai/cusignal
```

Show 7 hidden projects...

scikit-cuda (🥉24 · ⭐ 940 · 💀) - Python interface to GPU-powered libraries. BSD-3
GPUtil (🥉23 · ⭐ 980 · 💀) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT
py3nvml (🥉22 · ⭐ 220 · 💀) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside.. BSD-3
BlazingSQL (🥉21 · ⭐ 1.8K · 💀) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for.. Apache-2
nvidia-ml-py3 (🥉19 · ⭐ 110 · 💀) - 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 · ⭐ 160 · 💀) - jupyter/ipython experiment containers for GPU and.. Apache-2

Tensorflow Utilities

Libraries that extend TensorFlow with additional capabilities.

TensorFlow Datasets (🥇36 · ⭐ 4K) - TFDS is a collection of datasets ready to use with.. Apache-2

GitHub (👨‍💻 290 · 🔀 1.5K · 📋 1.3K - 48% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/tensorflow/datasets
```
PyPi (📥 1.6M / month · 📦 200 · ⏱️ 13.04.2023):
```
 pip install tensorflow-datasets
```

Conda (📥 21K · ⏱️ 16.06.2023):

 conda install -c conda-forge tensorflow-datasets

tensorflow-hub (🥇35 · ⭐ 3.4K) - A library for transfer learning by reusing parts of.. Apache-2

GitHub (👨‍💻 110 · 🔀 1.7K · 📋 680 - 0% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/tensorflow/hub
```
PyPi (📥 2M / month · 📦 330 · ⏱️ 13.07.2023):
```
 pip install tensorflow-hub
```

Conda (📥 87K · ⏱️ 13.07.2023):

 conda install -c conda-forge tensorflow-hub

TF Addons (🥇35 · ⭐ 1.7K) - Useful extra functionality for TensorFlow 2.x maintained by.. Apache-2

GitHub (👨‍💻 200 · 🔀 590 · 📦 13K · 📋 1.1K - 21% open · ⏱️ 12.07.2023):
```
 git clone https://github.com/tensorflow/addons
```
PyPi (📥 940K / month · 📦 210 · ⏱️ 12.07.2023):
```
 pip install tensorflow-addons
```

tensor2tensor (🥈33 · ⭐ 14K) - Library of deep learning models and datasets designed to.. Apache-2

GitHub (👨‍💻 240 · 🔀 3.3K · 📦 1.4K · 📋 1.3K - 46% open · ⏱️ 01.04.2023):
```
 git clone https://github.com/tensorflow/tensor2tensor
```
PyPi (📥 4.7K / month · 📦 90 · ⏱️ 21.06.2017):
```
 pip install tensor2tensor
```

TensorFlow Transform (🥈32 · ⭐ 970) - Input pipeline framework. Apache-2

GitHub (👨‍💻 27 · 🔀 210 · 📦 1.4K · 📋 210 - 21% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/tensorflow/transform
```
PyPi (📥 650K / month · 📦 56 · ⏱️ 13.04.2023):
```
 pip install tensorflow-transform
```

TF Model Optimization (🥈31 · ⭐ 1.4K) - A toolkit to optimize ML models for deployment for.. Apache-2

GitHub (👨‍💻 82 · 🔀 320 · 📦 3K · 📋 360 - 55% open · ⏱️ 01.08.2023):
```
 git clone https://github.com/tensorflow/model-optimization
```
PyPi (📥 320K / month · 📦 30 · ⏱️ 26.05.2023):
```
 pip install tensorflow-model-optimization
```

TensorFlow I/O (🥈30 · ⭐ 660) - Dataset, streaming, and file system extensions.. Apache-2

GitHub (👨‍💻 100 · 🔀 280 · 📋 620 - 42% open · ⏱️ 06.08.2023):
```
 git clone https://github.com/tensorflow/io
```
PyPi (📥 1.7M / month · 📦 31 · ⏱️ 02.08.2023):
```
 pip install tensorflow-io
```

TFX (🥉29 · ⭐ 2K) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2

GitHub (👨‍💻 180 · 🔀 640 · 📋 860 - 5% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/tensorflow/tfx
```
PyPi (📥 47K / month):
```
 pip install tfx
```

Neural Structured Learning (🥉26 · ⭐ 970) - Training neural models with structured signals. Apache-2

GitHub (👨‍💻 37 · 🔀 190 · 📦 370 · 📋 69 - 1% open · ⏱️ 31.07.2023):
```
 git clone https://github.com/tensorflow/neural-structured-learning
```
PyPi (📥 15K / month · 📦 3 · ⏱️ 29.07.2022):
```
 pip install neural-structured-learning
```

TensorFlow Cloud (🥉25 · ⭐ 360 · 💤) - The TensorFlow Cloud repository provides APIs that.. Apache-2

GitHub (👨‍💻 27 · 🔀 84 · 📦 280 · 📋 100 - 73% open · ⏱️ 22.12.2022):
```
 git clone https://github.com/tensorflow/cloud
```
PyPi (📥 65K / month · 📦 7 · ⏱️ 17.06.2021):
```
 pip install tensorflow-cloud
```

TF Compression (🥉22 · ⭐ 770) - Data compression in TensorFlow. Apache-2

GitHub (👨‍💻 21 · 🔀 240 · 📋 97 - 6% open · ⏱️ 26.07.2023):
```
 git clone https://github.com/tensorflow/compression
```
PyPi (📥 5K / month · 📦 2 · ⏱️ 26.07.2023):
```
 pip install tensorflow-compression
```

Show 5 hidden projects...

Keras-Preprocessing (🥈30 · ⭐ 1K · 💀) - Utilities for working with image data, text data, and.. MIT
efficientnet (🥉26 · ⭐ 2K · 💀) - Implementation of EfficientNet model. Keras and.. Apache-2
Saliency (🥉22 · ⭐ 900 · 💀) - Framework-agnostic implementation for state-of-the-art.. Apache-2
TensorNets (🥉20 · ⭐ 1K · 💀) - High level network definitions with pre-trained weights in.. MIT
tffm (🥉18 · ⭐ 780 · 💀) - TensorFlow implementation of an arbitrary order Factorization Machine. MIT

Jax Utilities

Libraries that extend Jax with additional capabilities.

equinox (🥇29 · ⭐ 1.3K) - Elegant easy-to-use neural networks in JAX... Apache-2

GitHub (👨‍💻 31 · 🔀 77 · 📦 200 · 📋 210 - 26% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/patrick-kidger/equinox
```
PyPi (📥 24K / month · 📦 28 · ⏱️ 26.07.2023):
```
 pip install equinox
```

evojax (🥉18 · ⭐ 680) - EvoJAX: Hardware-accelerated Neuroevolution. Apache-2

GitHub (👨‍💻 14 · 🔀 56 · 📦 10 · 📋 23 - 30% open · ⏱️ 04.07.2023):
```
 git clone https://github.com/google/evojax
```
PyPi (📥 790 / month):
```
 pip install evojax
```
Conda (📥 20K · ⏱️ 18.06.2023):
```
 conda install -c conda-forge evojax
```

Show 1 hidden projects...

jaxdf (🥉14 · ⭐ 90) - A JAX-based research framework for writing differentiable.. ❗️LGPL-3.0

Sklearn Utilities

Libraries that extend scikit-learn with additional capabilities.

imbalanced-learn (🥇36 · ⭐ 6.4K) - A Python Package to Tackle the Curse of Imbalanced.. MIT

GitHub (👨‍💻 78 · 🔀 1.2K · 📦 19K · 📋 560 - 6% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/scikit-learn-contrib/imbalanced-learn
```
PyPi (📥 2.9M / month · 📦 320 · ⏱️ 08.07.2023):
```
 pip install imbalanced-learn
```

Conda (📥 450K · ⏱️ 08.07.2023):

 conda install -c conda-forge imbalanced-learn

MLxtend (🥇35 · ⭐ 4.5K) - A library of extension and helper modules for Pythons data.. BSD-3

GitHub (👨‍💻 99 · 🔀 820 · 📦 10K · 📋 470 - 28% open · ⏱️ 14.07.2023):
```
 git clone https://github.com/rasbt/mlxtend
```
PyPi (📥 750K / month · 📦 170 · ⏱️ 27.05.2022):
```
 pip install mlxtend
```
Conda (📥 280K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge mlxtend
```

scikit-learn-intelex (🥈34 · ⭐ 1K) - Intel(R) Extension for Scikit-learn is a seamless way.. Apache-2

GitHub (👨‍💻 76 · 🔀 160 · 📦 7.4K · 📋 200 - 25% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/intel/scikit-learn-intelex
```
PyPi (📥 220K / month · 📦 17 · ⏱️ 21.07.2023):
```
 pip install scikit-learn-intelex
```

Conda (📥 200K · ⏱️ 25.07.2023):

 conda install -c conda-forge scikit-learn-intelex

category_encoders (🥈30 · ⭐ 2.3K) - A library of sklearn compatible categorical variable.. BSD-3

GitHub (👨‍💻 61 · 🔀 380 · 📋 280 - 16% open · ⏱️ 19.05.2023):
```
 git clone https://github.com/scikit-learn-contrib/category_encoders
```
PyPi (📥 1.2M / month · 📦 140 · ⏱️ 14.01.2023):
```
 pip install category_encoders
```

Conda (📥 230K · ⏱️ 16.06.2023):

 conda install -c conda-forge category_encoders

scikit-multilearn (🥈28 · ⭐ 860) - A scikit-learn based module for multi-label et. al... BSD-2

GitHub (👨‍💻 28 · 🔀 160 · 📦 1.2K · 📋 210 - 41% open · ⏱️ 19.04.2023):
```
 git clone https://github.com/scikit-multilearn/scikit-multilearn
```
PyPi (📥 84K / month · 📦 23 · ⏱️ 10.12.2018):
```
 pip install scikit-multilearn
```

scikit-lego (🥉25 · ⭐ 1K) - Extra blocks for scikit-learn pipelines. MIT

GitHub (👨‍💻 58 · 🔀 99 · 📦 100 · 📋 270 - 10% open · ⏱️ 18.07.2023):
```
 git clone https://github.com/koaning/scikit-lego
```
PyPi (📥 34K / month · 📦 7 · ⏱️ 18.07.2023):
```
 pip install scikit-lego
```

Conda (📥 41K · ⏱️ 19.07.2023):

 conda install -c conda-forge scikit-lego

scikit-opt (🥉24 · ⭐ 4.3K) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT

GitHub (👨‍💻 17 · 🔀 880 · 📦 130 · 📋 170 - 35% open · ⏱️ 19.02.2023):
```
 git clone https://github.com/guofei9987/scikit-opt
```
PyPi (📥 2.8K / month · 📦 8 · ⏱️ 14.01.2022):
```
 pip install scikit-opt
```

combo (🥉22 · ⭐ 620 · 💤) - (AAAI 20) A Python Toolbox for Machine Learning Model.. BSD-2 xgboost

GitHub (👨‍💻 2 · 🔀 100 · 📦 570 · 📋 15 - 80% open · ⏱️ 14.01.2023):
```
 git clone https://github.com/yzhao062/combo
```
PyPi (📥 110K / month · 📦 5 · ⏱️ 02.04.2022):
```
 pip install combo
```

DESlib (🥉16 · ⭐ 440) - A Python library for dynamic classifier and ensemble selection. BSD-3

GitHub (👨‍💻 16 · 🔀 73 · 📋 150 - 9% open · ⏱️ 18.06.2023):
```
 git clone https://github.com/scikit-learn-contrib/DESlib
```
PyPi (📥 1.1K / month · 📦 2 · ⏱️ 08.02.2021):
```
 pip install deslib
```

Show 10 hidden projects...

scikit-survival (🥈29 · ⭐ 960) - Survival analysis built on top of scikit-learn. ❗️GPL-3.0
sklearn-crfsuite (🥈27 · ⭐ 420 · 💀) - scikit-learn inspired API for CRFsuite. MIT
fancyimpute (🥈26 · ⭐ 1.2K · 💀) - Multivariate imputation and matrix completion.. Apache-2
sklearn-contrib-lightning (🥉23 · ⭐ 1.7K · 💀) - Large-scale linear classification, regression and.. BSD-3
iterative-stratification (🥉22 · ⭐ 780 · 💀) - scikit-learn cross validators for iterative.. BSD-3
skope-rules (🥉21 · ⭐ 550) - machine learning with logical rules in Python. ❗️BSD-1-Clause
celer (🥉20 · ⭐ 180) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,.. BSD-3
scikit-tda (🥉18 · ⭐ 440 · 💀) - Topological Data Analysis for Python. MIT
skggm (🥉17 · ⭐ 220) - Scikit-learn compatible estimation of general graphical models. MIT
dabl (🥉15 · ⭐ 120) - Data Analysis Baseline Library. BSD-3

Pytorch Utilities

Libraries that extend Pytorch with additional capabilities.

accelerate (🥇38 · ⭐ 5.4K) - A simple way to train and use PyTorch models with multi-.. Apache-2

GitHub (👨‍💻 170 · 🔀 560 · 📦 11K · 📋 900 - 10% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/huggingface/accelerate
```
PyPi (📥 4.6M / month · 📦 230 · ⏱️ 13.07.2023):
```
 pip install accelerate
```

Conda (📥 53K · ⏱️ 15.07.2023):

 conda install -c conda-forge accelerate

PML (🥇34 · ⭐ 5.4K) - The easiest way to use deep metric learning in your application. Modular,.. MIT

GitHub (👨‍💻 38 · 🔀 630 · 📦 840 · 📋 470 - 10% open · ⏱️ 25.07.2023):
```
 git clone https://github.com/KevinMusgrave/pytorch-metric-learning
```
PyPi (📥 260K / month · 📦 19 · ⏱️ 25.07.2023):
```
 pip install pytorch-metric-learning
```

Conda (📥 11K · ⏱️ 16.06.2023):

 conda install -c metric-learning pytorch-metric-learning

tinygrad (🥇31 · ⭐ 19K) - You like pytorch? You like micrograd? You love tinygrad!. MIT

GitHub (👨‍💻 200 · 🔀 1.9K · 📦 23 · 📋 320 - 12% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/geohot/tinygrad
```

lightning-flash (🥇31 · ⭐ 1.7K) - Your PyTorch AI Factory - Flash enables you to easily.. Apache-2

GitHub (👨‍💻 87 · 🔀 210 · 📦 240 · 📋 520 - 4% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/Lightning-AI/lightning-flash
```
PyPi (📥 2.1K / month · 📦 3 · ⏱️ 11.05.2022):
```
 pip install lightning-flash
```

Conda (📥 15K · ⏱️ 04.07.2023):

 conda install -c conda-forge lightning-flash

torchdiffeq (🥈29 · ⭐ 4.8K) - Differentiable ODE solvers with full GPU support and.. MIT

GitHub (👨‍💻 21 · 🔀 850 · 📦 1.9K · 📋 200 - 29% open · ⏱️ 20.05.2023):
```
 git clone https://github.com/rtqichen/torchdiffeq
```
PyPi (📥 1.2M / month · 📦 33 · ⏱️ 22.04.2022):
```
 pip install torchdiffeq
```

Conda (📥 13K · ⏱️ 16.06.2023):

 conda install -c conda-forge torchdiffeq

pytorch-optimizer (🥈29 · ⭐ 2.8K) - torch-optimizer -- collection of optimizers for.. Apache-2

GitHub (👨‍💻 26 · 🔀 270 · 📦 970 · 📋 60 - 50% open · ⏱️ 20.06.2023):
```
 git clone https://github.com/jettify/pytorch-optimizer
```
PyPi (📥 79K / month · 📦 42 · ⏱️ 31.10.2021):
```
 pip install torch_optimizer
```

Conda (📥 8.5K · ⏱️ 16.06.2023):

 conda install -c conda-forge torch-optimizer

TabNet (🥈27 · ⭐ 2.2K) - PyTorch implementation of TabNet paper :.. MIT

GitHub (👨‍💻 21 · 🔀 430 · 📋 310 - 16% open · ⏱️ 23.07.2023):
```
 git clone https://github.com/dreamquark-ai/tabnet
```
PyPi (📥 30K / month · 📦 11 · ⏱️ 23.07.2023):
```
 pip install pytorch-tabnet
```

Conda (📥 5.2K · ⏱️ 16.06.2023):

 conda install -c conda-forge pytorch-tabnet

torch-scatter (🥈27 · ⭐ 1.3K) - PyTorch Extension Library of Optimized Scatter Operations. MIT

GitHub (👨‍💻 27 · 🔀 160 · 📋 320 - 6% open · ⏱️ 04.06.2023):
```
 git clone https://github.com/rusty1s/pytorch_scatter
```
PyPi (📥 44K / month · 📦 67 · ⏱️ 24.11.2022):
```
 pip install torch-scatter
```

Conda (📥 210K · ⏱️ 16.06.2023):

 conda install -c conda-forge pytorch_scatter

Pytorch Toolbelt (🥈25 · ⭐ 1.4K) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT

GitHub (👨‍💻 7 · 🔀 120 · 📥 38 · 📋 30 - 6% open · ⏱️ 09.06.2023):
```
 git clone https://github.com/BloodAxe/pytorch-toolbelt
```
PyPi (📥 15K / month · 📦 7 · ⏱️ 27.06.2022):
```
 pip install pytorch_toolbelt
```

PyTorch Sparse (🥈25 · ⭐ 860) - PyTorch Extension Library of Optimized Autograd Sparse.. MIT

GitHub (👨‍💻 44 · 🔀 140 · 📋 250 - 11% open · ⏱️ 19.07.2023):
```
 git clone https://github.com/rusty1s/pytorch_sparse
```
PyPi (📥 27K / month · 📦 59 · ⏱️ 22.12.2022):
```
 pip install torch-sparse
```

Conda (📥 230K · ⏱️ 16.06.2023):

 conda install -c conda-forge pytorch_sparse

reformer-pytorch (🥉20 · ⭐ 1.9K) - Reformer, the efficient Transformer, in Pytorch. MIT

GitHub (👨‍💻 11 · 🔀 250 · 📋 120 - 11% open · ⏱️ 21.06.2023):
```
 git clone https://github.com/lucidrains/reformer-pytorch
```
PyPi (📥 2.1K / month · ⏱️ 06.11.2021):
```
 pip install reformer-pytorch
```

Tez (🥉17 · ⭐ 1.1K · 💤) - Tez is a super-simple and lightweight Trainer for PyTorch. It.. Apache-2

GitHub (👨‍💻 2 · 🔀 140 · 📦 45 · 📋 43 - 58% open · ⏱️ 16.09.2022):
```
 git clone https://github.com/abhishekkrthakur/tez
```
PyPi (📥 660 / month · 📦 2 · ⏱️ 20.09.2022):
```
 pip install tez
```

madgrad (🥉16 · ⭐ 790) - MADGRAD Optimization Method. MIT

GitHub (👨‍💻 2 · 🔀 56 · 📦 59 · 📋 11 - 9% open · ⏱️ 11.04.2023):
```
 git clone https://github.com/facebookresearch/madgrad
```
PyPi (📥 3.4K / month · 📦 1 · ⏱️ 08.03.2022):
```
 pip install madgrad
```

Show 19 hidden projects...

pretrainedmodels (🥈30 · ⭐ 8.8K · 💀) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,.. BSD-3
torchsde (🥈29 · ⭐ 1.3K · 💀) - Differentiable SDE solvers with GPU support and efficient.. Apache-2
EfficientNet-PyTorch (🥈27 · ⭐ 7.5K · 💀) - A PyTorch implementation of EfficientNet and.. Apache-2
pytorch-summary (🥈27 · ⭐ 3.9K · 💀) - Model summary in PyTorch similar to model.summary().. MIT
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 (🥉23 · ⭐ 1.5K · 💀) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2
AdaBound (🥉21 · ⭐ 2.9K · 💀) - An optimizer that trains as fast as Adam and as good as SGD. Apache-2
Antialiased CNNs (🥉21 · ⭐ 1.6K · 💀) - pip install antialiased-cnns to improve stability and.. ❗️CC BY-NC-SA 4.0
Poutyne (🥉21 · ⭐ 550) - A simplified framework and utilities for PyTorch. ❗️LGPL-3.0
pytorchviz (🥉19 · ⭐ 2.7K · 💀) - A small package to create visualizations of PyTorch execution.. MIT
Lambda Networks (🥉19 · ⭐ 1.5K · 💀) - Implementation of LambdaNetworks, a new approach to.. MIT
Performer Pytorch (🥉19 · ⭐ 980 · 💀) - An implementation of Performer, a linear attention-.. MIT
micrograd (🥉18 · ⭐ 5.9K · 💀) - A tiny scalar-valued autograd engine and a neural net library.. MIT
Tensor Sensor (🥉18 · ⭐ 730 · 💀) - The goal of this library is to generate more helpful.. MIT
Torch-Struct (🥉17 · ⭐ 1.1K · 💀) - Fast, general, and tested differentiable structured.. MIT
Pywick (🥉15 · ⭐ 390 · 💀) - High-level batteries-included neural network training library for.. MIT
TorchDrift (🥉14 · ⭐ 300 · 💤) - Drift Detection for your PyTorch Models. Apache-2

Database Clients

Libraries for connecting to, operating, and querying databases.

🔗 best-of-python - DB Clients ( ⭐ 3.1K) - Collection of database clients for python.

Others

scipy (🥇47 · ⭐ 12K · 📉) - Ecosystem of open-source software for mathematics, science, and.. BSD-3

GitHub (👨‍💻 1.5K · 🔀 4.9K · 📥 380K · 📦 4 · 📋 9.6K - 17% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/scipy/scipy
```
PyPi (📥 60M / month · 📦 63K · ⏱️ 28.06.2023):
```
 pip install scipy
```
Conda (📥 41M · ⏱️ 29.06.2023):
```
 conda install -c conda-forge scipy
```

SymPy (🥇47 · ⭐ 11K) - A computer algebra system written in pure Python. BSD-3

GitHub (👨‍💻 1.2K · 🔀 4K · 📥 510K · 📦 75K · 📋 13K - 36% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/sympy/sympy
```
PyPi (📥 9.6M / month · 📦 4.6K · ⏱️ 10.05.2023):
```
 pip install sympy
```
Conda (📥 4M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge sympy
```

Gradio (🥇42 · ⭐ 21K) - Wrap UIs around any model, share with anyone. Apache-2

GitHub (👨‍💻 190 · 🔀 1.4K · 📦 11K · 📋 2.6K - 14% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/gradio-app/gradio
```
PyPi (📥 3.9M / month · 📦 130 · ⏱️ 26.07.2023):
```
 pip install gradio
```

Streamlit (🥇40 · ⭐ 26K) - Streamlit A faster way to build and share data apps. Apache-2

GitHub (👨‍💻 190 · 🔀 2.3K · 📦 920 · 📋 3.5K - 19% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/streamlit/streamlit
```
PyPi (📥 2.2M / month · 📦 950 · ⏱️ 20.07.2023):
```
 pip install streamlit
```

Autograd (🥇36 · ⭐ 6.4K) - Efficiently computes derivatives of numpy code. MIT

GitHub (👨‍💻 55 · 🔀 870 · 📦 5.9K · 📋 410 - 42% open · ⏱️ 02.08.2023):
```
 git clone https://github.com/HIPS/autograd
```
PyPi (📥 1.1M / month · 📦 310 · ⏱️ 23.06.2023):
```
 pip install autograd
```
Conda (📥 340K · ⏱️ 26.06.2023):
```
 conda install -c conda-forge autograd
```

DeepChem (🥇36 · ⭐ 4.5K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT

GitHub (👨‍💻 220 · 🔀 1.5K · 📦 240 · 📋 1.7K - 27% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/deepchem/deepchem
```
PyPi (📥 14K / month · 📦 8 · ⏱️ 10.08.2023):
```
 pip install deepchem
```
Conda (📥 100K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge deepchem
```

carla (🥇33 · ⭐ 9.5K) - Open-source simulator for autonomous driving research. MIT

GitHub (👨‍💻 150 · 🔀 2.9K · 📦 510 · 📋 4.6K - 17% open · ⏱️ 06.06.2023):
```
 git clone https://github.com/carla-simulator/carla
```
PyPi (📥 19K / month · 📦 4 · ⏱️ 24.12.2022):
```
 pip install carla
```

Datasette (🥇33 · ⭐ 8.1K) - An open source multi-tool for exploring and publishing data. Apache-2

GitHub (👨‍💻 75 · 🔀 560 · 📥 53 · 📦 1K · 📋 1.7K - 32% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/simonw/datasette
```
PyPi (📥 29K / month · 📦 190 · ⏱️ 09.08.2023):
```
 pip install datasette
```

Conda (📥 24K · ⏱️ 16.06.2023):

 conda install -c conda-forge datasette

PyOD (🥇33 · ⭐ 7.3K) - A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly.. BSD-2

GitHub (👨‍💻 48 · 🔀 1.3K · 📦 2.6K · 📋 330 - 56% open · ⏱️ 16.07.2023):
```
 git clone https://github.com/yzhao062/pyod
```
PyPi (📥 570K / month · 📦 51 · ⏱️ 25.06.2023):
```
 pip install pyod
```
Conda (📥 77K · ⏱️ 26.06.2023):
```
 conda install -c conda-forge pyod
```

hdbscan (🥇33 · ⭐ 2.5K) - A high performance implementation of HDBSCAN clustering. BSD-3

GitHub (👨‍💻 84 · 🔀 460 · 📦 2.5K · 📋 490 - 66% open · ⏱️ 21.07.2023):
```
 git clone https://github.com/scikit-learn-contrib/hdbscan
```
PyPi (📥 550K / month · 📦 200 · ⏱️ 18.07.2023):
```
 pip install hdbscan
```
Conda (📥 1.7M · ⏱️ 03.08.2023):
```
 conda install -c conda-forge hdbscan
```

Pythran (🥇33 · ⭐ 1.9K) - Ahead of Time compiler for numeric kernels. BSD-3

GitHub (👨‍💻 71 · 🔀 190 · 📦 1.1K · 📋 820 - 15% open · ⏱️ 03.08.2023):
```
 git clone https://github.com/serge-sans-paille/pythran
```
PyPi (📥 170K / month · 📦 22 · ⏱️ 02.05.2023):
```
 pip install pythran
```
Conda (📥 400K · ⏱️ 25.06.2023):
```
 conda install -c conda-forge pythran
```

PennyLane (🥇33 · ⭐ 1.9K) - PennyLane is a cross-platform Python library for differentiable.. Apache-2

GitHub (👨‍💻 140 · 🔀 480 · 📥 70 · 📦 590 · 📋 1.1K - 28% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/PennyLaneAI/PennyLane
```
PyPi (📥 35K / month · 📦 56 · ⏱️ 02.08.2023):
```
 pip install pennylane
```

Conda (📥 21K · ⏱️ 30.06.2023):

 conda install -c conda-forge pennylane

PaddleHub (🥈32 · ⭐ 12K) - Awesome pre-trained models toolkit based on PaddlePaddle... Apache-2

GitHub (👨‍💻 68 · 🔀 2.1K · 📥 660 · 📦 1.3K · 📋 1.3K - 45% open · ⏱️ 28.03.2023):
```
 git clone https://github.com/PaddlePaddle/PaddleHub
```
PyPi (📥 4.3K / month · 📦 6 · ⏱️ 28.12.2021):
```
 pip install paddlehub
```

River (🥈32 · ⭐ 4.4K) - Online machine learning in Python. BSD-3

GitHub (👨‍💻 100 · 🔀 480 · 📦 340 · 📋 450 - 4% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/online-ml/river
```
PyPi (📥 13K / month · 📦 25 · ⏱️ 26.06.2023):
```
 pip install river
```
Conda (📥 47K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge river
```

agate (🥈32 · ⭐ 1.1K) - A Python data analysis library that is optimized for humans instead of.. MIT

GitHub (👨‍💻 51 · 🔀 150 · 📦 2K · 📋 650 - 2% open · ⏱️ 14.06.2023):
```
 git clone https://github.com/wireservice/agate
```
PyPi (📥 3.5M / month · 📦 140 · ⏱️ 04.01.2023):
```
 pip install agate
```
Conda (📥 140K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge agate
```

pyopencl (🥈32 · ⭐ 990) - OpenCL integration for Python, plus shiny features. MIT

GitHub (👨‍💻 94 · 🔀 240 · 📦 1.6K · 📋 330 - 21% open · ⏱️ 30.07.2023):
```
 git clone https://github.com/inducer/pyopencl
```
PyPi (📥 70K / month · 📦 200 · ⏱️ 21.11.2022):
```
 pip install pyopencl
```
Conda (📥 920K · ⏱️ 26.06.2023):
```
 conda install -c conda-forge pyopencl
```

adapter-transformers (🥈31 · ⭐ 1.8K) - Huggingface Transformers + Adapters =. Apache-2 huggingface

GitHub (👨‍💻 1.7K · 🔀 280 · 📦 210 · 📋 340 - 19% open · ⏱️ 22.05.2023):
```
 git clone https://github.com/Adapter-Hub/adapter-transformers
```
PyPi (📥 17K / month · 📦 7 · ⏱️ 18.05.2022):
```
 pip install adapter-transformers
```

tensorly (🥈31 · ⭐ 1.4K) - TensorLy: Tensor Learning in Python. BSD-2

GitHub (👨‍💻 64 · 🔀 270 · 📦 460 · 📋 240 - 23% open · ⏱️ 02.08.2023):
```
 git clone https://github.com/tensorly/tensorly
```
PyPi (📥 14K / month · 📦 46 · ⏱️ 14.01.2023):
```
 pip install tensorly
```
Conda (📥 360K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge tensorly
```

datalad (🥈31 · ⭐ 440) - Keep code, data, containers under control with git and git-annex. MIT

GitHub (👨‍💻 55 · 🔀 110 · 📋 3.9K - 13% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/datalad/datalad
```
PyPi (📥 14K / month · 📦 61 · ⏱️ 03.07.2023):
```
 pip install datalad
```
Conda (📥 380K · ⏱️ 03.07.2023):
```
 conda install -c conda-forge datalad
```

causalml (🥈30 · ⭐ 4.2K) - Uplift modeling and causal inference with machine learning.. Apache-2

GitHub (👨‍💻 54 · 🔀 670 · 📦 160 · 📋 340 - 30% open · ⏱️ 04.08.2023):
```
 git clone https://github.com/uber/causalml
```
PyPi (📥 290K / month · 📦 1 · ⏱️ 10.07.2023):
```
 pip install causalml
```

avalanche (🥈30 · ⭐ 1.4K) - Avalanche: an End-to-End Library for Continual Learning based on.. MIT

GitHub (👨‍💻 72 · 🔀 240 · 📥 4 · 📦 39 · 📋 730 - 10% open · ⏱️ 02.08.2023):
```
 git clone https://github.com/ContinualAI/avalanche
```
PyPi (📥 1.7K / month · 📦 1 · ⏱️ 28.07.2023):
```
 pip install avalanche-lib
```

pyjanitor (🥈30 · ⭐ 1.2K) - Clean APIs for data cleaning. Python implementation of R package.. MIT

GitHub (👨‍💻 110 · 🔀 160 · 📦 440 · 📋 530 - 20% open · ⏱️ 03.08.2023):
```
 git clone https://github.com/pyjanitor-devs/pyjanitor
```
PyPi (📥 35K / month · 📦 18 · ⏱️ 27.07.2023):
```
 pip install pyjanitor
```

Conda (📥 180K · ⏱️ 16.06.2023):

 conda install -c conda-forge pyjanitor

alibi-detect (🥈29 · ⭐ 1.9K) - Algorithms for outlier, adversarial and drift detection. Apache-2

GitHub (👨‍💻 18 · 🔀 180 · 📦 360 · 📋 360 - 36% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/SeldonIO/alibi-detect
```
PyPi (📥 17K / month · 📦 6 · ⏱️ 01.06.2022):
```
 pip install alibi-detect
```

TabPy (🥈29 · ⭐ 1.4K) - Execute Python code on the fly and display results in Tableau visualizations:. MIT

GitHub (👨‍💻 49 · 🔀 570 · 📦 140 · 📋 310 - 3% open · ⏱️ 21.06.2023):
```
 git clone https://github.com/tableau/TabPy
```
PyPi (📥 8.8K / month · 📦 2 · ⏱️ 30.01.2023):
```
 pip install tabpy
```

Conda (📥 4K · ⏱️ 16.06.2023):

 conda install -c anaconda tabpy-client

kmodes (🥈29 · ⭐ 1.2K) - Python implementations of the k-modes and k-prototypes clustering.. MIT

GitHub (👨‍💻 22 · 🔀 400 · 📦 2.2K · 📋 160 - 10% open · ⏱️ 20.04.2023):
```
 git clone https://github.com/nicodv/kmodes
```
PyPi (📥 200K / month · 📦 33 · ⏱️ 14.04.2022):
```
 pip install kmodes
```
Conda (📥 33K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge kmodes
```

pysc2 (🥉28 · ⭐ 7.8K) - StarCraft II Learning Environment. Apache-2

GitHub (👨‍💻 39 · 🔀 1.2K · 📥 30K · 📦 590 · 📋 280 - 16% open · ⏱️ 19.04.2023):
```
 git clone https://github.com/deepmind/pysc2
```
PyPi (📥 1K / month · 📦 26 · ⏱️ 13.07.2022):
```
 pip install pysc2
```

pandas-ai (🥉27 · ⭐ 8.1K · 🐣) - PandasAI is a Python library that integrates generative artificial.. MIT

GitHub (👨‍💻 40 · 🔀 600 · 📦 230 · 📋 240 - 28% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/gventuri/pandas-ai
```
PyPi:
```
 pip install pandas-ai
```

anomalib (🥉27 · ⭐ 2.2K) - An anomaly detection library comprising state-of-the-art algorithms.. Apache-2

GitHub (👨‍💻 47 · 🔀 400 · 📥 1.6K · 📦 21 · 📋 540 - 14% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/openvinotoolkit/anomalib
```
PyPi (📥 7K / month · 📦 1 · ⏱️ 15.06.2023):
```
 pip install anomalib
```

PySwarms (🥉27 · ⭐ 1.1K) - A research toolkit for particle swarm optimization in Python. MIT

GitHub (👨‍💻 45 · 🔀 320 · 📦 290 · 📋 220 - 9% open · ⏱️ 06.06.2023):
```
 git clone https://github.com/ljvmiranda921/pyswarms
```
PyPi (📥 8.9K / month · 📦 14 · ⏱️ 03.01.2021):
```
 pip install pyswarms
```

Prince (🥉27 · ⭐ 1K) - Multivariate exploratory data analysis in Python PCA, CA, MCA, MFA,.. MIT

GitHub (👨‍💻 16 · 🔀 170 · 📦 400 · 📋 130 - 2% open · ⏱️ 08.08.2023):
```
 git clone https://github.com/MaxHalford/prince
```
PyPi (📥 50K / month · 📦 9 · ⏱️ 08.08.2023):
```
 pip install prince
```

Conda (📥 17K · ⏱️ 16.06.2023):

 conda install -c conda-forge prince-factor-analysis

Trax (🥉26 · ⭐ 7.7K) - Trax Deep Learning with Clear Code and Speed. Apache-2

GitHub (👨‍💻 78 · 🔀 800 · 📦 120 · 📋 240 - 46% open · ⏱️ 29.03.2023):
```
 git clone https://github.com/google/trax
```
PyPi (📥 6.2K / month · ⏱️ 26.10.2021):
```
 pip install trax
```

Mars (🥉26 · ⭐ 2.6K) - Mars is a tensor-based unified framework for large-scale data.. Apache-2

GitHub (👨‍💻 51 · 🔀 310 · 📋 1.2K - 17% open · ⏱️ 03.07.2023):
```
 git clone https://github.com/mars-project/mars
```
PyPi (📥 83K / month · 📦 1 · ⏱️ 12.06.2022):
```
 pip install pymars
```

pycm (🥉26 · ⭐ 1.4K) - Multi-class confusion matrix library in Python. MIT

GitHub (👨‍💻 17 · 🔀 120 · 📦 230 · 📋 200 - 5% open · ⏱️ 07.06.2023):
```
 git clone https://github.com/sepandhaghighi/pycm
```
PyPi (📥 35K / month · 📦 16 · ⏱️ 27.04.2022):
```
 pip install pycm
```

dstack (🥉26 · ⭐ 770) - Cost-effective LLM development in any cloud (AWS, GCP, Azure, Lambda,.. MPL-2.0

GitHub (👨‍💻 13 · 🔀 53 · 📦 11 · 📋 350 - 6% open · ⏱️ 10.08.2023):
```
 git clone https://github.com/dstackai/dstack
```
PyPi (📥 1.5K / month · ⏱️ 10.08.2023):
```
 pip install dstack
```

AugLy (🥉25 · ⭐ 4.8K) - A data augmentations library for audio, image, text, and video. MIT

GitHub (👨‍💻 31 · 🔀 280 · 📦 74 · 📋 73 - 26% open · ⏱️ 21.07.2023):
```
 git clone https://github.com/facebookresearch/AugLy
```
PyPi (📥 2.4K / month · 📦 3 · ⏱️ 28.03.2022):
```
 pip install augly
```

Feature Engine (🥉25 · ⭐ 1.4K · 💤) - Feature engineering package with sklearn like functionality. BSD-3

GitHub (👨‍💻 38 · 🔀 260 · ⏱️ 07.12.2022):

 git clone https://github.com/solegalli/feature_engine

PyPi (📥 150K / month · 📦 68 · ⏱️ 22.11.2022):
```
 pip install feature_engine
```

Conda (📥 37K · ⏱️ 10.07.2023):

 conda install -c conda-forge feature_engine

gplearn (🥉25 · ⭐ 1.4K) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3

GitHub (👨‍💻 11 · 🔀 250 · 📦 420 · 📋 210 - 10% open · ⏱️ 04.08.2023):
```
 git clone https://github.com/trevorstephens/gplearn
```
PyPi (📥 5.4K / month · 📦 13 · ⏱️ 03.05.2022):
```
 pip install gplearn
```
Conda (📥 5.7K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge gplearn
```

modAL (🥉24 · ⭐ 2K) - A modular active learning framework for Python. MIT

GitHub (👨‍💻 20 · 🔀 310 · 📥 26 · 📦 13 · 📋 150 - 62% open · ⏱️ 01.06.2023):
```
 git clone https://github.com/modAL-python/modAL
```
PyPi (📥 17K / month · 📦 1 · ⏱️ 10.08.2023):
```
 pip install modAL
```

MONAILabel (🥉24 · ⭐ 440) - MONAI Label is an intelligent open source image labeling and.. Apache-2

GitHub (👨‍💻 49 · 🔀 160 · 📥 59K · 📋 450 - 17% open · ⏱️ 26.07.2023):
```
 git clone https://github.com/Project-MONAI/MONAILabel
```
PyPi (📥 590 / month · ⏱️ 06.08.2023):
```
 pip install monailabel-weekly
```

SUOD (🥉24 · ⭐ 350) - (MLSys 21) An Acceleration System for Large-scare Unsupervised Heterogeneous.. BSD-2

GitHub (👨‍💻 3 · 🔀 45 · 📦 480 · 📋 12 - 75% open · ⏱️ 16.07.2023):
```
 git clone https://github.com/yzhao062/SUOD
```
PyPi (📥 100K / month · 📦 2 · ⏱️ 01.10.2021):
```
 pip install suod
```

AstroML (🥉23 · ⭐ 930 · 💤) - 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 (📥 1.1K / month · 📦 35 · ⏱️ 01.03.2022):
```
 pip install astroML
```
Conda (📥 40K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge astroml
```

BioPandas (🥉23 · ⭐ 630) - Working with molecular structures in pandas DataFrames. BSD-3

GitHub (👨‍💻 13 · 🔀 110 · 📦 190 · 📋 55 - 41% open · ⏱️ 31.07.2023):
```
 git clone https://github.com/rasbt/biopandas
```
PyPi (📥 5.6K / month · 📦 18 · ⏱️ 13.05.2022):
```
 pip install biopandas
```

Conda (📥 140K · ⏱️ 16.06.2023):

 conda install -c conda-forge biopandas

rrcf (🥉21 · ⭐ 450) - Implementation of the Robust Random Cut Forest algorithm for anomaly detection.. MIT

GitHub (👨‍💻 6 · 🔀 100 · 📦 51 · 📋 46 - 56% open · ⏱️ 22.05.2023):
```
 git clone https://github.com/kLabUM/rrcf
```
PyPi (📥 5.7K / month · 📦 8 · ⏱️ 10.06.2020):
```
 pip install rrcf
```

pykale (🥉21 · ⭐ 400) - Knowledge-Aware machine LEarning (KALE): accessible machine learning.. MIT

GitHub (👨‍💻 20 · 🔀 56 · 📦 1 · 📋 110 - 8% open · ⏱️ 21.07.2023):
```
 git clone https://github.com/pykale/pykale
```
PyPi (📥 210 / month · ⏱️ 12.04.2022):
```
 pip install pykale
```

benchmark_VAE (🥉20 · ⭐ 1.4K) - Unifying Variational Autoencoder (VAE) implementations.. Apache-2

GitHub (👨‍💻 13 · 🔀 120 · 📦 11 · 📋 42 - 30% open · ⏱️ 19.07.2023):
```
 git clone https://github.com/clementchadebec/benchmark_VAE
```
PyPi (📥 460 / month · ⏱️ 07.09.2022):
```
 pip install pythae
```

NeuralCompression (🥉17 · ⭐ 360) - A collection of tools for neural compression enthusiasts. MIT

GitHub (👨‍💻 9 · 🔀 37 · 📋 68 - 10% open · ⏱️ 09.08.2023):
```
 git clone https://github.com/facebookresearch/NeuralCompression
```
PyPi (📥 75 / month · ⏱️ 12.01.2022):
```
 pip install neuralcompression
```

KD-Lib (🥉15 · ⭐ 540) - A Pytorch Knowledge Distillation library for benchmarking and.. MIT

GitHub (👨‍💻 6 · 🔀 50 · 📋 67 - 26% open · ⏱️ 01.03.2023):
```
 git clone https://github.com/SforAiDl/KD_Lib
```
PyPi (📥 59 / month · ⏱️ 18.05.2022):
```
 pip install KD-Lib
```

Show 19 hidden projects...

cleanlab (🥈30 · ⭐ 6.3K) - The standard data-centric AI package for data quality and machine.. ❗️AGPL-3.0
Cython BLIS (🥈30 · ⭐ 200) - Fast matrix-multiplication as a self-contained Python library no.. BSD-3
pyclustering (🥉28 · ⭐ 1.1K · 💀) - pyclustering is a Python, C++ data mining library. BSD-3
metric-learn (🥉27 · ⭐ 1.3K · 💀) - Metric learning algorithms in Python. MIT
minisom (🥉26 · ⭐ 1.3K) - MiniSom is a minimalistic implementation of the Self Organizing.. ❗️CC-BY-3.0
findspark (🥉25 · ⭐ 490 · 💀) - Find pyspark to make it importable. BSD-3
metricflow (🥉24 · ⭐ 940) - MetricFlow allows you to define, build, and maintain metrics.. ❗Unlicensed
vecstack (🥉23 · ⭐ 680 · 💀) - Python package for stacking (machine learning technique). MIT
mlens (🥉22 · ⭐ 800 · 💀) - ML-Ensemble high performance ensemble learning. MIT
opyrator (🥉21 · ⭐ 2.9K · 💀) - Turns your machine learning code into microservices with web API,.. MIT
scikit-rebate (🥉21 · ⭐ 390 · 💀) - A scikit-learn-compatible Python implementation of.. MIT
impyute (🥉21 · ⭐ 340 · 💀) - Data imputations library to preprocess datasets with missing data. MIT
StreamAlert (🥉20 · ⭐ 2.8K · 💀) - StreamAlert is a serverless, realtime data analysis.. Apache-2
apricot (🥉20 · ⭐ 480 · 💀) - apricot implements submodular optimization for the purpose of.. MIT
pymdp (🥉19 · ⭐ 280) - 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
pandas-ml (🥉18 · ⭐ 310 · 💀) - pandas, scikit-learn, xgboost and seaborn integration. BSD-3
traingenerator (🥉13 · ⭐ 1.3K · 💀) - A web app to generate template code for machine learning. MIT
nylon (🥉12 · ⭐ 82 · 💀) - 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.

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