Best-of Machine Learning with Python

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

This curated list contains 920 awesome open-source projects with a total of 4.8M 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!

🧙‍♂️ Discover other best-of lists or create your own.
📫 Subscribe to our newsletter for updates and trending projects.

Contents

Machine Learning Frameworks 63 projects
Data Visualization 55 projects
Text Data & NLP 103 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 40 projects
Model Serialization & Deployment 20 projects
Model Interpretability 54 projects
Vector Similarity Search (ANN) 13 projects
Probabilistics & Statistics 24 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 · ⭐ 190K) - An Open Source Machine Learning Framework for Everyone. Apache-2

GitHub (👨‍💻 4.8K · 🔀 74K · 📦 460K · 📋 46K - 14% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/tensorflow/tensorflow
```
PyPi (📥 19M / month · 📦 8.1K · ⏱️ 25.10.2024):
```
 pip install tensorflow
```

Conda (📥 5.2M · ⏱️ 17.10.2024):

 conda install -c conda-forge tensorflow

Docker Hub (📥 79M · ⭐ 2.7K · ⏱️ 23.01.2025):
```
 docker pull tensorflow/tensorflow
```

PyTorch (🥇55 · ⭐ 86K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3

GitHub (👨‍💻 5.4K · 🔀 23K · 📥 72K · 📦 620K · 📋 49K - 31% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/pytorch/pytorch
```
PyPi (📥 29M / month · 📦 21K · ⏱️ 29.10.2024):
```
 pip install torch
```
Conda (📥 26M · ⏱️ 28.10.2024):
```
 conda install -c pytorch pytorch
```

scikit-learn (🥇53 · ⭐ 61K) - scikit-learn: machine learning in Python. BSD-3

GitHub (👨‍💻 3.3K · 🔀 25K · 📥 1K · 📦 1M · 📋 12K - 17% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/scikit-learn/scikit-learn
```
PyPi (📥 71M / month · 📦 27K · ⏱️ 10.01.2025):
```
 pip install scikit-learn
```

Conda (📥 33M · ⏱️ 10.01.2025):

 conda install -c conda-forge scikit-learn

Keras (🥇48 · ⭐ 62K) - Deep Learning for humans. Apache-2

GitHub (👨‍💻 1.4K · 🔀 19K · 📋 12K - 2% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/keras-team/keras
```
PyPi (📥 13M / month · 📦 1.7K · ⏱️ 07.01.2025):
```
 pip install keras
```
Conda (📥 3.9M · ⏱️ 10.01.2025):
```
 conda install -c conda-forge keras
```

jax (🥇45 · ⭐ 31K · 📉) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2

GitHub (👨‍💻 820 · 🔀 2.9K · 📦 36K · 📋 5.9K - 25% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/google/jax
```
PyPi (📥 5M / month · 📦 2.1K · ⏱️ 17.01.2025):
```
 pip install jax
```
Conda (📥 2.1M · ⏱️ 06.01.2025):
```
 conda install -c conda-forge jaxlib
```

XGBoost (🥇45 · ⭐ 27K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2

GitHub (👨‍💻 660 · 🔀 8.7K · 📥 13K · 📦 130K · 📋 5.4K - 8% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/dmlc/xgboost
```
PyPi (📥 22M / month · 📦 2.1K · ⏱️ 26.11.2024):
```
 pip install xgboost
```
Conda (📥 5.7M · ⏱️ 22.01.2025):
```
 conda install -c conda-forge xgboost
```

PaddlePaddle (🥇45 · ⭐ 22K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2

GitHub (👨‍💻 1.3K · 🔀 5.7K · 📥 15K · 📦 6.8K · 📋 19K - 9% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/PaddlePaddle/Paddle
```
PyPi (📥 280K / month · 📦 210 · ⏱️ 23.01.2025):
```
 pip install paddlepaddle
```

StatsModels (🥇45 · ⭐ 10K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3

GitHub (👨‍💻 450 · 🔀 3.1K · 📥 35 · 📦 150K · 📋 5.7K - 50% open · ⏱️ 20.01.2025):
```
 git clone https://github.com/statsmodels/statsmodels
```
PyPi (📥 14M / month · 📦 4.5K · ⏱️ 03.10.2024):
```
 pip install statsmodels
```

Conda (📥 17M · ⏱️ 03.10.2024):

 conda install -c conda-forge statsmodels

PySpark (🥈44 · ⭐ 40K) - Apache Spark Python API. Apache-2

GitHub (👨‍💻 3.2K · 🔀 28K · ⏱️ 23.01.2025):
```
 git clone https://github.com/apache/spark
```
PyPi (📥 31M / month · 📦 1.7K · ⏱️ 20.12.2024):
```
 pip install pyspark
```
Conda (📥 3.6M · ⏱️ 21.12.2024):
```
 conda install -c conda-forge pyspark
```

pytorch-lightning (🥈43 · ⭐ 29K) - Pretrain, finetune ANY AI model of ANY size on.. Apache-2

GitHub (👨‍💻 990 · 🔀 3.4K · 📥 11K · 📦 41K · 📋 7.2K - 11% open · ⏱️ 09.01.2025):
```
 git clone https://github.com/Lightning-AI/lightning
```
PyPi (📥 6.4M / month · 📦 1.5K · ⏱️ 21.12.2024):
```
 pip install pytorch-lightning
```

Conda (📥 1.4M · ⏱️ 22.12.2024):

 conda install -c conda-forge pytorch-lightning

LightGBM (🥈41 · ⭐ 17K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT

GitHub (👨‍💻 320 · 🔀 3.8K · 📥 280K · 📦 43K · 📋 3.5K - 11% open · ⏱️ 20.01.2025):
```
 git clone https://github.com/microsoft/LightGBM
```
PyPi (📥 7.9M / month · 📦 1.1K · ⏱️ 26.07.2024):
```
 pip install lightgbm
```
Conda (📥 3M · ⏱️ 10.10.2024):
```
 conda install -c conda-forge lightgbm
```

Catboost (🥈41 · ⭐ 8.2K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2

GitHub (👨‍💻 1.3K · 🔀 1.2K · 📥 350K · 📦 16 · 📋 2.4K - 24% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/catboost/catboost
```
PyPi (📥 2.8M / month · 📦 540 · ⏱️ 07.09.2024):
```
 pip install catboost
```
Conda (📥 1.8M · ⏱️ 07.09.2024):
```
 conda install -c conda-forge catboost
```

Fastai (🥈39 · ⭐ 27K · 📉) - The fastai deep learning library. Apache-2

GitHub (👨‍💻 670 · 🔀 7.6K · 📦 20K · 📋 1.8K - 12% open · ⏱️ 14.12.2024):
```
 git clone https://github.com/fastai/fastai
```
PyPi (📥 370K / month · 📦 310 · ⏱️ 19.10.2024):
```
 pip install fastai
```

PyFlink (🥈39 · ⭐ 24K · 📉) - Apache Flink Python API. Apache-2

GitHub (👨‍💻 2K · 🔀 13K · 📦 21 · ⏱️ 23.01.2025):
```
 git clone https://github.com/apache/flink
```
PyPi (📥 24M / month · 📦 35 · ⏱️ 01.08.2024):
```
 pip install apache-flink
```

Theano (🥈37 · ⭐ 9.9K · 💤) - Theano was a Python library that allows you to define, optimize, and.. BSD-3

GitHub (👨‍💻 390 · 🔀 2.5K · 📦 16K · 📋 2.8K - 25% open · ⏱️ 15.01.2024):
```
 git clone https://github.com/Theano/Theano
```
PyPi (📥 76K / month · 📦 170 · ⏱️ 27.07.2020):
```
 pip install theano
```
Conda (📥 2.5M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge theano
```

Flax (🥈37 · ⭐ 6.3K) - Flax is a neural network library for JAX that is designed for.. Apache-2

GitHub (👨‍💻 250 · 🔀 650 · 📥 58 · 📦 11K · 📋 1.1K - 28% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/google/flax
```
PyPi (📥 1.1M / month · 📦 490 · ⏱️ 19.11.2024):
```
 pip install flax
```
Conda (📥 85K · ⏱️ 20.11.2024):
```
 conda install -c conda-forge flax
```

Jina (🥈36 · ⭐ 21K) - Build multimodal AI applications with cloud-native stack. Apache-2

GitHub (👨‍💻 180 · 🔀 2.2K · 📋 1.9K - 0% open · ⏱️ 20.12.2024):
```
 git clone https://github.com/jina-ai/jina
```
PyPi (📥 100K / month · 📦 27 · ⏱️ 20.12.2024):
```
 pip install jina
```

Conda (📥 85K · ⏱️ 16.06.2023):

 conda install -c conda-forge jina-core

Docker Hub (📥 1.8M · ⭐ 8 · ⏱️ 20.12.2024):
```
 docker pull jinaai/jina
```

ivy (🥈36 · ⭐ 14K) - Convert Machine Learning Code Between Frameworks. Apache-2

GitHub (👨‍💻 1.5K · 🔀 5.7K · 📋 17K - 5% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/unifyai/ivy
```
PyPi (📥 21K / month · 📦 16 · ⏱️ 22.01.2025):
```
 pip install ivy
```

einops (🥈35 · ⭐ 8.7K) - Flexible and powerful tensor operations for readable and reliable code.. MIT

GitHub (👨‍💻 32 · 🔀 350 · 📦 58K · 📋 190 - 17% open · ⏱️ 11.01.2025):
```
 git clone https://github.com/arogozhnikov/einops
```
PyPi (📥 5.9M / month · 📦 2K · ⏱️ 28.04.2024):
```
 pip install einops
```
Conda (📥 320K · ⏱️ 15.12.2024):
```
 conda install -c conda-forge einops
```

Ignite (🥈35 · ⭐ 4.6K) - High-level library to help with training and evaluating neural.. BSD-3

GitHub (👨‍💻 750 · 🔀 620 · 📦 3.5K · 📋 1.4K - 11% open · ⏱️ 04.01.2025):
```
 git clone https://github.com/pytorch/ignite
```
PyPi (📥 140K / month · 📦 100 · ⏱️ 23.01.2025):
```
 pip install pytorch-ignite
```
Conda (📥 210K · ⏱️ 13.08.2024):
```
 conda install -c pytorch ignite
```

Vowpal Wabbit (🥈34 · ⭐ 8.5K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3

GitHub (👨‍💻 340 · 🔀 1.9K · 📦 1 · 📋 1.3K - 10% open · ⏱️ 01.08.2024):
```
 git clone https://github.com/VowpalWabbit/vowpal_wabbit
```
PyPi (📥 31K / month · 📦 40 · ⏱️ 08.08.2024):
```
 pip install vowpalwabbit
```

Conda (📥 270K · ⏱️ 27.11.2024):

 conda install -c conda-forge vowpalwabbit

mlpack (🥈34 · ⭐ 5.2K) - mlpack: a fast, header-only C++ machine learning library. BSD-3

GitHub (👨‍💻 330 · 🔀 1.6K · 📋 1.6K - 1% open · ⏱️ 16.01.2025):
```
 git clone https://github.com/mlpack/mlpack
```
PyPi (📥 9.4K / month · 📦 6 · ⏱️ 11.12.2024):
```
 pip install mlpack
```
Conda (📥 300K · ⏱️ 22.09.2024):
```
 conda install -c conda-forge mlpack
```

Thinc (🥈34 · ⭐ 2.8K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT

GitHub (👨‍💻 66 · 🔀 280 · 📥 790 · 📦 59K · 📋 150 - 13% open · ⏱️ 11.12.2024):
```
 git clone https://github.com/explosion/thinc
```
PyPi (📥 8.1M / month · 📦 150 · ⏱️ 13.01.2025):
```
 pip install thinc
```
Conda (📥 3.3M · ⏱️ 03.12.2024):
```
 conda install -c conda-forge thinc
```

skorch (🥉33 · ⭐ 5.9K) - A scikit-learn compatible neural network library that wraps.. BSD-3

GitHub (👨‍💻 66 · 🔀 390 · 📦 1.5K · 📋 530 - 12% open · ⏱️ 18.01.2025):
```
 git clone https://github.com/skorch-dev/skorch
```
PyPi (📥 140K / month · 📦 94 · ⏱️ 10.01.2025):
```
 pip install skorch
```
Conda (📥 790K · ⏱️ 11.01.2025):
```
 conda install -c conda-forge skorch
```

Ludwig (🥉32 · ⭐ 11K) - Low-code framework for building custom LLMs, neural networks, and.. Apache-2

GitHub (👨‍💻 160 · 🔀 1.2K · 📦 290 · 📋 1.1K - 4% open · ⏱️ 17.10.2024):
```
 git clone https://github.com/ludwig-ai/ludwig
```
PyPi (📥 2.4K / month · 📦 6 · ⏱️ 30.07.2024):
```
 pip install ludwig
```

Sonnet (🥉31 · ⭐ 9.8K) - TensorFlow-based neural network library. Apache-2

GitHub (👨‍💻 59 · 🔀 1.3K · 📦 1.4K · 📋 190 - 16% open · ⏱️ 14.11.2024):
```
 git clone https://github.com/deepmind/sonnet
```
PyPi (📥 18K / month · 📦 19 · ⏱️ 02.01.2024):
```
 pip install dm-sonnet
```
Conda (📥 38K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge sonnet
```

Haiku (🥉31 · ⭐ 2.9K) - JAX-based neural network library. Apache-2

GitHub (👨‍💻 84 · 🔀 230 · 📦 2.3K · 📋 250 - 28% open · ⏱️ 17.12.2024):
```
 git clone https://github.com/deepmind/dm-haiku
```
PyPi (📥 190K / month · 📦 180 · ⏱️ 16.10.2024):
```
 pip install dm-haiku
```
Conda (📥 27K · ⏱️ 23.12.2024):
```
 conda install -c conda-forge dm-haiku
```

tensorflow-upstream (🥉31 · ⭐ 690) - TensorFlow ROCm port. Apache-2

GitHub (👨‍💻 4.8K · 🔀 97 · 📥 27 · 📋 390 - 18% open · ⏱️ 20.01.2025):
```
 git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
```
PyPi (📥 7K / month · 📦 9 · ⏱️ 10.01.2024):
```
 pip install tensorflow-rocm
```

Determined (🥉30 · ⭐ 3.1K) - Determined is an open-source machine learning platform.. Apache-2

GitHub (👨‍💻 120 · 🔀 360 · 📥 12K · 📋 450 - 21% open · ⏱️ 07.01.2025):
```
 git clone https://github.com/determined-ai/determined
```
PyPi (📥 28K / month · 📦 4 · ⏱️ 22.11.2024):
```
 pip install determined
```

Geomstats (🥉30 · ⭐ 1.3K) - Computations and statistics on manifolds with geometric structures. MIT

GitHub (👨‍💻 93 · 🔀 250 · 📦 130 · 📋 570 - 36% open · ⏱️ 08.01.2025):
```
 git clone https://github.com/geomstats/geomstats
```
PyPi (📥 3.8K / month · 📦 12 · ⏱️ 09.09.2024):
```
 pip install geomstats
```

Conda (📥 4.8K · ⏱️ 01.01.2025):

 conda install -c conda-forge geomstats

NuPIC (🥉28 · ⭐ 6.3K) - Numenta Platform for Intelligent Computing is an implementation of.. MIT

GitHub (👨‍💻 120 · 🔀 1.6K · 📥 16 · 📦 21 · 📋 1.8K - 25% open · ⏱️ 03.12.2024):
```
 git clone https://github.com/numenta/nupic
```
PyPi (📥 2.6K / month · ⏱️ 01.09.2016):
```
 pip install nupic
```

Neural Network Libraries (🥉28 · ⭐ 2.7K) - Neural Network Libraries. Apache-2

GitHub (👨‍💻 76 · 🔀 330 · 📥 1K · 📋 95 - 36% open · ⏱️ 15.11.2024):
```
 git clone https://github.com/sony/nnabla
```
PyPi (📥 16K / month · 📦 44 · ⏱️ 29.05.2024):
```
 pip install nnabla
```

ktrain (🥉27 · ⭐ 1.2K) - ktrain is a Python library that makes deep learning and AI more.. Apache-2

GitHub (👨‍💻 17 · 🔀 270 · 📦 560 · 📋 500 - 0% open · ⏱️ 09.07.2024):
```
 git clone https://github.com/amaiya/ktrain
```
PyPi (📥 9.3K / month · 📦 4 · ⏱️ 19.06.2024):
```
 pip install ktrain
```

pyRiemann (🥉26 · ⭐ 660) - Machine learning for multivariate data through the Riemannian.. BSD-3

GitHub (👨‍💻 36 · 🔀 160 · 📦 420 · 📋 110 - 4% open · ⏱️ 09.01.2025):
```
 git clone https://github.com/pyRiemann/pyRiemann
```
PyPi (📥 20K / month · 📦 28 · ⏱️ 03.10.2024):
```
 pip install pyriemann
```

Conda (📥 9.8K · ⏱️ 26.12.2024):

 conda install -c conda-forge pyriemann

Towhee (🥉24 · ⭐ 3.3K) - Towhee is a framework that is dedicated to making neural data.. Apache-2

GitHub (👨‍💻 38 · 🔀 250 · 📥 2.7K · 📋 670 - 0% open · ⏱️ 18.10.2024):
```
 git clone https://github.com/towhee-io/towhee
```
PyPi (📥 16K / month · ⏱️ 04.12.2023):
```
 pip install towhee
```

Neural Tangents (🥉24 · ⭐ 2.3K · 💤) - Fast and Easy Infinite Neural Networks in Python. Apache-2

GitHub (👨‍💻 29 · 🔀 240 · 📥 540 · 📦 120 · 📋 160 - 38% open · ⏱️ 01.03.2024):
```
 git clone https://github.com/google/neural-tangents
```
PyPi (📥 2.9K / month · 📦 1 · ⏱️ 11.12.2023):
```
 pip install neural-tangents
```

fklearn (🥉24 · ⭐ 1.5K) - fklearn: Functional Machine Learning. Apache-2

GitHub (👨‍💻 56 · 🔀 170 · 📦 16 · 📋 65 - 61% open · ⏱️ 14.08.2024):
```
 git clone https://github.com/nubank/fklearn
```
PyPi (📥 2.9K / month · ⏱️ 14.08.2024):
```
 pip install fklearn
```

Runhouse (🥉24 · ⭐ 990) - Dispatch and distribute your ML training to serverless clusters in.. Apache-2

GitHub (👨‍💻 16 · 🔀 37 · 📥 69 · 📋 51 - 17% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/run-house/runhouse
```
PyPi (📥 39K / month · 📦 1 · ⏱️ 10.01.2025):
```
 pip install runhouse
```

ThunderSVM (🥉22 · ⭐ 1.6K · 💤) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2

GitHub (👨‍💻 37 · 🔀 220 · 📥 2.9K · 📋 230 - 35% open · ⏱️ 01.04.2024):
```
 git clone https://github.com/Xtra-Computing/thundersvm
```
PyPi (📥 1.3K / month · ⏱️ 13.03.2020):
```
 pip install thundersvm
```

mace (🥉21 · ⭐ 5K · 💤) - MACE is a deep learning inference framework optimized for mobile.. Apache-2

GitHub (👨‍💻 69 · 🔀 820 · 📥 1.5K · 📋 680 - 8% open · ⏱️ 11.03.2024):
```
 git clone https://github.com/XiaoMi/mace
```

Objax (🥉21 · ⭐ 770 · 💤) - Objax is a machine learning framework that provides an Object.. Apache-2

GitHub (👨‍💻 26 · 🔀 78 · 📦 66 · 📋 110 - 45% open · ⏱️ 27.01.2024):
```
 git clone https://github.com/google/objax
```
PyPi (📥 820 / month · 📦 4 · ⏱️ 06.11.2023):
```
 pip install objax
```

chefboost (🥉21 · ⭐ 470) - A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT

NeoML (🥉20 · ⭐ 770) - Machine learning framework for both deep learning and traditional.. Apache-2

GitHub (👨‍💻 40 · 🔀 130 · 📦 2 · 📋 91 - 40% open · ⏱️ 30.09.2024):
```
 git clone https://github.com/neoml-lib/neoml
```
PyPi (📥 1.7K / month · ⏱️ 26.12.2023):
```
 pip install neoml
```

ThunderGBM (🥉18 · ⭐ 690 · 💤) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2

GitHub (👨‍💻 12 · 🔀 87 · 📦 4 · 📋 81 - 48% open · ⏱️ 29.01.2024):
```
 git clone https://github.com/Xtra-Computing/thundergbm
```
PyPi (📥 560 / month · ⏱️ 19.09.2022):
```
 pip install thundergbm
```

Show 19 hidden projects...

dlib (🥈39 · ⭐ 14K) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
MXNet (🥈38 · ⭐ 21K · 💀) - Lightweight, Portable, Flexible Distributed/Mobile Deep.. Apache-2
MindsDB (🥉33 · ⭐ 27K) - AGIs query engine - Platform for building AI that can.. ❗️MulanPSL-1.0
Turi Create (🥉33 · ⭐ 11K · 💀) - Turi Create simplifies the development of custom machine.. BSD-3
tensorpack (🥉33 · ⭐ 6.3K · 💀) - A Neural Net Training Interface on TensorFlow, with.. Apache-2
Chainer (🥉33 · ⭐ 5.9K · 💀) - A flexible framework of neural networks for deep learning. MIT
TFlearn (🥉31 · ⭐ 9.6K · 💀) - Deep learning library featuring a higher-level API for TensorFlow. MIT
dyNET (🥉31 · ⭐ 3.4K · 💀) - DyNet: The Dynamic Neural Network Toolkit. Apache-2
CNTK (🥉29 · ⭐ 18K · 💀) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT
Lasagne (🥉28 · ⭐ 3.8K · 💀) - Lightweight library to build and train neural networks in Theano. MIT
EvaDB (🥉27 · ⭐ 2.6K · 💀) - Database system for AI-powered apps. Apache-2
SHOGUN (🥉26 · ⭐ 3K · 💀) - Unified and efficient Machine Learning. BSD-3
NeuPy (🥉25 · ⭐ 740 · 💀) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT
xLearn (🥉24 · ⭐ 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
Torchbearer (🥉21 · ⭐ 640 · 💀) - torchbearer: A model fitting library for PyTorch. MIT
elegy (🥉20 · ⭐ 470 · 💀) - A High Level API for Deep Learning in JAX. MIT
StarSpace (🥉16 · ⭐ 4K · 💀) - Learning embeddings for classification, retrieval and ranking. MIT
nanodl (🥉15 · ⭐ 280) - A Jax-based library for designing and training transformer models from.. MIT

Data Visualization

General-purpose and task-specific data visualization libraries.

Matplotlib (🥇49 · ⭐ 21K) - matplotlib: plotting with Python. ❗Unlicensed

GitHub (👨‍💻 1.8K · 🔀 7.7K · 📦 1.5M · 📋 11K - 14% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/matplotlib/matplotlib
```
PyPi (📥 61M / month · 📦 53K · ⏱️ 14.12.2024):
```
 pip install matplotlib
```

Conda (📥 28M · ⏱️ 16.12.2024):

 conda install -c conda-forge matplotlib

Plotly (🥇46 · ⭐ 17K) - The interactive graphing library for Python This project now includes.. MIT

GitHub (👨‍💻 280 · 🔀 2.6K · 📦 350K · 📋 3.1K - 19% open · ⏱️ 15.01.2025):
```
 git clone https://github.com/plotly/plotly.py
```
PyPi (📥 17M / month · 📦 6.3K · ⏱️ 12.09.2024):
```
 pip install plotly
```
Conda (📥 8.1M · ⏱️ 09.12.2024):
```
 conda install -c conda-forge plotly
```
npm (📥 53K / month · 📦 9 · ⏱️ 12.01.2021):
```
 npm install plotlywidget
```

Bokeh (🥇45 · ⭐ 20K) - Interactive Data Visualization in the browser, from Python. BSD-3

GitHub (👨‍💻 710 · 🔀 4.2K · 📦 97K · 📋 7.8K - 10% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/bokeh/bokeh
```
PyPi (📥 3.5M / month · 📦 1.8K · ⏱️ 09.01.2025):
```
 pip install bokeh
```
Conda (📥 16M · ⏱️ 09.12.2024):
```
 conda install -c conda-forge bokeh
```

dash (🥇43 · ⭐ 22K) - Data Apps & Dashboards for Python. No JavaScript Required. MIT

GitHub (👨‍💻 170 · 🔀 2.1K · 📥 88 · 📦 76K · 📋 1.9K - 27% open · ⏱️ 15.01.2025):
```
 git clone https://github.com/plotly/dash
```
PyPi (📥 4.3M / month · 📦 1.3K · ⏱️ 04.11.2024):
```
 pip install dash
```
Conda (📥 1.6M · ⏱️ 15.12.2024):
```
 conda install -c conda-forge dash
```

Altair (🥇42 · ⭐ 9.5K) - Declarative visualization library for Python. BSD-3

GitHub (👨‍💻 170 · 🔀 800 · 📥 220 · 📦 190K · 📋 2.1K - 6% open · ⏱️ 18.01.2025):
```
 git clone https://github.com/altair-viz/altair
```
PyPi (📥 23M / month · 📦 920 · ⏱️ 23.11.2024):
```
 pip install altair
```
Conda (📥 2.6M · ⏱️ 15.12.2024):
```
 conda install -c conda-forge altair
```

Seaborn (🥇41 · ⭐ 13K) - Statistical data visualization in Python. BSD-3

GitHub (👨‍💻 210 · 🔀 1.9K · 📥 460 · 📦 550K · 📋 2.6K - 7% open · ⏱️ 16.12.2024):
```
 git clone https://github.com/mwaskom/seaborn
```
PyPi (📥 18M / month · 📦 11K · ⏱️ 25.01.2024):
```
 pip install seaborn
```
Conda (📥 11M · ⏱️ 09.12.2024):
```
 conda install -c conda-forge seaborn
```

PyVista (🥈38 · ⭐ 2.9K) - 3D plotting and mesh analysis through a streamlined interface for.. MIT

GitHub (👨‍💻 170 · 🔀 520 · 📥 860 · 📦 4K · 📋 1.8K - 36% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/pyvista/pyvista
```
PyPi (📥 340K / month · 📦 580 · ⏱️ 27.11.2024):
```
 pip install pyvista
```
Conda (📥 610K · ⏱️ 15.12.2024):
```
 conda install -c conda-forge pyvista
```

pyecharts (🥈37 · ⭐ 15K · 📈) - Python Echarts Plotting Library. MIT

GitHub (👨‍💻 45 · 🔀 2.9K · 📥 72 · 📦 4.9K · 📋 1.9K - 0% open · ⏱️ 03.11.2024):
```
 git clone https://github.com/pyecharts/pyecharts
```
PyPi (📥 120K / month · 📦 220 · ⏱️ 03.11.2024):
```
 pip install pyecharts
```

pandas-profiling (🥈37 · ⭐ 13K) - 1 Line of code data quality profiling & exploratory.. MIT

GitHub (👨‍💻 130 · 🔀 1.7K · 📥 240 · 📦 5.2K · 📋 820 - 28% open · ⏱️ 17.01.2025):
```
 git clone https://github.com/ydataai/pandas-profiling
```
PyPi (📥 410K / month · 📦 180 · ⏱️ 03.02.2023):
```
 pip install pandas-profiling
```

Conda (📥 490K · ⏱️ 16.06.2023):

 conda install -c conda-forge pandas-profiling

FiftyOne (🥈37 · ⭐ 9.1K · 📉) - Visualize, create, and debug image and video datasets.. Apache-2

GitHub (👨‍💻 150 · 🔀 590 · 📦 790 · 📋 1.6K - 32% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/voxel51/fiftyone
```
PyPi (📥 55K / month · 📦 25 · ⏱️ 20.12.2024):
```
 pip install fiftyone
```

PyQtGraph (🥈36 · ⭐ 4K) - Fast data visualization and GUI tools for scientific / engineering.. MIT

GitHub (👨‍💻 300 · 🔀 1.1K · 📦 11K · 📋 1.3K - 32% open · ⏱️ 12.01.2025):
```
 git clone https://github.com/pyqtgraph/pyqtgraph
```
PyPi (📥 260K / month · 📦 1K · ⏱️ 29.04.2024):
```
 pip install pyqtgraph
```

Conda (📥 640K · ⏱️ 11.12.2024):

 conda install -c conda-forge pyqtgraph

HoloViews (🥈36 · ⭐ 2.7K) - With Holoviews, your data visualizes itself. BSD-3

GitHub (👨‍💻 150 · 🔀 400 · 📦 14K · 📋 3.4K - 33% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/holoviz/holoviews
```
PyPi (📥 340K / month · 📦 400 · ⏱️ 11.11.2024):
```
 pip install holoviews
```

Conda (📥 1.9M · ⏱️ 13.12.2024):

 conda install -c conda-forge holoviews

npm (📥 330 / month · 📦 5 · ⏱️ 14.01.2025):
```
 npm install @pyviz/jupyterlab_pyviz
```

plotnine (🥈35 · ⭐ 4.1K) - A Grammar of Graphics for Python. MIT

GitHub (👨‍💻 110 · 🔀 230 · 📦 10K · 📋 700 - 11% open · ⏱️ 02.01.2025):
```
 git clone https://github.com/has2k1/plotnine
```
PyPi (📥 3.1M / month · 📦 340 · ⏱️ 02.01.2025):
```
 pip install plotnine
```
Conda (📥 430K · ⏱️ 02.01.2025):
```
 conda install -c conda-forge plotnine
```

Graphviz (🥈35 · ⭐ 1.7K · 💤) - Simple Python interface for Graphviz. MIT

GitHub (👨‍💻 23 · 🔀 210 · 📦 80K · 📋 180 - 6% open · ⏱️ 13.05.2024):
```
 git clone https://github.com/xflr6/graphviz
```
PyPi (📥 14M / month · 📦 2.6K · ⏱️ 21.03.2024):
```
 pip install graphviz
```

Conda (📥 52K · ⏱️ 08.04.2024):

 conda install -c anaconda python-graphviz

Perspective (🥈34 · ⭐ 8.8K) - A data visualization and analytics component, especially.. Apache-2

GitHub (👨‍💻 98 · 🔀 1.2K · 📥 8.2K · 📦 160 · 📋 850 - 13% open · ⏱️ 14.01.2025):
```
 git clone https://github.com/finos/perspective
```
PyPi (📥 21K / month · 📦 28 · ⏱️ 14.01.2025):
```
 pip install perspective-python
```

Conda (📥 1.5M · ⏱️ 16.01.2025):

 conda install -c conda-forge perspective

npm (📥 280 / month · 📦 6 · ⏱️ 14.01.2025):
```
 npm install @finos/perspective-jupyterlab
```

UMAP (🥈34 · ⭐ 7.6K) - Uniform Manifold Approximation and Projection. BSD-3

GitHub (👨‍💻 140 · 🔀 810 · 📦 1 · 📋 830 - 58% open · ⏱️ 29.11.2024):
```
 git clone https://github.com/lmcinnes/umap
```
PyPi (📥 1.4M / month · 📦 1.1K · ⏱️ 28.10.2024):
```
 pip install umap-learn
```

Conda (📥 2.8M · ⏱️ 29.10.2024):

 conda install -c conda-forge umap-learn

cartopy (🥈34 · ⭐ 1.5K) - Cartopy - a cartographic python library with matplotlib support. BSD-3

GitHub (👨‍💻 130 · 🔀 370 · 📦 6.4K · 📋 1.3K - 23% open · ⏱️ 06.01.2025):
```
 git clone https://github.com/SciTools/cartopy
```
PyPi (📥 330K / month · 📦 720 · ⏱️ 08.10.2024):
```
 pip install cartopy
```
Conda (📥 4.4M · ⏱️ 07.10.2024):
```
 conda install -c conda-forge cartopy
```

wordcloud (🥈33 · ⭐ 10K) - A little word cloud generator in Python. MIT

GitHub (👨‍💻 72 · 🔀 2.3K · 📦 21 · 📋 550 - 23% open · ⏱️ 10.11.2024):
```
 git clone https://github.com/amueller/word_cloud
```
PyPi (📥 1.5M / month · 📦 550 · ⏱️ 10.11.2024):
```
 pip install wordcloud
```

Conda (📥 600K · ⏱️ 02.12.2024):

 conda install -c conda-forge wordcloud

datashader (🥈33 · ⭐ 3.4K) - Quickly and accurately render even the largest data. BSD-3

GitHub (👨‍💻 60 · 🔀 370 · 📦 5.4K · 📋 600 - 23% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/holoviz/datashader
```
PyPi (📥 120K / month · 📦 230 · ⏱️ 20.01.2025):
```
 pip install datashader
```

Conda (📥 1.3M · ⏱️ 16.12.2024):

 conda install -c conda-forge datashader

VisPy (🥈33 · ⭐ 3.4K · 📈) - High-performance interactive 2D/3D data visualization library. BSD-3

GitHub (👨‍💻 200 · 🔀 620 · 📦 1.8K · 📋 1.5K - 24% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/vispy/vispy
```
PyPi (📥 96K / month · 📦 170 · ⏱️ 17.06.2024):
```
 pip install vispy
```
Conda (📥 690K · ⏱️ 04.09.2024):
```
 conda install -c conda-forge vispy
```
npm (📥 30 / month · 📦 3 · ⏱️ 15.03.2020):
```
 npm install vispy
```

hvPlot (🥈32 · ⭐ 1.2K) - A high-level plotting API for pandas, dask, xarray, and networkx built.. BSD-3

GitHub (👨‍💻 51 · 🔀 110 · 📦 6.4K · 📋 830 - 43% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/holoviz/hvplot
```
PyPi (📥 160K / month · 📦 220 · ⏱️ 16.12.2024):
```
 pip install hvplot
```
Conda (📥 700K · ⏱️ 16.12.2024):
```
 conda install -c conda-forge hvplot
```

lets-plot (🥈31 · ⭐ 1.6K) - Multiplatform plotting library based on the Grammar of Graphics. MIT

GitHub (👨‍💻 21 · 🔀 53 · 📥 3.2K · 📦 160 · 📋 660 - 24% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/JetBrains/lets-plot
```
PyPi (📥 35K / month · 📦 15 · ⏱️ 17.12.2024):
```
 pip install lets-plot
```

D-Tale (🥉30 · ⭐ 4.8K) - Visualizer for pandas data structures. ❗️LGPL-2.1

GitHub (👨‍💻 30 · 🔀 410 · 📦 1.3K · 📋 600 - 10% open · ⏱️ 13.12.2024):
```
 git clone https://github.com/man-group/dtale
```
PyPi (📥 77K / month · 📦 48 · ⏱️ 13.12.2024):
```
 pip install dtale
```
Conda (📥 370K · ⏱️ 13.12.2024):
```
 conda install -c conda-forge dtale
```

bqplot (🥉30 · ⭐ 3.6K) - Plotting library for IPython/Jupyter notebooks. Apache-2

GitHub (👨‍💻 65 · 🔀 470 · 📦 61 · 📋 640 - 42% open · ⏱️ 22.10.2024):
```
 git clone https://github.com/bqplot/bqplot
```
PyPi (📥 140K / month · 📦 110 · ⏱️ 24.12.2024):
```
 pip install bqplot
```
Conda (📥 1.5M · ⏱️ 16.12.2024):
```
 conda install -c conda-forge bqplot
```
npm (📥 2.6K / month · 📦 21 · ⏱️ 24.12.2024):
```
 npm install bqplot
```

mpld3 (🥉30 · ⭐ 2.4K) - An interactive data visualization tool which brings matplotlib graphics to.. BSD-3

GitHub (👨‍💻 53 · 🔀 360 · 📦 6.9K · 📋 370 - 59% open · ⏱️ 30.10.2024):
```
 git clone https://github.com/mpld3/mpld3
```
PyPi (📥 280K / month · 📦 150 · ⏱️ 23.12.2023):
```
 pip install mpld3
```
Conda (📥 220K · ⏱️ 19.12.2024):
```
 conda install -c conda-forge mpld3
```
npm (📥 650 / month · 📦 9 · ⏱️ 23.12.2023):
```
 npm install mpld3
```

openTSNE (🥉28 · ⭐ 1.5K) - Extensible, parallel implementations of t-SNE. BSD-3

GitHub (👨‍💻 13 · 🔀 170 · 📦 960 · 📋 140 - 7% open · ⏱️ 24.10.2024):
```
 git clone https://github.com/pavlin-policar/openTSNE
```
PyPi (📥 37K / month · 📦 47 · ⏱️ 13.08.2024):
```
 pip install opentsne
```
Conda (📥 360K · ⏱️ 16.11.2024):
```
 conda install -c conda-forge opentsne
```

AutoViz (🥉26 · ⭐ 1.8K · 💤) - Automatically Visualize any dataset, any size with a single line.. Apache-2

GitHub (👨‍💻 17 · 🔀 200 · 📦 810 · 📋 95 - 4% open · ⏱️ 10.06.2024):
```
 git clone https://github.com/AutoViML/AutoViz
```
PyPi (📥 16K / month · 📦 11 · ⏱️ 10.06.2024):
```
 pip install autoviz
```
Conda (📥 74K · ⏱️ 17.01.2025):
```
 conda install -c conda-forge autoviz
```

data-validation (🥉26 · ⭐ 770) - Library for exploring and validating machine learning.. Apache-2

GitHub (👨‍💻 27 · 🔀 170 · 📥 950 · 📋 180 - 21% open · ⏱️ 18.01.2025):
```
 git clone https://github.com/tensorflow/data-validation
```
PyPi (📥 140K / month · 📦 31 · ⏱️ 15.10.2024):
```
 pip install tensorflow-data-validation
```

Chartify (🥉25 · ⭐ 3.6K) - Python library that makes it easy for data scientists to create.. Apache-2

GitHub (👨‍💻 27 · 🔀 320 · 📦 80 · 📋 83 - 61% open · ⏱️ 16.10.2024):
```
 git clone https://github.com/spotify/chartify
```
PyPi (📥 2.3K / month · 📦 9 · ⏱️ 16.10.2024):
```
 pip install chartify
```
Conda (📥 35K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge chartify
```

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

GitHub (👨‍💻 22 · 🔀 160 · 📥 62 · 📦 500 · 📋 200 - 34% open · ⏱️ 19.03.2024):
```
 git clone https://github.com/ContextLab/hypertools
```
PyPi (📥 850 / month · 📦 2 · ⏱️ 12.02.2022):
```
 pip install hypertools
```

Plotly-Resampler (🥉25 · ⭐ 1.1K) - Visualize large time series data with plotly.py. MIT

GitHub (👨‍💻 14 · 🔀 70 · 📦 1.7K · 📋 170 - 32% open · ⏱️ 15.12.2024):
```
 git clone https://github.com/predict-idlab/plotly-resampler
```
PyPi (📥 370K / month · 📦 24 · ⏱️ 27.03.2024):
```
 pip install plotly-resampler
```

Conda (📥 85K · ⏱️ 05.12.2024):

 conda install -c conda-forge plotly-resampler

python-ternary (🥉25 · ⭐ 750 · 💤) - Ternary plotting library for python with matplotlib. MIT

GitHub (👨‍💻 28 · 🔀 160 · 📥 35 · 📦 200 · 📋 140 - 24% open · ⏱️ 12.06.2024):
```
 git clone https://github.com/marcharper/python-ternary
```
PyPi (📥 14K / month · 📦 32 · ⏱️ 17.02.2021):
```
 pip install python-ternary
```

Conda (📥 96K · ⏱️ 03.01.2025):

 conda install -c conda-forge python-ternary

vega (🥉24 · ⭐ 380) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3

GitHub (👨‍💻 15 · 🔀 65 · 📦 4 · 📋 110 - 14% open · ⏱️ 01.01.2025):
```
 git clone https://github.com/vega/ipyvega
```
PyPi (📥 11K / month · 📦 17 · ⏱️ 25.09.2024):
```
 pip install vega
```
Conda (📥 690K · ⏱️ 25.09.2024):
```
 conda install -c conda-forge vega
```

Multicore-TSNE (🥉23 · ⭐ 1.9K · 💤) - Parallel t-SNE implementation with Python and Torch.. BSD-3

GitHub (👨‍💻 18 · 🔀 230 · 📦 480 · 📋 69 - 65% open · ⏱️ 06.02.2024):
```
 git clone https://github.com/DmitryUlyanov/Multicore-TSNE
```
PyPi (📥 1.3K / month · 📦 22 · ⏱️ 09.01.2019):
```
 pip install MulticoreTSNE
```

Conda (📥 60K · ⏱️ 11.10.2023):

 conda install -c conda-forge multicore-tsne

vegafusion (🥉23 · ⭐ 340) - Serverside scaling for Vega and Altair visualizations. BSD-3

GitHub (👨‍💻 5 · 🔀 18 · 📥 9.8K · 📋 140 - 36% open · ⏱️ 25.11.2024):
```
 git clone https://github.com/vegafusion/vegafusion
```
PyPi (📥 2.7K / month · 📦 2 · ⏱️ 09.05.2024):
```
 pip install vegafusion-jupyter
```

Conda (📥 320K · ⏱️ 31.10.2024):

 conda install -c conda-forge vegafusion-python-embed

npm (📥 140 / month · 📦 3 · ⏱️ 09.05.2024):
```
 npm install vegafusion-jupyter
```

PyWaffle (🥉22 · ⭐ 590 · 💤) - Make Waffle Charts in Python. MIT

GitHub (👨‍💻 6 · 🔀 110 · 📦 450 · 📋 22 - 27% open · ⏱️ 16.06.2024):
```
 git clone https://github.com/gyli/PyWaffle
```
PyPi (📥 12K / month · 📦 6 · ⏱️ 16.06.2024):
```
 pip install pywaffle
```
Conda (📥 15K · ⏱️ 16.01.2025):
```
 conda install -c conda-forge pywaffle
```

Popmon (🥉21 · ⭐ 500) - Monitor the stability of a Pandas or Spark dataframe. MIT

GitHub (👨‍💻 18 · 🔀 36 · 📥 250 · 📦 22 · 📋 56 - 26% open · ⏱️ 20.01.2025):
```
 git clone https://github.com/ing-bank/popmon
```
PyPi (📥 13K / month · 📦 2 · ⏱️ 18.07.2023):
```
 pip install popmon
```

animatplot (🥉19 · ⭐ 410) - A python package for animating plots build on matplotlib. MIT

GitHub (👨‍💻 6 · 🔀 38 · 📦 63 · 📋 37 - 45% open · ⏱️ 29.08.2024):
```
 git clone https://github.com/t-makaro/animatplot
```
PyPi (📥 440 / month · 📦 4 · ⏱️ 29.08.2024):
```
 pip install animatplot
```

Conda (📥 16K · ⏱️ 01.09.2024):

 conda install -c conda-forge animatplot

ivis (🥉19 · ⭐ 330) - Dimensionality reduction in very large datasets using Siamese.. Apache-2

GitHub (👨‍💻 10 · 🔀 43 · 📦 36 · 📋 60 - 5% open · ⏱️ 29.09.2024):
```
 git clone https://github.com/beringresearch/ivis
```
PyPi (📥 1.9K / month · 📦 2 · ⏱️ 13.06.2024):
```
 pip install ivis
```

Show 16 hidden projects...

missingno (🥉29 · ⭐ 4K · 💀) - Missing data visualization module for Python. MIT
Cufflinks (🥉28 · ⭐ 3K · 💀) - Productivity Tools for Plotly + Pandas. MIT
Facets Overview (🥉27 · ⭐ 7.4K · 💀) - Visualizations for machine learning datasets. Apache-2
pythreejs (🥉27 · ⭐ 960 · 💀) - A Jupyter - Three.js bridge. BSD-3
Sweetviz (🥉26 · ⭐ 3K · 💀) - Visualize and compare datasets, target values and associations, with.. MIT
ridgeplot (🥉25 · ⭐ 220) - Beautiful ridgeline plots in Python. MIT
HiPlot (🥉24 · ⭐ 2.8K · 💀) - HiPlot makes understanding high dimensional data easy. MIT
PandasGUI (🥉23 · ⭐ 3.2K · 💀) - A GUI for Pandas DataFrames. ❗️MIT-0
Pandas-Bokeh (🥉23 · ⭐ 880 · 💀) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT
pivottablejs (🥉23 · ⭐ 690 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
joypy (🥉22 · ⭐ 580 · 💀) - Joyplots in Python with matplotlib & pandas. MIT
PDPbox (🥉21 · ⭐ 850 · 💀) - python partial dependence plot toolbox. MIT
pdvega (🥉16 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT
data-describe (🥉15 · ⭐ 300 · 💀) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
nx-altair (🥉15 · ⭐ 220 · 💀) - Draw interactive NetworkX graphs with Altair. MIT
nptsne (🥉13 · ⭐ 32 · 💀) - nptsne is a numpy compatible python binary package that offers a.. Apache-2

Text Data & NLP

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

transformers (🥇52 · ⭐ 140K) - Transformers: State-of-the-art Machine Learning for.. Apache-2

GitHub (👨‍💻 3K · 🔀 28K · 📦 270K · 📋 17K - 8% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/huggingface/transformers
```
PyPi (📥 35M / month · 📦 7.4K · ⏱️ 20.01.2025):
```
 pip install transformers
```

Conda (📥 2.4M · ⏱️ 21.01.2025):

 conda install -c conda-forge transformers

litellm (🥇44 · ⭐ 17K) - Python SDK, Proxy Server (LLM Gateway) to call 100+.. MIT o t h e r s

GitHub (👨‍💻 380 · 🔀 2K · 📥 440 · 📦 6.4K · 📋 4.3K - 25% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/BerriAI/litellm
```
PyPi (📥 4.2M / month · 📦 730 · ⏱️ 23.01.2025):
```
 pip install litellm
```

spaCy (🥇43 · ⭐ 31K · 📉) - Industrial-strength Natural Language Processing (NLP) in Python. MIT

GitHub (👨‍💻 760 · 🔀 4.4K · 📥 1.5K · 📦 110K · 📋 5.7K - 3% open · ⏱️ 13.01.2025):
```
 git clone https://github.com/explosion/spaCy
```
PyPi (📥 9.5M / month · 📦 2.9K · ⏱️ 14.01.2025):
```
 pip install spacy
```
Conda (📥 5.1M · ⏱️ 24.11.2024):
```
 conda install -c conda-forge spacy
```

nltk (🥇43 · ⭐ 14K · 📈) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2

GitHub (👨‍💻 460 · 🔀 2.9K · 📦 340K · 📋 1.8K - 14% open · ⏱️ 11.11.2024):
```
 git clone https://github.com/nltk/nltk
```
PyPi (📥 21M / month · 📦 4.7K · ⏱️ 18.08.2024):
```
 pip install nltk
```
Conda (📥 3M · ⏱️ 16.12.2024):
```
 conda install -c conda-forge nltk
```

sentence-transformers (🥇41 · ⭐ 16K) - State-of-the-Art Text Embeddings. Apache-2

GitHub (👨‍💻 200 · 🔀 2.5K · 📦 66K · 📋 2.3K - 52% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/UKPLab/sentence-transformers
```
PyPi (📥 6.8M / month · 📦 1.8K · ⏱️ 18.11.2024):
```
 pip install sentence-transformers
```

Conda (📥 530K · ⏱️ 21.12.2024):

 conda install -c conda-forge sentence-transformers

flair (🥇41 · ⭐ 14K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT

GitHub (👨‍💻 270 · 🔀 2.1K · 📦 3.7K · 📋 2.3K - 4% open · ⏱️ 17.01.2025):
```
 git clone https://github.com/flairNLP/flair
```
PyPi (📥 98K / month · 📦 150 · ⏱️ 20.12.2024):
```
 pip install flair
```

Conda (📥 37K · ⏱️ 26.12.2024):

 conda install -c conda-forge python-flair

Tokenizers (🥇40 · ⭐ 9.3K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2

GitHub (👨‍💻 100 · 🔀 810 · 📥 72 · 📦 130K · 📋 1K - 5% open · ⏱️ 09.01.2025):
```
 git clone https://github.com/huggingface/tokenizers
```
PyPi (📥 30M / month · 📦 1.1K · ⏱️ 27.11.2024):
```
 pip install tokenizers
```

Conda (📥 2.5M · ⏱️ 27.11.2024):

 conda install -c conda-forge tokenizers

Rasa (🥇39 · ⭐ 19K) - Open source machine learning framework to automate text- and voice-.. Apache-2

GitHub (👨‍💻 590 · 🔀 4.7K · 📦 4.7K · 📋 6.8K - 1% open · ⏱️ 14.01.2025):
```
 git clone https://github.com/RasaHQ/rasa
```
PyPi (📥 260K / month · 📦 60 · ⏱️ 14.01.2025):
```
 pip install rasa
```

gensim (🥇38 · ⭐ 16K) - Topic Modelling for Humans. ❗️LGPL-2.1

GitHub (👨‍💻 460 · 🔀 4.4K · 📥 5.8K · 📦 70K · 📋 1.8K - 20% open · ⏱️ 05.12.2024):
```
 git clone https://github.com/RaRe-Technologies/gensim
```
PyPi (📥 4.4M / month · 📦 1.4K · ⏱️ 19.07.2024):
```
 pip install gensim
```
Conda (📥 1.5M · ⏱️ 03.09.2024):
```
 conda install -c conda-forge gensim
```

TextBlob (🥇38 · ⭐ 9.2K · 📈) - Simple, Pythonic, text processing--Sentiment analysis, part-of-.. MIT

GitHub (👨‍💻 38 · 🔀 1.2K · 📥 120 · 📦 48K · 📋 280 - 35% open · ⏱️ 20.01.2025):
```
 git clone https://github.com/sloria/TextBlob
```
PyPi (📥 1.1M / month · 📦 400 · ⏱️ 13.01.2025):
```
 pip install textblob
```
Conda (📥 280K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge textblob
```

fairseq (🥇37 · ⭐ 31K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT

GitHub (👨‍💻 430 · 🔀 6.4K · 📥 380 · 📦 3.9K · 📋 4.3K - 29% open · ⏱️ 18.10.2024):
```
 git clone https://github.com/facebookresearch/fairseq
```
PyPi (📥 120K / month · 📦 120 · ⏱️ 27.06.2022):
```
 pip install fairseq
```
Conda (📥 110K · ⏱️ 24.11.2024):
```
 conda install -c conda-forge fairseq
```

NeMo (🥇37 · ⭐ 13K) - A scalable generative AI framework built for researchers and.. Apache-2

GitHub (👨‍💻 380 · 🔀 2.6K · 📥 310K · 📦 21 · 📋 2.4K - 4% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/NVIDIA/NeMo
```
PyPi (📥 120K / month · 📦 14 · ⏱️ 03.01.2025):
```
 pip install nemo-toolkit
```

sentencepiece (🥇37 · ⭐ 10K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2

GitHub (👨‍💻 89 · 🔀 1.2K · 📥 49K · 📦 91K · 📋 760 - 5% open · ⏱️ 18.08.2024):
```
 git clone https://github.com/google/sentencepiece
```
PyPi (📥 17M / month · 📦 1.7K · ⏱️ 19.02.2024):
```
 pip install sentencepiece
```

Conda (📥 1.2M · ⏱️ 31.12.2024):

 conda install -c conda-forge sentencepiece

ChatterBot (🥈36 · ⭐ 14K) - ChatterBot is a machine learning, conversational dialog engine for.. BSD-3

GitHub (👨‍💻 110 · 🔀 4.4K · 📦 6.1K · 📋 1.7K - 24% open · ⏱️ 17.01.2025):
```
 git clone https://github.com/gunthercox/ChatterBot
```
PyPi (📥 26K / month · 📦 18 · ⏱️ 22.08.2020):
```
 pip install chatterbot
```

TensorFlow Text (🥈36 · ⭐ 1.2K) - Making text a first-class citizen in TensorFlow. Apache-2

GitHub (👨‍💻 170 · 🔀 350 · 📦 7.8K · 📋 360 - 52% open · ⏱️ 08.01.2025):
```
 git clone https://github.com/tensorflow/text
```
PyPi (📥 6.3M / month · 📦 220 · ⏱️ 16.12.2024):
```
 pip install tensorflow-text
```

haystack (🥈35 · ⭐ 19K) - AI orchestration framework to build customizable, production-ready.. Apache-2

GitHub (👨‍💻 270 · 🔀 2K · 📦 790 · 📋 3.7K - 3% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/deepset-ai/haystack
```
PyPi (📥 6.3K / month · 📦 5 · ⏱️ 15.12.2021):
```
 pip install haystack
```

spark-nlp (🥈35 · ⭐ 3.9K) - State of the Art Natural Language Processing. Apache-2

GitHub (👨‍💻 110 · 🔀 720 · 📦 540 · 📋 900 - 3% open · ⏱️ 20.12.2024):
```
 git clone https://github.com/JohnSnowLabs/spark-nlp
```
PyPi (📥 4.1M / month · 📦 37 · ⏱️ 18.12.2024):
```
 pip install spark-nlp
```

fastText (🥈34 · ⭐ 26K · 💤) - Library for fast text representation and classification. MIT

GitHub (👨‍💻 68 · 🔀 4.7K · 📦 7.1K · 📋 1.2K - 47% open · ⏱️ 13.03.2024):
```
 git clone https://github.com/facebookresearch/fastText
```
PyPi (📥 1.3M / month · 📦 250 · ⏱️ 12.06.2024):
```
 pip install fasttext
```
Conda (📥 120K · ⏱️ 19.05.2024):
```
 conda install -c conda-forge fasttext
```

stanza (🥈34 · ⭐ 7.3K) - Stanford NLP Python library for tokenization, sentence segmentation,.. Apache-2

GitHub (👨‍💻 69 · 🔀 900 · 📦 3.4K · 📋 910 - 10% open · ⏱️ 24.12.2024):
```
 git clone https://github.com/stanfordnlp/stanza
```
PyPi (📥 240K / month · 📦 200 · ⏱️ 24.12.2024):
```
 pip install stanza
```
Conda (📥 8.4K · ⏱️ 16.06.2023):
```
 conda install -c stanfordnlp stanza
```

qdrant (🥈33 · ⭐ 21K) - Qdrant - High-performance, massive-scale Vector Database and Vector.. Apache-2

GitHub (👨‍💻 130 · 🔀 1.5K · 📥 290K · 📦 120 · 📋 1.4K - 24% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/qdrant/qdrant
```

OpenNMT (🥈33 · ⭐ 6.8K · 💤) - Open Source Neural Machine Translation and (Large) Language.. MIT

GitHub (👨‍💻 190 · 🔀 2.2K · 📦 300 · 📋 1.5K - 1% open · ⏱️ 27.06.2024):
```
 git clone https://github.com/OpenNMT/OpenNMT-py
```
PyPi (📥 11K / month · 📦 23 · ⏱️ 18.03.2024):
```
 pip install OpenNMT-py
```

rubrix (🥈33 · ⭐ 4.2K) - Argilla is a collaboration tool for AI engineers and domain experts.. Apache-2

GitHub (👨‍💻 110 · 🔀 400 · 📦 2.9K · 📋 2.2K - 2% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/recognai/rubrix
```
PyPi (📥 4.7K / month · ⏱️ 24.10.2022):
```
 pip install rubrix
```
Conda (📥 41K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge rubrix
```

ftfy (🥈33 · ⭐ 3.8K) - Fixes mojibake and other glitches in Unicode text, after the fact. Apache-2

GitHub (👨‍💻 20 · 🔀 120 · 📥 33 · 📦 26K · 📋 140 - 6% open · ⏱️ 30.10.2024):
```
 git clone https://github.com/rspeer/python-ftfy
```
PyPi (📥 4.2M / month · 📦 570 · ⏱️ 26.10.2024):
```
 pip install ftfy
```
Conda (📥 310K · ⏱️ 23.12.2024):
```
 conda install -c conda-forge ftfy
```

torchtext (🥈33 · ⭐ 3.5K) - Models, data loaders and abstractions for language processing,.. BSD-3

GitHub (👨‍💻 160 · 🔀 810 · 📋 850 - 39% open · ⏱️ 14.08.2024):
```
 git clone https://github.com/pytorch/text
```
PyPi (📥 750K / month · 📦 280 · ⏱️ 24.04.2024):
```
 pip install torchtext
```

jellyfish (🥈33 · ⭐ 2.1K) - a python library for doing approximate and phonetic matching of strings. MIT

GitHub (👨‍💻 34 · 🔀 160 · 📦 12K · 📋 140 - 4% open · ⏱️ 31.12.2024):
```
 git clone https://github.com/jamesturk/jellyfish
```
PyPi (📥 6.7M / month · 📦 280 · ⏱️ 14.12.2024):
```
 pip install jellyfish
```

Conda (📥 1.2M · ⏱️ 17.12.2024):

 conda install -c conda-forge jellyfish

DeepPavlov (🥈31 · ⭐ 6.8K) - An open source library for deep learning end-to-end dialog.. Apache-2

GitHub (👨‍💻 77 · 🔀 1.2K · 📦 420 · 📋 640 - 4% open · ⏱️ 26.11.2024):
```
 git clone https://github.com/deepmipt/DeepPavlov
```
PyPi (📥 11K / month · 📦 4 · ⏱️ 12.08.2024):
```
 pip install deeppavlov
```

Dedupe (🥈30 · ⭐ 4.2K) - A python library for accurate and scalable fuzzy matching, record.. MIT

GitHub (👨‍💻 72 · 🔀 550 · 📦 350 · 📋 820 - 9% open · ⏱️ 01.11.2024):
```
 git clone https://github.com/dedupeio/dedupe
```
PyPi (📥 89K / month · 📦 19 · ⏱️ 15.08.2024):
```
 pip install dedupe
```
Conda (📥 92K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge dedupe
```

SciSpacy (🥈30 · ⭐ 1.7K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2

GitHub (👨‍💻 37 · 🔀 230 · 📦 1K · 📋 320 - 9% open · ⏱️ 23.11.2024):
```
 git clone https://github.com/allenai/scispacy
```
PyPi (📥 24K / month · 📦 34 · ⏱️ 27.10.2024):
```
 pip install scispacy
```

snowballstemmer (🥈30 · ⭐ 770) - Snowball compiler and stemming algorithms. BSD-3

GitHub (👨‍💻 35 · 🔀 170 · 📦 10 · 📋 91 - 27% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/snowballstem/snowball
```
PyPi (📥 13M / month · 📦 450 · ⏱️ 16.11.2021):
```
 pip install snowballstemmer
```

Conda (📥 9.1M · ⏱️ 16.06.2023):

 conda install -c conda-forge snowballstemmer

Sumy (🥈29 · ⭐ 3.5K · 💤) - Module for automatic summarization of text documents and HTML pages. Apache-2

GitHub (👨‍💻 32 · 🔀 530 · 📦 3.4K · 📋 120 - 18% open · ⏱️ 16.05.2024):
```
 git clone https://github.com/miso-belica/sumy
```
PyPi (📥 110K / month · 📦 31 · ⏱️ 23.10.2022):
```
 pip install sumy
```
Conda (📥 11K · ⏱️ 03.01.2025):
```
 conda install -c conda-forge sumy
```

TextDistance (🥈29 · ⭐ 3.4K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT

GitHub (👨‍💻 17 · 🔀 250 · 📥 1.1K · 📦 7.7K · ⏱️ 09.09.2024):
```
 git clone https://github.com/life4/textdistance
```
PyPi (📥 770K / month · 📦 99 · ⏱️ 16.07.2024):
```
 pip install textdistance
```

Conda (📥 710K · ⏱️ 05.01.2025):

 conda install -c conda-forge textdistance

spacy-transformers (🥈29 · ⭐ 1.4K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy

GitHub (👨‍💻 22 · 🔀 170 · 📥 7 · 📦 2K · ⏱️ 15.01.2025):
```
 git clone https://github.com/explosion/spacy-transformers
```
PyPi (📥 200K / month · 📦 87 · ⏱️ 25.04.2024):
```
 pip install spacy-transformers
```

Conda (📥 85K · ⏱️ 11.12.2024):

 conda install -c conda-forge spacy-transformers

CLTK (🥈28 · ⭐ 840) - The Classical Language Toolkit. MIT

GitHub (👨‍💻 120 · 🔀 330 · 📥 110 · 📦 280 · 📋 580 - 6% open · ⏱️ 01.12.2024):
```
 git clone https://github.com/cltk/cltk
```
PyPi (📥 7.2K / month · 📦 17 · ⏱️ 01.12.2024):
```
 pip install cltk
```

english-words (🥉27 · ⭐ 11K) - A text file containing 479k English words for all your.. Unlicense

GitHub (👨‍💻 34 · 🔀 1.9K · 📦 2 · 📋 150 - 73% open · ⏱️ 06.01.2025):
```
 git clone https://github.com/dwyl/english-words
```
PyPi (📥 28K / month · 📦 14 · ⏱️ 24.05.2023):
```
 pip install english-words
```

Opik (🥉27 · ⭐ 4.6K) - From RAG chatbots to code assistants to complex agentic pipelines and.. Apache-2

GitHub (👨‍💻 33 · 🔀 290 · 📋 130 - 23% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/comet-ml/opik
```
PyPi (📥 23K / month · 📦 2 · ⏱️ 23.01.2025):
```
 pip install opik
```

DeepKE (🥉27 · ⭐ 3.7K) - [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and.. MIT

GitHub (👨‍💻 33 · 🔀 690 · 📦 24 · 📋 590 - 1% open · ⏱️ 11.01.2025):
```
 git clone https://github.com/zjunlp/deepke
```
PyPi (📥 2.6K / month · ⏱️ 21.09.2023):
```
 pip install deepke
```

scattertext (🥉26 · ⭐ 2.3K) - Beautiful visualizations of how language differs among document.. Apache-2

GitHub (👨‍💻 14 · 🔀 290 · 📦 650 · 📋 100 - 21% open · ⏱️ 23.09.2024):
```
 git clone https://github.com/JasonKessler/scattertext
```
PyPi (📥 15K / month · 📦 5 · ⏱️ 23.09.2024):
```
 pip install scattertext
```

Conda (📥 110K · ⏱️ 16.06.2023):

 conda install -c conda-forge scattertext

PyTextRank (🥉26 · ⭐ 2.2K · 💤) - Python implementation of TextRank algorithms (textgraphs) for.. MIT

GitHub (👨‍💻 19 · 🔀 340 · 📦 790 · 📋 100 - 12% open · ⏱️ 21.05.2024):
```
 git clone https://github.com/DerwenAI/pytextrank
```
PyPi (📥 63K / month · 📦 19 · ⏱️ 21.02.2024):
```
 pip install pytextrank
```

detoxify (🥉24 · ⭐ 1K) - Trained models & code to predict toxic comments on all 3 Jigsaw Toxic.. Apache-2

GitHub (👨‍💻 14 · 🔀 120 · 📥 830K · 📦 770 · 📋 66 - 56% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/unitaryai/detoxify
```
PyPi (📥 25K / month · 📦 30 · ⏱️ 01.02.2024):
```
 pip install detoxify
```

T5 (🥉23 · ⭐ 6.2K · 💤) - Code for the paper Exploring the Limits of Transfer Learning with.. Apache-2

GitHub (👨‍💻 59 · 🔀 750 · 📋 450 - 23% open · ⏱️ 28.06.2024):

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

PyPi (📥 33K / month · 📦 2 · ⏱️ 18.10.2021):
```
 pip install t5
```

fast-bert (🥉22 · ⭐ 1.9K) - Super easy library for BERT based NLP models. Apache-2

GitHub (👨‍💻 37 · 🔀 340 · 📋 260 - 63% open · ⏱️ 19.08.2024):
```
 git clone https://github.com/utterworks/fast-bert
```
PyPi (📥 3.2K / month · ⏱️ 19.08.2024):
```
 pip install fast-bert
```

Sockeye (🥉22 · ⭐ 1.2K) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2

GitHub (👨‍💻 60 · 🔀 320 · 📥 21 · 📋 310 - 3% open · ⏱️ 24.10.2024):
```
 git clone https://github.com/awslabs/sockeye
```
PyPi (📥 2.9K / month · ⏱️ 03.03.2023):
```
 pip install sockeye
```

small-text (🥉22 · ⭐ 600) - Active Learning for Text Classification in Python. MIT

GitHub (👨‍💻 9 · 🔀 66 · 📦 33 · 📋 63 - 23% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/webis-de/small-text
```
PyPi (📥 1.1K / month · ⏱️ 24.11.2024):
```
 pip install small-text
```

Conda (📥 12K · ⏱️ 05.01.2025):

 conda install -c conda-forge small-text

happy-transformer (🥉22 · ⭐ 530 · 💤) - Happy Transformer makes it easy to fine-tune and.. Apache-2 huggingface

GitHub (👨‍💻 14 · 🔀 68 · 📦 300 · 📋 130 - 16% open · ⏱️ 19.03.2024):
```
 git clone https://github.com/EricFillion/happy-transformer
```
PyPi (📥 2.8K / month · 📦 5 · ⏱️ 05.08.2023):
```
 pip install happytransformer
```

finetune (🥉21 · ⭐ 710) - Scikit-learn style model finetuning for NLP. MPL-2.0

GitHub (👨‍💻 23 · 🔀 79 · 📦 14 · 📋 140 - 15% open · ⏱️ 03.01.2025):
```
 git clone https://github.com/IndicoDataSolutions/finetune
```
PyPi (📥 1.1K / month · 📦 2 · ⏱️ 29.09.2023):
```
 pip install finetune
```

UForm (🥉20 · ⭐ 1.1K) - Pocket-Sized Multimodal AI for content understanding and.. Apache-2

GitHub (👨‍💻 19 · 🔀 63 · 📥 520 · 📦 6 · 📋 32 - 31% open · ⏱️ 03.01.2025):
```
 git clone https://github.com/unum-cloud/uform
```
PyPi (📥 1.7K / month · 📦 2 · ⏱️ 03.01.2025):
```
 pip install uform
```

OpenNRE (🥉16 · ⭐ 4.4K · 💤) - An Open-Source Package for Neural Relation Extraction (NRE). MIT

GitHub (👨‍💻 14 · 🔀 1.1K · 📋 370 - 4% open · ⏱️ 10.01.2024):
```
 git clone https://github.com/thunlp/OpenNRE
```

VizSeq (🥉16 · ⭐ 440) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT

GitHub (👨‍💻 4 · 🔀 61 · 📦 12 · 📋 16 - 43% open · ⏱️ 28.09.2024):
```
 git clone https://github.com/facebookresearch/vizseq
```
PyPi (📥 320 / month · ⏱️ 07.08.2020):
```
 pip install vizseq
```

Show 55 hidden projects...

AllenNLP (🥈35 · ⭐ 12K · 💀) - An open-source NLP research library, built on PyTorch. Apache-2
ParlAI (🥈32 · ⭐ 10K · 💀) - A framework for training and evaluating AI models on a variety of.. MIT
fuzzywuzzy (🥈32 · ⭐ 9.2K · 💀) - Fuzzy String Matching in Python. ❗️GPL-2.0
nlpaug (🥈30 · ⭐ 4.5K · 💀) - Data augmentation for NLP. MIT
GluonNLP (🥈29 · ⭐ 2.6K · 💀) - Toolkit that enables easy text preprocessing, datasets.. Apache-2
vaderSentiment (🥈28 · ⭐ 4.6K · 💀) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary.. MIT
fastNLP (🥈28 · ⭐ 3.1K · 💀) - fastNLP: A Modularized and Extensible NLP Framework. Currently.. Apache-2
langid (🥈28 · ⭐ 2.3K · 💀) - Stand-alone language identification system. BSD-3
Ciphey (🥉27 · ⭐ 19K · 💀) - Automatically decrypt encryptions without knowing the key or cipher,.. MIT
textacy (🥉27 · ⭐ 2.2K · 💀) - NLP, before and after spaCy. ❗Unlicensed
FARM (🥉27 · ⭐ 1.7K · 💀) - Fast & easy transfer learning for NLP. Harvesting language.. Apache-2
pySBD (🥉27 · ⭐ 820 · 💀) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
flashtext (🥉26 · ⭐ 5.6K · 💀) - Extract Keywords from sentence or Replace keywords in sentences. MIT
polyglot (🥉26 · ⭐ 2.3K · 💀) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
PyText (🥉25 · ⭐ 6.3K · 💀) - A natural language modeling framework based on PyTorch. BSD-3
OpenPrompt (🥉25 · ⭐ 4.4K · 💀) - An Open-Source Framework for Prompt-Learning. Apache-2
Snips NLU (🥉25 · ⭐ 3.9K · 💀) - Snips Python library to extract meaning from text. Apache-2
neuralcoref (🥉25 · ⭐ 2.9K · 💀) - Fast Coreference Resolution in spaCy with Neural Networks. MIT
underthesea (🥉25 · ⭐ 1.4K) - Underthesea - Vietnamese NLP Toolkit. ❗️GPL-3.0
textgenrnn (🥉24 · ⭐ 4.9K · 💀) - Easily train your own text-generating neural network of any.. MIT
MatchZoo (🥉24 · ⭐ 3.8K · 💀) - Facilitating the design, comparison and sharing of deep.. Apache-2
promptsource (🥉24 · ⭐ 2.7K · 💀) - Toolkit for creating, sharing and using natural language.. Apache-2
Kashgari (🥉24 · ⭐ 2.4K · 💀) - Kashgari is a production-level NLP Transfer learning.. Apache-2
pytorch-nlp (🥉24 · ⭐ 2.2K · 💀) - Basic Utilities for PyTorch Natural Language Processing.. BSD-3
sense2vec (🥉24 · ⭐ 1.6K · 💀) - Contextually-keyed word vectors. MIT
Texar (🥉23 · ⭐ 2.4K · 💀) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
jiant (🥉23 · ⭐ 1.7K · 💀) - jiant is an nlp toolkit. MIT
whoosh (🥉23 · ⭐ 600 · 💀) - Pure-Python full-text search library. ❗️BSD-1-Clause
gpt-2-simple (🥉22 · ⭐ 3.4K · 💀) - Python package to easily retrain OpenAIs GPT-2 text-.. MIT
NLP Architect (🥉22 · ⭐ 2.9K · 💀) - A model library for exploring state-of-the-art deep.. Apache-2
Texthero (🥉22 · ⭐ 2.9K · 💀) - Text preprocessing, representation and visualization from zero to.. MIT
YouTokenToMe (🥉22 · ⭐ 960 · 💀) - Unsupervised text tokenizer focused on computational efficiency. MIT
stop-words (🥉22 · ⭐ 160 · 💀) - Get list of common stop words in various languages in Python. BSD-3
anaGo (🥉21 · ⭐ 1.5K · 💀) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,.. MIT
DeepMatcher (🥉20 · ⭐ 5.2K · 💀) - Python package for performing Entity and Text Matching using.. BSD-3
lightseq (🥉20 · ⭐ 3.2K · 💀) - LightSeq: A High Performance Library for Sequence Processing.. Apache-2
DELTA (🥉20 · ⭐ 1.6K · 💀) - DELTA is a deep learning based natural language and speech.. Apache-2
textpipe (🥉20 · ⭐ 300 · 💀) - Textpipe: clean and extract metadata from text. MIT
numerizer (🥉20 · ⭐ 220) - 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
pyfasttext (🥉19 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
NeuroNER (🥉18 · ⭐ 1.7K · 💀) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
nboost (🥉18 · ⭐ 680 · 💀) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
fastT5 (🥉18 · ⭐ 570 · 💀) - boost inference speed of T5 models by 5x & reduce the model size.. Apache-2
textaugment (🥉18 · ⭐ 410 · 💀) - TextAugment: Text Augmentation Library. MIT
skift (🥉17 · ⭐ 240 · 💀) - scikit-learn wrappers for Python fastText. MIT
Translate (🥉16 · ⭐ 830 · 💀) - Translate - a PyTorch Language Library. BSD-3
Headliner (🥉16 · ⭐ 230 · 💀) - Easy training and deployment of seq2seq models. MIT
BLINK (🥉15 · ⭐ 1.2K · 💀) - Entity Linker solution. MIT
TextBox (🥉15 · ⭐ 1.1K · 💀) - TextBox 2.0 is a text generation library with pre-trained language.. MIT
ONNX-T5 (🥉15 · ⭐ 250 · 💀) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2
NeuralQA (🥉15 · ⭐ 230 · 💀) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
TransferNLP (🥉14 · ⭐ 290 · 💀) - NLP library designed for reproducible experimentation.. MIT
spacy-dbpedia-spotlight (🥉14 · ⭐ 110 · 💀) - A spaCy wrapper for DBpedia Spotlight. MIT spacy
textvec (🥉13 · ⭐ 190 · 💤) - Text vectorization tool to outperform TFIDF for classification.. MIT

Image Data

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

Pillow (🥇48 · ⭐ 12K) - Python Imaging Library (Fork). ❗️PIL

GitHub (👨‍💻 480 · 🔀 2.2K · 📦 2M · 📋 3.3K - 3% open · ⏱️ 20.01.2025):
```
 git clone https://github.com/python-pillow/Pillow
```
PyPi (📥 110M / month · 📦 11K · ⏱️ 02.01.2025):
```
 pip install Pillow
```
Conda (📥 49M · ⏱️ 03.01.2025):
```
 conda install -c conda-forge pillow
```

PyTorch Image Models (🥇42 · ⭐ 33K) - The largest collection of PyTorch image encoders /.. Apache-2

GitHub (👨‍💻 170 · 🔀 4.8K · 📥 7.4M · 📦 45K · 📋 950 - 4% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/rwightman/pytorch-image-models
```
PyPi (📥 5.1M / month · 📦 1.1K · ⏱️ 19.01.2025):
```
 pip install timm
```
Conda (📥 300K · ⏱️ 20.01.2025):
```
 conda install -c conda-forge timm
```

MoviePy (🥇42 · ⭐ 13K) - Video editing with Python. MIT

GitHub (👨‍💻 180 · 🔀 1.6K · 📦 53K · 📋 2K - 23% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/Zulko/moviepy
```
PyPi (📥 2.4M / month · 📦 1K · ⏱️ 10.01.2025):
```
 pip install moviepy
```
Conda (📥 280K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge moviepy
```

torchvision (🥇41 · ⭐ 16K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

GitHub (👨‍💻 620 · 🔀 7K · 📥 40K · 📦 21 · 📋 3.6K - 29% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/pytorch/vision
```
PyPi (📥 13M / month · 📦 5.9K · ⏱️ 29.10.2024):
```
 pip install torchvision
```

Conda (📥 2.1M · ⏱️ 20.01.2025):

 conda install -c conda-forge torchvision

Albumentations (🥇41 · ⭐ 15K) - Fast and flexible image augmentation library. Paper about.. MIT

GitHub (👨‍💻 160 · 🔀 1.7K · 📦 31K · 📋 1.1K - 13% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/albumentations-team/albumentations
```
PyPi (📥 5.5M / month · 📦 640 · ⏱️ 08.01.2025):
```
 pip install albumentations
```

Conda (📥 230K · ⏱️ 11.01.2025):

 conda install -c conda-forge albumentations

deepface (🥇39 · ⭐ 17K) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT

GitHub (👨‍💻 78 · 🔀 2.4K · 📦 5.2K · 📋 1.2K - 0% open · ⏱️ 20.01.2025):
```
 git clone https://github.com/serengil/deepface
```
PyPi (📥 320K / month · 📦 44 · ⏱️ 17.08.2024):
```
 pip install deepface
```

InsightFace (🥈37 · ⭐ 24K) - State-of-the-art 2D and 3D Face Analysis Project. MIT

GitHub (👨‍💻 63 · 🔀 5.4K · 📥 6.3M · 📦 3.3K · 📋 2.5K - 45% open · ⏱️ 05.12.2024):
```
 git clone https://github.com/deepinsight/insightface
```
PyPi (📥 240K / month · 📦 30 · ⏱️ 17.12.2022):
```
 pip install insightface
```

Kornia (🥈37 · ⭐ 10K) - Geometric Computer Vision Library for Spatial AI. Apache-2

GitHub (👨‍💻 280 · 🔀 980 · 📥 1.6K · 📦 14K · 📋 960 - 30% open · ⏱️ 20.01.2025):
```
 git clone https://github.com/kornia/kornia
```
PyPi (📥 1.7M / month · 📦 310 · ⏱️ 11.01.2025):
```
 pip install kornia
```
Conda (📥 170K · ⏱️ 11.01.2025):
```
 conda install -c conda-forge kornia
```

opencv-python (🥈37 · ⭐ 4.7K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT

GitHub (👨‍💻 53 · 🔀 870 · 📦 500K · 📋 840 - 16% open · ⏱️ 16.01.2025):
```
 git clone https://github.com/opencv/opencv-python
```
PyPi (📥 13M / month · 📦 12K · ⏱️ 16.01.2025):
```
 pip install opencv-python
```

imageio (🥈37 · ⭐ 1.5K) - Python library for reading and writing image data. BSD-2

GitHub (👨‍💻 120 · 🔀 300 · 📥 1.5K · 📦 160K · 📋 610 - 16% open · ⏱️ 20.01.2025):
```
 git clone https://github.com/imageio/imageio
```
PyPi (📥 23M / month · 📦 2.6K · ⏱️ 20.01.2025):
```
 pip install imageio
```
Conda (📥 7.4M · ⏱️ 28.11.2024):
```
 conda install -c conda-forge imageio
```

MMDetection (🥈36 · ⭐ 30K · 💤) - OpenMMLab Detection Toolbox and Benchmark. Apache-2

GitHub (👨‍💻 480 · 🔀 9.5K · 📦 3.4K · 📋 8.6K - 21% open · ⏱️ 05.02.2024):
```
 git clone https://github.com/open-mmlab/mmdetection
```
PyPi (📥 160K / month · 📦 82 · ⏱️ 05.01.2024):
```
 pip install mmdet
```

detectron2 (🥈34 · ⭐ 31K) - Detectron2 is a platform for object detection, segmentation.. Apache-2

GitHub (👨‍💻 280 · 🔀 7.5K · 📦 2.2K · 📋 3.6K - 14% open · ⏱️ 14.01.2025):
```
 git clone https://github.com/facebookresearch/detectron2
```
PyPi (📥 1 / month · 📦 13 · ⏱️ 06.02.2020):
```
 pip install detectron2
```

Conda (📥 540K · ⏱️ 06.11.2024):

 conda install -c conda-forge detectron2

PaddleSeg (🥈33 · ⭐ 8.8K) - Easy-to-use image segmentation library with awesome pre-.. Apache-2

GitHub (👨‍💻 130 · 🔀 1.7K · 📦 1.3K · 📋 2.2K - 0% open · ⏱️ 25.12.2024):
```
 git clone https://github.com/PaddlePaddle/PaddleSeg
```
PyPi (📥 2K / month · 📦 7 · ⏱️ 30.11.2022):
```
 pip install paddleseg
```

Wand (🥈33 · ⭐ 1.4K) - The ctypes-based simple ImageMagick binding for Python. MIT

GitHub (👨‍💻 110 · 🔀 200 · 📥 52K · 📦 20K · 📋 430 - 6% open · ⏱️ 06.01.2025):
```
 git clone https://github.com/emcconville/wand
```
PyPi (📥 920K / month · 📦 260 · ⏱️ 03.11.2023):
```
 pip install wand
```
Conda (📥 100K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge wand
```

vit-pytorch (🥈32 · ⭐ 22K) - Implementation of Vision Transformer, a simple way to achieve.. MIT

GitHub (👨‍💻 23 · 🔀 3.2K · 📦 590 · 📋 280 - 49% open · ⏱️ 19.01.2025):
```
 git clone https://github.com/lucidrains/vit-pytorch
```
PyPi (📥 27K / month · 📦 17 · ⏱️ 19.01.2025):
```
 pip install vit-pytorch
```

lightly (🥈32 · ⭐ 3.3K) - A python library for self-supervised learning on images. MIT

GitHub (👨‍💻 61 · 🔀 290 · 📦 360 · 📋 590 - 13% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/lightly-ai/lightly
```
PyPi (📥 32K / month · 📦 18 · ⏱️ 21.01.2025):
```
 pip install lightly
```

ImageHash (🥈31 · ⭐ 3.5K) - A Python Perceptual Image Hashing Module. BSD-2

GitHub (👨‍💻 27 · 🔀 340 · 📦 16K · 📋 140 - 13% open · ⏱️ 09.10.2024):
```
 git clone https://github.com/JohannesBuchner/imagehash
```
PyPi (📥 1.3M / month · 📦 240 · ⏱️ 28.09.2022):
```
 pip install ImageHash
```

Conda (📥 420K · ⏱️ 22.12.2024):

 conda install -c conda-forge imagehash

imageai (🥈30 · ⭐ 8.7K · 💤) - A python library built to empower developers to build applications.. MIT

GitHub (👨‍💻 19 · 🔀 2.2K · 📥 950K · 📦 1.7K · 📋 760 - 41% open · ⏱️ 20.02.2024):
```
 git clone https://github.com/OlafenwaMoses/ImageAI
```
PyPi (📥 8.2K / month · 📦 19 · ⏱️ 02.01.2023):
```
 pip install imageai
```
Conda (📥 8.6K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge imageai
```

CellProfiler (🥈30 · ⭐ 940) - An open-source application for biological image analysis. BSD-3

GitHub (👨‍💻 140 · 🔀 380 · 📥 8.3K · 📦 27 · 📋 3.3K - 9% open · ⏱️ 04.01.2025):
```
 git clone https://github.com/CellProfiler/CellProfiler
```
PyPi (📥 1.7K / month · 📦 2 · ⏱️ 16.09.2024):
```
 pip install cellprofiler
```

PaddleDetection (🥉29 · ⭐ 13K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2

GitHub (👨‍💻 180 · 🔀 2.9K · 📋 5.5K - 22% open · ⏱️ 03.12.2024):
```
 git clone https://github.com/PaddlePaddle/PaddleDetection
```
PyPi (📥 870 / month · 📦 2 · ⏱️ 19.09.2022):
```
 pip install paddledet
```

sahi (🥉29 · ⭐ 4.3K) - Framework agnostic sliced/tiled inference + interactive ui + error analysis.. MIT

GitHub (👨‍💻 48 · 🔀 600 · 📥 31K · 📦 1.6K · ⏱️ 18.12.2024):
```
 git clone https://github.com/obss/sahi
```
PyPi (📥 180K / month · 📦 31 · ⏱️ 16.12.2024):
```
 pip install sahi
```
Conda (📥 86K · ⏱️ 18.12.2024):
```
 conda install -c conda-forge sahi
```

doctr (🥉29 · ⭐ 4.2K) - docTR (Document Text Recognition) - a seamless, high-.. Apache-2

GitHub (👨‍💻 55 · 🔀 450 · 📥 4.7M · 📋 380 - 7% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/mindee/doctr
```
PyPi (📥 34K / month · 📦 12 · ⏱️ 21.10.2024):
```
 pip install python-doctr
```

Face Alignment (🥉28 · ⭐ 7.2K) - 2D and 3D Face alignment library build using pytorch. BSD-3

GitHub (👨‍💻 26 · 🔀 1.4K · 📦 21 · 📋 320 - 24% open · ⏱️ 30.08.2024):
```
 git clone https://github.com/1adrianb/face-alignment
```
PyPi (📥 64K / month · 📦 10 · ⏱️ 17.08.2023):
```
 pip install face-alignment
```

mtcnn (🥉28 · ⭐ 2.3K) - MTCNN face detection implementation for TensorFlow, as a PIP package. MIT

GitHub (👨‍💻 16 · 🔀 530 · 📥 27 · 📦 7.1K · 📋 130 - 37% open · ⏱️ 08.10.2024):
```
 git clone https://github.com/ipazc/mtcnn
```
PyPi (📥 140K / month · 📦 73 · ⏱️ 08.10.2024):
```
 pip install mtcnn
```
Conda (📥 14K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge mtcnn
```

facenet-pytorch (🥉27 · ⭐ 4.7K) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT

GitHub (👨‍💻 18 · 🔀 940 · 📥 1.5M · 📦 2.7K · 📋 180 - 41% open · ⏱️ 02.08.2024):
```
 git clone https://github.com/timesler/facenet-pytorch
```
PyPi (📥 74K / month · 📦 51 · ⏱️ 29.04.2024):
```
 pip install facenet-pytorch
```

vidgear (🥉27 · ⭐ 3.4K · 💤) - A High-performance cross-platform Video Processing Python.. Apache-2

GitHub (👨‍💻 14 · 🔀 250 · 📥 2.1K · 📦 660 · 📋 300 - 2% open · ⏱️ 22.06.2024):
```
 git clone https://github.com/abhiTronix/vidgear
```
PyPi (📥 15K / month · 📦 15 · ⏱️ 22.06.2024):
```
 pip install vidgear
```

mahotas (🥉27 · ⭐ 860) - Computer Vision in Python. MIT

GitHub (👨‍💻 35 · 🔀 150 · 📦 1.4K · 📋 91 - 23% open · ⏱️ 17.07.2024):
```
 git clone https://github.com/luispedro/mahotas
```
PyPi (📥 19K / month · 📦 63 · ⏱️ 17.07.2024):
```
 pip install mahotas
```
Conda (📥 550K · ⏱️ 18.07.2024):
```
 conda install -c conda-forge mahotas
```

Norfair (🥉26 · ⭐ 2.4K) - Lightweight Python library for adding real-time multi-object tracking.. BSD-3

GitHub (👨‍💻 31 · 🔀 250 · 📥 340 · 📦 260 · 📋 170 - 14% open · ⏱️ 27.07.2024):
```
 git clone https://github.com/tryolabs/norfair
```
PyPi (📥 21K / month · 📦 9 · ⏱️ 30.05.2022):
```
 pip install norfair
```

MMF (🥉25 · ⭐ 5.5K) - A modular framework for vision & language multimodal research from.. BSD-3

GitHub (👨‍💻 120 · 🔀 920 · 📦 21 · 📋 690 - 21% open · ⏱️ 15.11.2024):
```
 git clone https://github.com/facebookresearch/mmf
```
PyPi (📥 1.1K / month · 📦 1 · ⏱️ 12.06.2020):
```
 pip install mmf
```

Image Deduplicator (🥉25 · ⭐ 5.2K) - Finding duplicate images made easy!. Apache-2

GitHub (👨‍💻 16 · 🔀 460 · 📦 170 · 📋 130 - 31% open · ⏱️ 19.12.2024):
```
 git clone https://github.com/idealo/imagededup
```
PyPi (📥 21K / month · 📦 5 · ⏱️ 28.04.2023):
```
 pip install imagededup
```

pytorchvideo (🥉25 · ⭐ 3.4K) - A deep learning library for video understanding research. Apache-2

GitHub (👨‍💻 57 · 🔀 410 · 📋 210 - 50% open · ⏱️ 26.11.2024):
```
 git clone https://github.com/facebookresearch/pytorchvideo
```
PyPi (📥 28K / month · 📦 24 · ⏱️ 20.01.2022):
```
 pip install pytorchvideo
```

tensorflow-graphics (🥉25 · ⭐ 2.8K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2

GitHub (👨‍💻 39 · 🔀 370 · 📋 240 - 60% open · ⏱️ 01.08.2024):
```
 git clone https://github.com/tensorflow/graphics
```
PyPi (📥 22K / month · 📦 11 · ⏱️ 03.12.2021):
```
 pip install tensorflow-graphics
```

kubric (🥉25 · ⭐ 2.4K) - A data generation pipeline for creating semi-realistic synthetic.. Apache-2

GitHub (👨‍💻 31 · 🔀 230 · 📦 7 · 📋 190 - 33% open · ⏱️ 29.11.2024):
```
 git clone https://github.com/google-research/kubric
```
PyPi (📥 31K / month · ⏱️ 27.12.2023):
```
 pip install kubric-nightly
```

segmentation_models (🥉24 · ⭐ 4.8K) - Segmentation models with pretrained backbones. Keras.. MIT

GitHub (👨‍💻 15 · 🔀 1K · 📋 540 - 50% open · ⏱️ 21.08.2024):
```
 git clone https://github.com/qubvel/segmentation_models
```
PyPi (📥 26K / month · 📦 28 · ⏱️ 10.01.2020):
```
 pip install segmentation_models
```

ffcv (🥉24 · ⭐ 2.9K · 💤) - FFCV: Fast Forward Computer Vision (and other ML workloads!). Apache-2

GitHub (👨‍💻 31 · 🔀 180 · 📦 59 · 📋 290 - 38% open · ⏱️ 06.05.2024):
```
 git clone https://github.com/libffcv/ffcv
```
PyPi (📥 1.1K / month · 📦 1 · ⏱️ 28.01.2022):
```
 pip install ffcv
```

vissl (🥉23 · ⭐ 3.3K · 💤) - VISSL is FAIRs library of extensible, modular and scalable.. MIT

GitHub (👨‍💻 38 · 🔀 330 · 📦 58 · 📋 190 - 43% open · ⏱️ 03.03.2024):
```
 git clone https://github.com/facebookresearch/vissl
```
PyPi (📥 160 / month · 📦 1 · ⏱️ 02.11.2021):
```
 pip install vissl
```

pyvips (🥉23 · ⭐ 660) - python binding for libvips using cffi. MIT

GitHub (👨‍💻 16 · 🔀 50 · 📦 900 · 📋 450 - 42% open · ⏱️ 29.10.2024):
```
 git clone https://github.com/libvips/pyvips
```
PyPi (📥 54K / month · 📦 77 · ⏱️ 28.04.2024):
```
 pip install pyvips
```
Conda (📥 160K · ⏱️ 06.09.2024):
```
 conda install -c conda-forge pyvips
```

icevision (🥉22 · ⭐ 850) - An Agnostic Computer Vision Framework - Pluggable to any Training.. Apache-2

GitHub (👨‍💻 41 · 🔀 130 · 📋 570 - 10% open · ⏱️ 31.10.2024):
```
 git clone https://github.com/airctic/icevision
```
PyPi (📥 3.4K / month · 📦 6 · ⏱️ 10.02.2022):
```
 pip install icevision
```

DE⫶TR (🥉21 · ⭐ 14K · 💤) - End-to-End Object Detection with Transformers. Apache-2

GitHub (👨‍💻 27 · 🔀 2.4K · 📦 21 · 📋 540 - 47% open · ⏱️ 12.03.2024):
```
 git clone https://github.com/facebookresearch/detr
```

PySlowFast (🥉21 · ⭐ 6.8K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2

GitHub (👨‍💻 34 · 🔀 1.2K · 📦 22 · 📋 700 - 58% open · ⏱️ 26.11.2024):
```
 git clone https://github.com/facebookresearch/SlowFast
```
PyPi (📥 77 / month · ⏱️ 15.01.2020):
```
 pip install pyslowfast
```

Image Super-Resolution (🥉21 · ⭐ 4.7K) - Super-scale your images and run experiments with.. Apache-2

GitHub (👨‍💻 11 · 🔀 740 · 📋 220 - 48% open · ⏱️ 18.12.2024):
```
 git clone https://github.com/idealo/image-super-resolution
```
PyPi (📥 4.6K / month · 📦 5 · ⏱️ 08.01.2020):
```
 pip install ISR
```
Docker Hub (📥 270 · ⭐ 1 · ⏱️ 01.04.2019):
```
 docker pull idealo/image-super-resolution-gpu
```

scenic (🥉17 · ⭐ 3.4K) - Scenic: A Jax Library for Computer Vision Research and Beyond. Apache-2

GitHub (👨‍💻 90 · 🔀 440 · 📋 270 - 55% open · ⏱️ 11.01.2025):
```
 git clone https://github.com/google-research/scenic
```

Show 22 hidden projects...

scikit-image (🥇42 · ⭐ 6.2K) - Image processing in Python. ❗Unlicensed
glfw (🥈37 · ⭐ 13K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
Face Recognition (🥈35 · ⭐ 54K · 💀) - The worlds simplest facial recognition api for Python.. MIT
imgaug (🥈35 · ⭐ 14K · 💀) - Image augmentation for machine learning experiments. MIT
PyTorch3D (🥈34 · ⭐ 9K) - PyTorch3D is FAIRs library of reusable components for deep.. ❗Unlicensed
imutils (🥈31 · ⭐ 4.6K · 💀) - A series of convenience functions to make basic image processing.. MIT
GluonCV (🥈30 · ⭐ 5.9K · 💀) - Gluon CV Toolkit. Apache-2
layout-parser (🥉27 · ⭐ 5K · 💀) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2
chainercv (🥉27 · ⭐ 1.5K · 💀) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
Augmentor (🥉26 · ⭐ 5.1K · 💀) - Image augmentation library in Python for machine learning. MIT
Pillow-SIMD (🥉25 · ⭐ 2.2K) - The friendly PIL fork. ❗️PIL
deep-daze (🥉23 · ⭐ 4.4K · 💀) - Simple command line tool for text to image generation using.. MIT
Luminoth (🥉22 · ⭐ 2.4K · 💀) - Deep Learning toolkit for Computer Vision. BSD-3
Classy Vision (🥉22 · ⭐ 1.6K · 💀) - An end-to-end PyTorch framework for image and video.. MIT
detecto (🥉21 · ⭐ 620 · 💀) - Build fully-functioning computer vision models with PyTorch. MIT
image-match (🥉20 · ⭐ 3K · 💀) - Quickly search over billions of images. Apache-2
nude.py (🥉20 · ⭐ 930 · 💀) - Nudity detection with Python. MIT
pycls (🥉18 · ⭐ 2.1K · 💀) - Codebase for Image Classification Research, written in PyTorch. MIT
Caer (🥉18 · ⭐ 780 · 💀) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
solt (🥉18 · ⭐ 260) - Streaming over lightweight data transformations. MIT
Torch Points 3D (🥉17 · ⭐ 230 · 💀) - Pytorch framework for doing deep learning on point.. BSD-3
HugsVision (🥉16 · ⭐ 200 · 💀) - HugsVision is a easy to use huggingface wrapper for state-of-.. MIT huggingface

Graph Data

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

networkx (🥇45 · ⭐ 15K) - Network Analysis in Python. BSD-3

GitHub (👨‍💻 770 · 🔀 3.3K · 📥 79 · 📦 340K · 📋 3.4K - 10% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/networkx/networkx
```
PyPi (📥 57M / month · 📦 9.6K · ⏱️ 21.10.2024):
```
 pip install networkx
```
Conda (📥 20M · ⏱️ 25.12.2024):
```
 conda install -c conda-forge networkx
```

PyTorch Geometric (🥇40 · ⭐ 22K) - Graph Neural Network Library for PyTorch. MIT

GitHub (👨‍💻 540 · 🔀 3.7K · 📦 7.6K · 📋 3.8K - 29% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/pyg-team/pytorch_geometric
```
PyPi (📥 390K / month · 📦 360 · ⏱️ 26.09.2024):
```
 pip install torch-geometric
```

Conda (📥 130K · ⏱️ 19.12.2024):

 conda install -c conda-forge pytorch_geometric

dgl (🥇36 · ⭐ 14K) - Python package built to ease deep learning on graph, on top of existing DL.. Apache-2

GitHub (👨‍💻 300 · 🔀 3K · 📦 330 · 📋 2.9K - 18% open · ⏱️ 16.01.2025):
```
 git clone https://github.com/dmlc/dgl
```
PyPi (📥 97K / month · 📦 150 · ⏱️ 13.05.2024):
```
 pip install dgl
```

pygraphistry (🥈31 · ⭐ 2.2K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3

GitHub (👨‍💻 45 · 🔀 210 · 📦 140 · 📋 350 - 52% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/graphistry/pygraphistry
```
PyPi (📥 15K / month · 📦 6 · ⏱️ 23.01.2025):
```
 pip install graphistry
```

PyKEEN (🥈31 · ⭐ 1.7K) - A Python library for learning and evaluating knowledge graph embeddings. MIT

GitHub (👨‍💻 41 · 🔀 190 · 📥 230 · 📦 280 · 📋 580 - 19% open · ⏱️ 08.01.2025):
```
 git clone https://github.com/pykeen/pykeen
```
PyPi (📥 13K / month · 📦 19 · ⏱️ 29.10.2024):
```
 pip install pykeen
```

Spektral (🥈28 · ⭐ 2.4K · 💤) - Graph Neural Networks with Keras and Tensorflow 2. MIT

GitHub (👨‍💻 27 · 🔀 340 · 📦 370 · 📋 280 - 25% open · ⏱️ 21.01.2024):
```
 git clone https://github.com/danielegrattarola/spektral
```
PyPi (📥 9.2K / month · 📦 7 · ⏱️ 21.01.2024):
```
 pip install spektral
```

ogb (🥈28 · ⭐ 2K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT

GitHub (👨‍💻 32 · 🔀 400 · 📦 2.2K · 📋 300 - 9% open · ⏱️ 09.12.2024):
```
 git clone https://github.com/snap-stanford/ogb
```
PyPi (📥 27K / month · 📦 22 · ⏱️ 02.11.2022):
```
 pip install ogb
```
Conda (📥 46K · ⏱️ 22.12.2024):
```
 conda install -c conda-forge ogb
```

AmpliGraph (🥈27 · ⭐ 2.2K · 💤) - Python library for Representation Learning on Knowledge.. Apache-2

GitHub (👨‍💻 21 · 🔀 250 · 📦 63 · 📋 230 - 13% open · ⏱️ 28.02.2024):
```
 git clone https://github.com/Accenture/AmpliGraph
```
PyPi (📥 1.1K / month · 📦 2 · ⏱️ 26.02.2024):
```
 pip install ampligraph
```

pytorch_geometric_temporal (🥈24 · ⭐ 2.7K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT

GitHub (👨‍💻 34 · 🔀 380 · 📋 200 - 20% open · ⏱️ 14.10.2024):

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

PyPi (📥 2.5K / month · 📦 7 · ⏱️ 04.09.2022):
```
 pip install torch-geometric-temporal
```

Node2Vec (🥈24 · ⭐ 1.3K) - Implementation of the node2vec algorithm. MIT

GitHub (👨‍💻 16 · 🔀 250 · 📦 780 · 📋 93 - 5% open · ⏱️ 02.08.2024):
```
 git clone https://github.com/eliorc/node2vec
```
PyPi (📥 17K / month · 📦 31 · ⏱️ 02.08.2024):
```
 pip install node2vec
```
Conda (📥 33K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge node2vec
```

torch-cluster (🥈24 · ⭐ 840) - PyTorch Extension Library of Optimized Graph Cluster.. MIT

GitHub (👨‍💻 38 · 🔀 150 · 📋 180 - 18% open · ⏱️ 10.01.2025):
```
 git clone https://github.com/rusty1s/pytorch_cluster
```
PyPi (📥 13K / month · 📦 62 · ⏱️ 12.10.2023):
```
 pip install torch-cluster
```

Conda (📥 260K · ⏱️ 28.08.2024):

 conda install -c conda-forge pytorch_cluster

PyTorch-BigGraph (🥉23 · ⭐ 3.4K · 💤) - Generate embeddings from large-scale graph-structured.. BSD-3

GitHub (👨‍💻 32 · 🔀 450 · 📥 220 · 📋 200 - 32% open · ⏱️ 03.03.2024):
```
 git clone https://github.com/facebookresearch/PyTorch-BigGraph
```
PyPi (📥 290K / month · 📦 2 · ⏱️ 14.10.2019):
```
 pip install torchbiggraph
```

OpenNE (🥉14 · ⭐ 1.7K · 💤) - An Open-Source Package for Network Embedding (NE). MIT

GitHub (👨‍💻 12 · 🔀 490 · 📋 110 - 9% open · ⏱️ 10.01.2024):
```
 git clone https://github.com/thunlp/OpenNE
```

GraphVite (🥉14 · ⭐ 1.2K · 💤) - GraphVite: A General and High-performance Graph Embedding.. Apache-2

GitHub (👨‍💻 1 · 🔀 150 · 📋 110 - 46% open · ⏱️ 14.06.2024):
```
 git clone https://github.com/DeepGraphLearning/graphvite
```
Conda (📥 5K · ⏱️ 16.06.2023):
```
 conda install -c milagraph graphvite
```

AutoGL (🥉14 · ⭐ 1.1K · 💤) - An autoML framework & toolkit for machine learning on graphs. Apache-2

GitHub (👨‍💻 16 · 🔀 120 · 📋 39 - 35% open · ⏱️ 05.02.2024):
```
 git clone https://github.com/THUMNLab/AutoGL
```
PyPi (📥 1 / month · ⏱️ 23.12.2020):
```
 pip install auto-graph-learning
```

Show 21 hidden projects...

igraph (🥇33 · ⭐ 1.3K) - Python interface for igraph. ❗️GPL-2.0
pygal (🥈28 · ⭐ 2.7K) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
StellarGraph (🥈27 · ⭐ 3K · 💀) - StellarGraph - Machine Learning on Graphs. Apache-2
Paddle Graph Learning (🥈26 · ⭐ 1.6K · 💀) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2
Karate Club (🥉23 · ⭐ 2.2K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0
jraph (🥉23 · ⭐ 1.4K · 💀) - A Graph Neural Network Library in Jax. Apache-2
graph4nlp (🥉22 · ⭐ 1.7K · 💀) - Graph4nlp is the library for the easy use of Graph.. Apache-2
graph-nets (🥉21 · ⭐ 5.4K · 💀) - Build Graph Nets in Tensorflow. Apache-2
pyRDF2Vec (🥉21 · ⭐ 250 · 💀) - Python Implementation and Extension of RDF2Vec. MIT
DeepWalk (🥉20 · ⭐ 2.7K · 💀) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
DIG (🥉20 · ⭐ 1.9K · 💤) - A library for graph deep learning research. ❗️GPL-3.0
deepsnap (🥉20 · ⭐ 560 · 💀) - Python library assists deep learning on graphs. MIT
GraphGym (🥉19 · ⭐ 1.7K · 💀) - Platform for designing and evaluating Graph Neural Networks (GNN). MIT
Sematch (🥉18 · ⭐ 430 · 💀) - semantic similarity framework for knowledge graph. Apache-2
DeepGraph (🥉18 · ⭐ 290 · 💤) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
kglib (🥉17 · ⭐ 550 · 💀) - TypeDB-ML is the Machine Learning integrations library for TypeDB. Apache-2
Euler (🥉16 · ⭐ 2.9K · 💀) - A distributed graph deep learning framework. Apache-2
ptgnn (🥉15 · ⭐ 370 · 💀) - A PyTorch Graph Neural Network Library. MIT
GraphEmbedding (🥉14 · ⭐ 3.8K · 💀) - Implementation and experiments of graph embedding.. MIT
GraphSAGE (🥉14 · ⭐ 3.5K · 💀) - Representation learning on large graphs using stochastic.. MIT
OpenKE (🥉13 · ⭐ 3.9K · 💤) - An Open-Source Package for Knowledge Embedding (KE). ❗Unlicensed

Audio Data

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

speechbrain (🥇39 · ⭐ 9.2K) - A PyTorch-based Speech Toolkit. Apache-2

GitHub (👨‍💻 250 · 🔀 1.4K · 📦 2.8K · 📋 1.2K - 12% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/speechbrain/speechbrain
```
PyPi (📥 1.9M / month · 📦 67 · ⏱️ 30.10.2024):
```
 pip install speechbrain
```

espnet (🥇38 · ⭐ 8.7K) - End-to-End Speech Processing Toolkit. Apache-2

GitHub (👨‍💻 490 · 🔀 2.2K · 📥 84 · 📦 410 · 📋 2.5K - 14% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/espnet/espnet
```
PyPi (📥 19K / month · 📦 12 · ⏱️ 04.12.2024):
```
 pip install espnet
```

SpeechRecognition (🥇36 · ⭐ 8.5K) - Speech recognition module for Python, supporting several.. BSD-3

GitHub (👨‍💻 53 · 🔀 2.4K · 📦 21 · 📋 660 - 49% open · ⏱️ 14.01.2025):
```
 git clone https://github.com/Uberi/speech_recognition
```
PyPi (📥 1.1M / month · 📦 630 · ⏱️ 14.01.2025):
```
 pip install SpeechRecognition
```

Conda (📥 220K · ⏱️ 14.01.2025):

 conda install -c conda-forge speechrecognition

Coqui TTS (🥈35 · ⭐ 37K · 💤) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0

GitHub (👨‍💻 170 · 🔀 4.4K · 📥 4.2M · 📦 2.1K · 📋 1.2K - 7% open · ⏱️ 10.02.2024):
```
 git clone https://github.com/coqui-ai/TTS
```
PyPi (📥 150K / month · 📦 53 · ⏱️ 12.12.2023):
```
 pip install tts
```
Conda (📥 22K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge tts
```

torchaudio (🥈35 · ⭐ 2.6K) - Data manipulation and transformation for audio signal.. BSD-2

GitHub (👨‍💻 230 · 🔀 660 · 📋 990 - 26% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/pytorch/audio
```
PyPi (📥 4.6M / month · 📦 1.4K · ⏱️ 29.10.2024):
```
 pip install torchaudio
```

Magenta (🥈32 · ⭐ 19K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2

GitHub (👨‍💻 160 · 🔀 3.7K · 📦 550 · 📋 1K - 41% open · ⏱️ 17.01.2025):
```
 git clone https://github.com/magenta/magenta
```
PyPi (📥 8.9K / month · 📦 5 · ⏱️ 01.08.2022):
```
 pip install magenta
```

librosa (🥈32 · ⭐ 7.3K) - Python library for audio and music analysis. ISC

GitHub (👨‍💻 120 · 🔀 970 · 📋 1.2K - 5% open · ⏱️ 15.01.2025):
```
 git clone https://github.com/librosa/librosa
```
PyPi (📥 2.7M / month · 📦 1.4K · ⏱️ 14.05.2024):
```
 pip install librosa
```
Conda (📥 850K · ⏱️ 19.12.2024):
```
 conda install -c conda-forge librosa
```

python-soundfile (🥈32 · ⭐ 730) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3

GitHub (👨‍💻 37 · 🔀 110 · 📥 21K · 📦 50K · 📋 260 - 46% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/bastibe/python-soundfile
```
PyPi (📥 3.5M / month · 📦 1K · ⏱️ 02.01.2025):
```
 pip install soundfile
```
Conda:
```
 conda install -c anaconda pysoundfile
```

spleeter (🥈31 · ⭐ 26K) - Deezer source separation library including pretrained models. MIT

GitHub (👨‍💻 21 · 🔀 2.9K · 📥 3.7M · 📦 880 · 📋 800 - 29% open · ⏱️ 29.10.2024):
```
 git clone https://github.com/deezer/spleeter
```
PyPi (📥 25K / month · 📦 12 · ⏱️ 10.06.2022):
```
 pip install spleeter
```
Conda (📥 100K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge spleeter
```

Porcupine (🥈30 · ⭐ 3.9K) - On-device wake word detection powered by deep learning. Apache-2

GitHub (👨‍💻 41 · 🔀 510 · 📦 36 · 📋 560 - 0% open · ⏱️ 20.01.2025):
```
 git clone https://github.com/Picovoice/Porcupine
```
PyPi (📥 14K / month · 📦 38 · ⏱️ 16.01.2025):
```
 pip install pvporcupine
```

audiomentations (🥈30 · ⭐ 1.9K) - A Python library for audio data augmentation. Inspired by.. MIT

GitHub (👨‍💻 30 · 🔀 190 · 📦 660 · 📋 190 - 25% open · ⏱️ 09.12.2024):
```
 git clone https://github.com/iver56/audiomentations
```
PyPi (📥 42K / month · 📦 21 · ⏱️ 06.12.2024):
```
 pip install audiomentations
```

tinytag (🥉28 · ⭐ 720) - Python library for reading audio file metadata. MIT

GitHub (👨‍💻 27 · 🔀 100 · 📦 1.1K · 📋 120 - 3% open · ⏱️ 16.12.2024):
```
 git clone https://github.com/devsnd/tinytag
```
PyPi (📥 52K / month · 📦 110 · ⏱️ 03.11.2024):
```
 pip install tinytag
```

Madmom (🥉27 · ⭐ 1.4K) - Python audio and music signal processing library. BSD-3

GitHub (👨‍💻 24 · 🔀 200 · 📦 460 · 📋 280 - 24% open · ⏱️ 25.08.2024):
```
 git clone https://github.com/CPJKU/madmom
```
PyPi (📥 2.2K / month · 📦 27 · ⏱️ 14.11.2018):
```
 pip install madmom
```

DDSP (🥉24 · ⭐ 3K) - DDSP: Differentiable Digital Signal Processing. Apache-2

GitHub (👨‍💻 32 · 🔀 340 · 📦 62 · 📋 170 - 28% open · ⏱️ 23.09.2024):
```
 git clone https://github.com/magenta/ddsp
```
PyPi (📥 3.7K / month · 📦 1 · ⏱️ 25.05.2022):
```
 pip install ddsp
```
Conda (📥 20K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge ddsp
```

nnAudio (🥉22 · ⭐ 1K · 💤) - Audio processing by using pytorch 1D convolution network. MIT

GitHub (👨‍💻 15 · 🔀 90 · 📦 260 · 📋 63 - 28% open · ⏱️ 13.02.2024):
```
 git clone https://github.com/KinWaiCheuk/nnAudio
```
PyPi (📥 36K / month · 📦 4 · ⏱️ 13.02.2024):
```
 pip install nnAudio
```

Show 14 hidden projects...

Pydub (🥇36 · ⭐ 9.1K · 💀) - Manipulate audio with a simple and easy high level interface. MIT
DeepSpeech (🥈33 · ⭐ 26K · 💀) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
Essentia (🥉29 · ⭐ 2.9K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
audioread (🥉29 · ⭐ 500 · 💀) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio.. MIT
pyAudioAnalysis (🥉28 · ⭐ 6K · 💀) - Python Audio Analysis Library: Feature Extraction,.. Apache-2
aubio (🥉27 · ⭐ 3.4K · 💤) - a library for audio and music analysis. ❗️GPL-3.0
TTS (🥉26 · ⭐ 9.6K · 💀) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
python_speech_features (🥉25 · ⭐ 2.4K · 💀) - This library provides common speech features for ASR.. MIT
Dejavu (🥉23 · ⭐ 6.5K · 💀) - Audio fingerprinting and recognition in Python. MIT
kapre (🥉22 · ⭐ 920 · 💀) - kapre: Keras Audio Preprocessors. MIT
Julius (🥉21 · ⭐ 430 · 💀) - Fast PyTorch based DSP for audio and 1D signals. MIT
TimeSide (🥉21 · ⭐ 380) - scalable audio processing framework and server written in Python. ❗️AGPL-3.0
Muda (🥉18 · ⭐ 230 · 💀) - A library for augmenting annotated audio data. ISC
textlesslib (🥉10 · ⭐ 530 · 💀) - 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 (🥇43 · ⭐ 12K) - WebGL2 powered visualization framework. MIT

GitHub (👨‍💻 280 · 🔀 2.1K · 📦 8.6K · 📋 3.1K - 11% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/visgl/deck.gl
```
PyPi (📥 4.9M / month · 📦 120 · ⏱️ 10.05.2024):
```
 pip install pydeck
```
Conda (📥 680K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pydeck
```
npm (📥 410K / month · 📦 310 · ⏱️ 21.01.2025):
```
 npm install deck.gl
```

Shapely (🥇40 · ⭐ 4K) - Manipulation and analysis of geometric objects. BSD-3

GitHub (👨‍💻 160 · 🔀 570 · 📥 3.7K · 📦 92K · 📋 1.3K - 23% open · ⏱️ 15.01.2025):
```
 git clone https://github.com/shapely/shapely
```
PyPi (📥 29M / month · 📦 2.9K · ⏱️ 19.08.2024):
```
 pip install shapely
```
Conda (📥 11M · ⏱️ 25.09.2024):
```
 conda install -c conda-forge shapely
```

folium (🥇39 · ⭐ 7K · 📉) - Python Data. Leaflet.js Maps. MIT

GitHub (👨‍💻 170 · 🔀 2.2K · 📦 50K · 📋 1.1K - 7% open · ⏱️ 18.01.2025):
```
 git clone https://github.com/python-visualization/folium
```
PyPi (📥 1.5M / month · 📦 820 · ⏱️ 06.01.2025):
```
 pip install folium
```
Conda (📥 3.4M · ⏱️ 07.01.2025):
```
 conda install -c conda-forge folium
```

GeoPandas (🥈38 · ⭐ 4.6K) - Python tools for geographic data. BSD-3

GitHub (👨‍💻 240 · 🔀 940 · 📥 2.9K · 📦 47K · 📋 1.7K - 25% open · ⏱️ 19.01.2025):
```
 git clone https://github.com/geopandas/geopandas
```
PyPi (📥 5.8M / month · 📦 2.8K · ⏱️ 02.07.2024):
```
 pip install geopandas
```

Conda (📥 4.3M · ⏱️ 16.12.2024):

 conda install -c conda-forge geopandas

Rasterio (🥈37 · ⭐ 2.3K) - Rasterio reads and writes geospatial raster datasets. BSD-3

GitHub (👨‍💻 160 · 🔀 540 · 📥 1K · 📦 15K · 📋 1.9K - 7% open · ⏱️ 17.01.2025):
```
 git clone https://github.com/rasterio/rasterio
```
PyPi (📥 1.9M / month · 📦 1.5K · ⏱️ 02.12.2024):
```
 pip install rasterio
```
Conda (📥 4M · ⏱️ 02.12.2024):
```
 conda install -c conda-forge rasterio
```

ArcGIS API (🥈36 · ⭐ 1.9K) - Documentation and samples for ArcGIS API for Python. Apache-2

GitHub (👨‍💻 96 · 🔀 1.1K · 📥 14K · 📦 890 · 📋 810 - 7% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/Esri/arcgis-python-api
```
PyPi (📥 78K / month · 📦 40 · ⏱️ 01.10.2024):
```
 pip install arcgis
```

Docker Hub:

 docker pull esridocker/arcgis-api-python-notebook

Fiona (🥈36 · ⭐ 1.2K) - Fiona reads and writes geographic data files. BSD-3

GitHub (👨‍💻 77 · 🔀 210 · 📦 24K · 📋 810 - 4% open · ⏱️ 07.01.2025):
```
 git clone https://github.com/Toblerity/Fiona
```
PyPi (📥 4M / month · 📦 300 · ⏱️ 16.09.2024):
```
 pip install fiona
```
Conda (📥 6.4M · ⏱️ 06.12.2024):
```
 conda install -c conda-forge fiona
```

pyproj (🥈35 · ⭐ 1.1K · 📉) - Python interface to PROJ (cartographic projections and coordinate.. MIT

GitHub (👨‍💻 69 · 🔀 220 · 📦 38K · 📋 620 - 4% open · ⏱️ 04.12.2024):
```
 git clone https://github.com/pyproj4/pyproj
```
PyPi (📥 7.8M / month · 📦 1.7K · ⏱️ 01.10.2024):
```
 pip install pyproj
```
Conda (📥 9.4M · ⏱️ 01.10.2024):
```
 conda install -c conda-forge pyproj
```

ipyleaflet (🥉31 · ⭐ 1.5K) - A Jupyter - Leaflet.js bridge. MIT

GitHub (👨‍💻 91 · 🔀 360 · 📦 14K · 📋 660 - 45% open · ⏱️ 05.12.2024):
```
 git clone https://github.com/jupyter-widgets/ipyleaflet
```
PyPi (📥 140K / month · 📦 280 · ⏱️ 22.07.2024):
```
 pip install ipyleaflet
```

Conda (📥 1.4M · ⏱️ 16.12.2024):

 conda install -c conda-forge ipyleaflet

npm (📥 5K / month · 📦 9 · ⏱️ 22.07.2024):
```
 npm install jupyter-leaflet
```

geojson (🥉30 · ⭐ 940) - Python bindings and utilities for GeoJSON. BSD-3

GitHub (👨‍💻 58 · 🔀 120 · 📦 19K · 📋 100 - 23% open · ⏱️ 21.12.2024):
```
 git clone https://github.com/jazzband/geojson
```
PyPi (📥 2.1M / month · 📦 720 · ⏱️ 21.12.2024):
```
 pip install geojson
```
Conda (📥 900K · ⏱️ 22.12.2024):
```
 conda install -c conda-forge geojson
```

GeoViews (🥉29 · ⭐ 610) - Simple, concise geographical visualization in Python. BSD-3

GitHub (👨‍💻 32 · 🔀 77 · 📦 1.2K · 📋 350 - 30% open · ⏱️ 13.01.2025):
```
 git clone https://github.com/holoviz/geoviews
```
PyPi (📥 13K / month · 📦 63 · ⏱️ 17.12.2024):
```
 pip install geoviews
```
Conda (📥 270K · ⏱️ 18.12.2024):
```
 conda install -c conda-forge geoviews
```

PySAL (🥉28 · ⭐ 1.4K) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3

GitHub (👨‍💻 79 · 🔀 300 · 📦 1.7K · 📋 650 - 2% open · ⏱️ 18.11.2024):
```
 git clone https://github.com/pysal/pysal
```
PyPi (📥 26K / month · 📦 49 · ⏱️ 30.07.2024):
```
 pip install pysal
```
Conda (📥 600K · ⏱️ 23.12.2024):
```
 conda install -c conda-forge pysal
```

pymap3d (🥉25 · ⭐ 400) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2

GitHub (👨‍💻 19 · 🔀 87 · 📦 470 · 📋 60 - 15% open · ⏱️ 08.01.2025):
```
 git clone https://github.com/geospace-code/pymap3d
```
PyPi (📥 190K / month · 📦 44 · ⏱️ 11.02.2024):
```
 pip install pymap3d
```
Conda (📥 90K · ⏱️ 25.12.2024):
```
 conda install -c conda-forge pymap3d
```

Show 9 hidden projects...

geopy (🥈33 · ⭐ 4.6K · 💀) - Geocoding library for Python. MIT
Geocoder (🥈33 · ⭐ 1.6K · 💀) - Python Geocoder. MIT
Satpy (🥉32 · ⭐ 1.1K) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
Sentinelsat (🥉27 · ⭐ 990 · 💤) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
EarthPy (🥉26 · ⭐ 520 · 💀) - A package built to support working with spatial data using open.. BSD-3
prettymaps (🥉25 · ⭐ 11K) - A small set of Python functions to draw pretty maps from.. ❗️AGPL-3.0
Mapbox GL (🥉24 · ⭐ 670 · 💀) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT
gmaps (🥉22 · ⭐ 760 · 💀) - Google maps for Jupyter notebooks. BSD-3
geoplotlib (🥉20 · ⭐ 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 (🥇42 · ⭐ 15K) - Download market data from Yahoo! Finances API. Apache-2

GitHub (👨‍💻 130 · 🔀 2.5K · 📦 58K · 📋 1.4K - 14% open · ⏱️ 18.01.2025):
```
 git clone https://github.com/ranaroussi/yfinance
```
PyPi (📥 3.6M / month · 📦 800 · ⏱️ 18.01.2025):
```
 pip install yfinance
```
Conda (📥 98K · ⏱️ 16.06.2023):
```
 conda install -c ranaroussi yfinance
```

Qlib (🥇32 · ⭐ 16K) - Qlib is an AI-oriented quantitative investment platform that aims to.. MIT

GitHub (👨‍💻 140 · 🔀 2.7K · 📥 770 · 📦 21 · 📋 950 - 26% open · ⏱️ 09.01.2025):
```
 git clone https://github.com/microsoft/qlib
```
PyPi (📥 8.9K / month · 📦 1 · ⏱️ 23.12.2024):
```
 pip install pyqlib
```

bt (🥈30 · ⭐ 2.4K) - bt - flexible backtesting for Python. MIT

GitHub (👨‍💻 34 · 🔀 430 · 📦 1.6K · 📋 340 - 22% open · ⏱️ 01.12.2024):
```
 git clone https://github.com/pmorissette/bt
```
PyPi (📥 7.1K / month · 📦 10 · ⏱️ 06.08.2024):
```
 pip install bt
```
Conda (📥 60K · ⏱️ 21.09.2024):
```
 conda install -c conda-forge bt
```

ffn (🥈28 · ⭐ 2.1K) - ffn - a financial function library for Python. MIT

GitHub (👨‍💻 35 · 🔀 300 · 📦 510 · 📋 130 - 17% open · ⏱️ 01.12.2024):
```
 git clone https://github.com/pmorissette/ffn
```
PyPi (📥 17K / month · 📦 18 · ⏱️ 02.11.2024):
```
 pip install ffn
```
Conda (📥 15K · ⏱️ 31.12.2024):
```
 conda install -c conda-forge ffn
```

IB-insync (🥉27 · ⭐ 2.9K · 💤) - Python sync/async framework for Interactive Brokers API. BSD-2

GitHub (👨‍💻 36 · 🔀 790 · 📋 590 - 3% open · ⏱️ 14.03.2024):
```
 git clone https://github.com/erdewit/ib_insync
```
PyPi (📥 38K / month · 📦 44 · ⏱️ 21.11.2022):
```
 pip install ib_insync
```

Conda (📥 52K · ⏱️ 16.06.2023):

 conda install -c conda-forge ib-insync

stockstats (🥉27 · ⭐ 1.3K) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3

GitHub (👨‍💻 10 · 🔀 300 · 📦 1.2K · 📋 130 - 11% open · ⏱️ 22.12.2024):
```
 git clone https://github.com/jealous/stockstats
```
PyPi (📥 9.4K / month · 📦 12 · ⏱️ 22.12.2024):
```
 pip install stockstats
```

TensorTrade (🥉26 · ⭐ 4.6K · 💤) - An open source reinforcement learning framework for.. Apache-2

GitHub (👨‍💻 61 · 🔀 1K · 📦 67 · 📋 260 - 20% open · ⏱️ 09.06.2024):
```
 git clone https://github.com/tensortrade-org/tensortrade
```
PyPi (📥 1.8K / month · 📦 1 · ⏱️ 10.05.2021):
```
 pip install tensortrade
```

Conda (📥 4.4K · ⏱️ 16.06.2023):

 conda install -c conda-forge tensortrade

Alpha Vantage (🥉26 · ⭐ 4.4K) - A python wrapper for Alpha Vantage API for financial data. MIT

GitHub (👨‍💻 44 · 🔀 740 · 📋 290 - 0% open · ⏱️ 18.07.2024):
```
 git clone https://github.com/RomelTorres/alpha_vantage
```
PyPi (📥 43K / month · 📦 35 · ⏱️ 18.07.2024):
```
 pip install alpha_vantage
```

Conda (📥 8.2K · ⏱️ 09.08.2024):

 conda install -c conda-forge alpha_vantage

finmarketpy (🥉23 · ⭐ 3.5K) - Python library for backtesting trading strategies & analyzing.. Apache-2

GitHub (👨‍💻 18 · 🔀 510 · 📥 57 · 📦 16 · 📋 30 - 86% open · ⏱️ 09.11.2024):
```
 git clone https://github.com/cuemacro/finmarketpy
```
PyPi (📥 680 / month · ⏱️ 19.05.2024):
```
 pip install finmarketpy
```

tf-quant-finance (🥉22 · ⭐ 4.6K) - High-performance TensorFlow library for quantitative.. Apache-2

GitHub (👨‍💻 47 · 🔀 580 · 📋 63 - 55% open · ⏱️ 06.11.2024):
```
 git clone https://github.com/google/tf-quant-finance
```
PyPi (📥 1.2K / month · 📦 3 · ⏱️ 19.08.2022):
```
 pip install tf-quant-finance
```

Show 15 hidden projects...

zipline (🥇32 · ⭐ 18K · 💀) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2
arch (🥇32 · ⭐ 1.4K) - ARCH models in Python. ❗Unlicensed
pyfolio (🥈31 · ⭐ 5.8K · 💀) - Portfolio and risk analytics in Python. Apache-2
ta (🥈31 · ⭐ 4.5K · 💀) - Technical Analysis Library using Pandas and Numpy. MIT
backtrader (🥈28 · ⭐ 16K · 💀) - Python Backtesting library for trading strategies. ❗️GPL-3.0
Backtesting.py (🥈28 · ⭐ 5.8K · 📈) - Backtest trading strategies in Python. ❗️AGPL-3.0
Alphalens (🥉27 · ⭐ 3.5K · 💀) - Performance analysis of predictive (alpha) stock factors. Apache-2
empyrical (🥉27 · ⭐ 1.3K · 💀) - Common financial risk and performance metrics. Used by.. Apache-2
Enigma Catalyst (🥉26 · ⭐ 2.5K · 💀) - An Algorithmic Trading Library for Crypto-Assets in.. Apache-2
PyAlgoTrade (🥉24 · ⭐ 4.5K · 💀) - Python Algorithmic Trading Library. Apache-2
FinTA (🥉24 · ⭐ 2.2K · 💀) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
Crypto Signals (🥉22 · ⭐ 5K · 💀) - Github.com/CryptoSignal - Trading & Technical Analysis Bot -.. MIT
FinQuant (🥉22 · ⭐ 1.5K · 💀) - A program for financial portfolio management, analysis and.. MIT
surpriver (🥉12 · ⭐ 1.8K · 💀) - Find big moving stocks before they move using machine.. ❗️GPL-3.0
pyrtfolio (🥉10 · ⭐ 150 · 💀) - 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 (🥇40 · ⭐ 8.1K · 📈) - A unified framework for machine learning with time series. BSD-3

GitHub (👨‍💻 440 · 🔀 1.4K · 📥 110 · 📦 3.8K · 📋 2.7K - 38% open · ⏱️ 20.01.2025):
```
 git clone https://github.com/alan-turing-institute/sktime
```
PyPi (📥 790K / month · 📦 130 · ⏱️ 09.12.2024):
```
 pip install sktime
```

Conda (📥 1.1M · ⏱️ 04.01.2025):

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

StatsForecast (🥇34 · ⭐ 4.1K) - Lightning fast forecasting with statistical and econometric.. Apache-2

GitHub (👨‍💻 48 · 🔀 290 · 📦 1.4K · 📋 360 - 28% open · ⏱️ 20.01.2025):
```
 git clone https://github.com/Nixtla/statsforecast
```
PyPi (📥 970K / month · 📦 59 · ⏱️ 26.11.2024):
```
 pip install statsforecast
```

Conda (📥 130K · ⏱️ 05.12.2024):

 conda install -c conda-forge statsforecast

Prophet (🥇33 · ⭐ 19K) - Tool for producing high quality forecasts for time series data that has.. MIT

GitHub (👨‍💻 180 · 🔀 4.5K · 📥 2.9K · 📦 21 · 📋 2.2K - 19% open · ⏱️ 20.10.2024):
```
 git clone https://github.com/facebook/prophet
```
PyPi (📥 180K / month · 📦 91 · ⏱️ 05.09.2020):
```
 pip install fbprophet
```
Conda (📥 1.3M · ⏱️ 04.10.2024):
```
 conda install -c conda-forge prophet
```

tsfresh (🥈32 · ⭐ 8.5K) - Automatic extraction of relevant features from time series:. MIT

GitHub (👨‍💻 98 · 🔀 1.2K · 📦 21 · 📋 540 - 12% open · ⏱️ 15.01.2025):
```
 git clone https://github.com/blue-yonder/tsfresh
```
PyPi (📥 210K / month · 📦 93 · ⏱️ 03.08.2024):
```
 pip install tsfresh
```
Conda (📥 1.4M · ⏱️ 11.01.2025):
```
 conda install -c conda-forge tsfresh
```

Darts (🥈32 · ⭐ 8.3K) - A python library for user-friendly forecasting and anomaly detection.. Apache-2

GitHub (👨‍💻 130 · 🔀 900 · 📋 1.6K - 15% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/unit8co/darts
```
PyPi (📥 73K / month · 📦 10 · ⏱️ 21.12.2024):
```
 pip install u8darts
```

Conda (📥 67K · ⏱️ 21.12.2024):

 conda install -c conda-forge u8darts-all

Docker Hub (📥 1.1K · ⏱️ 21.12.2024):
```
 docker pull unit8/darts
```

STUMPY (🥈32 · ⭐ 3.8K) - STUMPY is a powerful and scalable Python library for modern time series.. BSD-3

GitHub (👨‍💻 41 · 🔀 320 · 📦 1K · 📋 530 - 13% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/TDAmeritrade/stumpy
```
PyPi (📥 270K / month · 📦 30 · ⏱️ 09.07.2024):
```
 pip install stumpy
```
Conda (📥 1.1M · ⏱️ 21.12.2024):
```
 conda install -c conda-forge stumpy
```

pytorch-forecasting (🥈31 · ⭐ 4.1K) - Time series forecasting with PyTorch. MIT

GitHub (👨‍💻 62 · 🔀 640 · 📦 480 · 📋 810 - 60% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/jdb78/pytorch-forecasting
```
PyPi (📥 57K / month · 📦 22 · ⏱️ 19.11.2024):
```
 pip install pytorch-forecasting
```

Conda (📥 71K · ⏱️ 12.01.2025):

 conda install -c conda-forge pytorch-forecasting

NeuralForecast (🥈31 · ⭐ 3.3K) - Scalable and user friendly neural forecasting algorithms. Apache-2

GitHub (👨‍💻 49 · 🔀 380 · 📦 290 · 📋 590 - 20% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/Nixtla/neuralforecast
```
PyPi (📥 53K / month · 📦 25 · ⏱️ 22.01.2025):
```
 pip install neuralforecast
```

Conda (📥 29K · ⏱️ 23.01.2025):

 conda install -c conda-forge neuralforecast

pmdarima (🥈31 · ⭐ 1.6K) - A statistical library designed to fill the void in Pythons time series.. MIT

GitHub (👨‍💻 23 · 🔀 240 · 📦 10K · 📋 340 - 19% open · ⏱️ 07.11.2024):
```
 git clone https://github.com/alkaline-ml/pmdarima
```
PyPi (📥 2.4M / month · 📦 150 · ⏱️ 23.10.2023):
```
 pip install pmdarima
```
Conda (📥 1.2M · ⏱️ 14.07.2024):
```
 conda install -c conda-forge pmdarima
```

GluonTS (🥈30 · ⭐ 4.7K) - Probabilistic time series modeling in Python. Apache-2

GitHub (👨‍💻 120 · 🔀 760 · 📋 970 - 34% open · ⏱️ 05.11.2024):
```
 git clone https://github.com/awslabs/gluon-ts
```
PyPi (📥 600K / month · 📦 33 · ⏱️ 11.11.2024):
```
 pip install gluonts
```
Conda (📥 1.3K · ⏱️ 16.12.2024):
```
 conda install -c anaconda gluonts
```

tslearn (🥈30 · ⭐ 2.9K) - The machine learning toolkit for time series analysis in Python. BSD-2

GitHub (👨‍💻 43 · 🔀 340 · 📦 1.6K · 📋 340 - 41% open · ⏱️ 01.07.2024):
```
 git clone https://github.com/tslearn-team/tslearn
```
PyPi (📥 350K / month · 📦 79 · ⏱️ 12.12.2023):
```
 pip install tslearn
```
Conda (📥 1.5M · ⏱️ 26.07.2024):
```
 conda install -c conda-forge tslearn
```

skforecast (🥈30 · ⭐ 1.2K) - Time series forecasting with machine learning models. BSD-3

GitHub (👨‍💻 17 · 🔀 140 · 📦 390 · 📋 190 - 12% open · ⏱️ 28.11.2024):
```
 git clone https://github.com/JoaquinAmatRodrigo/skforecast
```
PyPi (📥 87K / month · 📦 15 · ⏱️ 11.11.2024):
```
 pip install skforecast
```

Streamz (🥉27 · ⭐ 1.3K) - Real-time stream processing for python. BSD-3

GitHub (👨‍💻 49 · 🔀 150 · 📦 520 · 📋 270 - 44% open · ⏱️ 22.11.2024):
```
 git clone https://github.com/python-streamz/streamz
```
PyPi (📥 21K / month · 📦 57 · ⏱️ 27.07.2022):
```
 pip install streamz
```
Conda (📥 1.5M · ⏱️ 20.12.2024):
```
 conda install -c conda-forge streamz
```

NeuralProphet (🥉26 · ⭐ 3.9K) - NeuralProphet: A simple forecasting package. MIT

GitHub (👨‍💻 56 · 🔀 480 · 📋 560 - 10% open · ⏱️ 13.09.2024):
```
 git clone https://github.com/ourownstory/neural_prophet
```
PyPi (📥 58K / month · 📦 8 · ⏱️ 26.06.2024):
```
 pip install neuralprophet
```

TSFEL (🥉22 · ⭐ 960) - An intuitive library to extract features from time series. BSD-3

GitHub (👨‍💻 20 · 🔀 140 · 📦 170 · 📋 81 - 11% open · ⏱️ 17.10.2024):
```
 git clone https://github.com/fraunhoferportugal/tsfel
```
PyPi (📥 8.1K / month · 📦 7 · ⏱️ 12.09.2024):
```
 pip install tsfel
```

greykite (🥉20 · ⭐ 1.8K · 💤) - A flexible, intuitive and fast forecasting library. BSD-2

GitHub (👨‍💻 10 · 🔀 110 · 📥 36 · 📦 37 · 📋 110 - 27% open · ⏱️ 16.01.2024):
```
 git clone https://github.com/linkedin/greykite
```
PyPi (📥 7.8K / month · ⏱️ 12.01.2024):
```
 pip install greykite
```

pydlm (🥉20 · ⭐ 480) - A python library for Bayesian time series modeling. BSD-3

GitHub (👨‍💻 7 · 🔀 98 · 📦 37 · 📋 56 - 73% open · ⏱️ 07.09.2024):
```
 git clone https://github.com/wwrechard/pydlm
```
PyPi (📥 29K / month · 📦 2 · ⏱️ 13.08.2024):
```
 pip install pydlm
```

tsflex (🥉20 · ⭐ 410) - Flexible time series feature extraction & processing. MIT

GitHub (👨‍💻 6 · 🔀 26 · 📦 18 · 📋 56 - 58% open · ⏱️ 06.09.2024):
```
 git clone https://github.com/predict-idlab/tsflex
```
PyPi (📥 1.5K / month · 📦 2 · ⏱️ 06.09.2024):
```
 pip install tsflex
```
Conda (📥 29K · ⏱️ 08.04.2024):
```
 conda install -c conda-forge tsflex
```

Auto TS (🥉19 · ⭐ 740 · 💤) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost.. Apache-2

GitHub (👨‍💻 13 · 🔀 120 · 📋 90 - 3% open · ⏱️ 05.05.2024):
```
 git clone https://github.com/AutoViML/Auto_TS
```
PyPi (📥 12K / month · ⏱️ 05.05.2024):
```
 pip install auto-ts
```

Show 10 hidden projects...

pyts (🥉27 · ⭐ 1.8K · 💀) - A Python package for time series classification. BSD-3
PyFlux (🥉25 · ⭐ 2.1K · 💀) - Open source time series library for Python. BSD-3
luminol (🥉22 · ⭐ 1.2K · 💀) - Anomaly Detection and Correlation library. Apache-2
ADTK (🥉22 · ⭐ 1.1K · 💀) - A Python toolkit for rule-based/unsupervised anomaly detection in.. MPL-2.0
tick (🥉22 · ⭐ 500 · 💀) - Module for statistical learning, with a particular emphasis on time-.. BSD-3
seglearn (🥉21 · ⭐ 570 · 💀) - Python module for machine learning time series:. BSD-3
matrixprofile-ts (🥉19 · ⭐ 740 · 💀) - A Python library for detecting patterns and anomalies.. Apache-2
atspy (🥉15 · ⭐ 520 · 💀) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT
tsaug (🥉14 · ⭐ 350 · 💀) - A Python package for time series augmentation. Apache-2
tslumen (🥉8 · ⭐ 69 · 💀) - 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 (🥇39 · ⭐ 2.8K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3

GitHub (👨‍💻 380 · 🔀 1.3K · 📦 5K · 📋 5K - 11% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/mne-tools/mne-python
```
PyPi (📥 120K / month · 📦 420 · ⏱️ 18.12.2024):
```
 pip install mne
```
Conda (📥 470K · ⏱️ 07.01.2025):
```
 conda install -c conda-forge mne
```

Nilearn (🥇39 · ⭐ 1.2K) - Machine learning for NeuroImaging in Python. BSD-3

GitHub (👨‍💻 250 · 🔀 600 · 📥 290 · 📦 3.7K · 📋 2.3K - 13% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/nilearn/nilearn
```
PyPi (📥 58K / month · 📦 310 · ⏱️ 23.12.2024):
```
 pip install nilearn
```
Conda (📥 310K · ⏱️ 23.12.2024):
```
 conda install -c conda-forge nilearn
```

MONAI (🥈36 · ⭐ 6K) - AI Toolkit for Healthcare Imaging. Apache-2

GitHub (👨‍💻 220 · 🔀 1.1K · 📦 3.4K · 📋 3.2K - 12% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/Project-MONAI/MONAI
```
PyPi (📥 240K / month · 📦 140 · ⏱️ 10.12.2024):
```
 pip install monai
```
Conda (📥 38K · ⏱️ 23.12.2024):
```
 conda install -c conda-forge monai
```

NIPYPE (🥈36 · ⭐ 760) - Workflows and interfaces for neuroimaging packages. Apache-2

GitHub (👨‍💻 260 · 🔀 530 · 📦 5.6K · 📋 1.4K - 30% open · ⏱️ 18.01.2025):
```
 git clone https://github.com/nipy/nipype
```
PyPi (📥 210K / month · 📦 150 · ⏱️ 17.12.2024):
```
 pip install nipype
```
Conda (📥 750K · ⏱️ 18.12.2024):
```
 conda install -c conda-forge nipype
```

NiBabel (🥈36 · ⭐ 670) - Python package to access a cacophony of neuro-imaging file formats. MIT

GitHub (👨‍💻 110 · 🔀 260 · 📦 24K · 📋 540 - 23% open · ⏱️ 16.01.2025):
```
 git clone https://github.com/nipy/nibabel
```
PyPi (📥 480K / month · 📦 1.2K · ⏱️ 23.10.2024):
```
 pip install nibabel
```
Conda (📥 830K · ⏱️ 12.12.2024):
```
 conda install -c conda-forge nibabel
```

Lifelines (🥈33 · ⭐ 2.4K) - Survival analysis in Python. MIT

GitHub (👨‍💻 120 · 🔀 560 · 📦 3.3K · 📋 980 - 27% open · ⏱️ 29.10.2024):
```
 git clone https://github.com/CamDavidsonPilon/lifelines
```
PyPi (📥 2.6M / month · 📦 160 · ⏱️ 29.10.2024):
```
 pip install lifelines
```

Conda (📥 400K · ⏱️ 19.12.2024):

 conda install -c conda-forge lifelines

Hail (🥈32 · ⭐ 990) - Cloud-native genomic dataframes and batch computing. MIT

GitHub (👨‍💻 97 · 🔀 250 · 📦 160 · 📋 2.5K - 10% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/hail-is/hail
```
PyPi (📥 240K / month · 📦 34 · ⏱️ 04.10.2024):
```
 pip install hail
```

DeepVariant (🥉27 · ⭐ 3.3K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3

GitHub (👨‍💻 36 · 🔀 720 · 📥 4.8K · 📋 860 - 0% open · ⏱️ 09.12.2024):
```
 git clone https://github.com/google/deepvariant
```
Conda (📥 73K · ⏱️ 16.06.2023):
```
 conda install -c bioconda deepvariant
```

Brainiak (🥉20 · ⭐ 350) - Brain Imaging Analysis Kit. Apache-2

GitHub (👨‍💻 35 · 🔀 140 · 📋 230 - 39% open · ⏱️ 06.01.2025):
```
 git clone https://github.com/brainiak/brainiak
```
PyPi (📥 3.4K / month · ⏱️ 07.01.2025):
```
 pip install brainiak
```
Docker Hub (📥 1.9K · ⭐ 1 · ⏱️ 07.01.2025):
```
 docker pull brainiak/brainiak
```

Show 10 hidden projects...

DIPY (🥈32 · ⭐ 730) - DIPY is the paragon 3D/4D+ medical imaging library in Python... ❗Unlicensed
NiftyNet (🥉25 · ⭐ 1.4K · 💀) - [unmaintained] An open-source convolutional neural.. Apache-2
NIPY (🥉25 · ⭐ 380) - Neuroimaging in Python FMRI analysis package. ❗Unlicensed
MedPy (🥉23 · ⭐ 580) - Medical image processing in Python. ❗️GPL-3.0
DLTK (🥉21 · ⭐ 1.4K · 💀) - Deep Learning Toolkit for Medical Image Analysis. Apache-2
Glow (🥉21 · ⭐ 270) - An open-source toolkit for large-scale genomic analysis. Apache-2
MedicalTorch (🥉16 · ⭐ 860 · 💀) - A medical imaging framework for Pytorch. Apache-2
DeepNeuro (🥉15 · ⭐ 120 · 💀) - A deep learning python package for neuroimaging data. Made by:. MIT
Medical Detection Toolkit (🥉14 · ⭐ 1.3K · 💀) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2
MedicalNet (🥉12 · ⭐ 2K · 💀) - Many studies have shown that the performance on deep learning is.. MIT

Tabular Data

Libraries for processing tabular and structured data.

pytorch_tabular (🥇25 · ⭐ 1.4K) - A standard framework for modelling Deep Learning Models.. MIT

GitHub (👨‍💻 25 · 🔀 140 · 📥 54 · 📋 160 - 6% open · ⏱️ 18.12.2024):
```
 git clone https://github.com/manujosephv/pytorch_tabular
```
PyPi (📥 3.7K / month · 📦 9 · ⏱️ 28.11.2024):
```
 pip install pytorch_tabular
```

miceforest (🥈24 · ⭐ 370) - Multiple Imputation with LightGBM in Python. MIT

GitHub (👨‍💻 8 · 🔀 30 · 📦 200 · 📋 86 - 9% open · ⏱️ 02.08.2024):
```
 git clone https://github.com/AnotherSamWilson/miceforest
```
PyPi (📥 66K / month · 📦 9 · ⏱️ 02.08.2024):
```
 pip install miceforest
```

Conda (📥 17K · ⏱️ 16.06.2023):

 conda install -c conda-forge miceforest

upgini (🥉21 · ⭐ 320) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3

GitHub (👨‍💻 13 · 🔀 25 · 📦 9 · ⏱️ 22.01.2025):
```
 git clone https://github.com/upgini/upgini
```
PyPi (📥 33K / month · ⏱️ 20.01.2025):
```
 pip install upgini
```

carefree-learn (🥉18 · ⭐ 410 · 💤) - Deep Learning PyTorch. MIT

GitHub (👨‍💻 1 · 🔀 38 · 📦 8 · 📋 82 - 2% open · ⏱️ 18.03.2024):
```
 git clone https://github.com/carefree0910/carefree-learn
```
PyPi (📥 2.3K / month · ⏱️ 09.01.2024):
```
 pip install carefree-learn
```

Show 1 hidden projects...

deltapy (🥉13 · ⭐ 540 · 💀) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT

Optical Character Recognition

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

PaddleOCR (🥇41 · ⭐ 46K) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2

GitHub (👨‍💻 270 · 🔀 7.9K · 📥 1.1M · 📦 4.1K · 📋 9.5K - 1% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/PaddlePaddle/PaddleOCR
```
PyPi (📥 270K / month · 📦 110 · ⏱️ 22.10.2024):
```
 pip install paddleocr
```

OCRmyPDF (🥇36 · ⭐ 15K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0

GitHub (👨‍💻 100 · 🔀 1K · 📥 6.3K · 📦 1.1K · 📋 1.2K - 9% open · ⏱️ 09.01.2025):
```
 git clone https://github.com/ocrmypdf/OCRmyPDF
```
PyPi (📥 140K / month · 📦 41 · ⏱️ 05.01.2025):
```
 pip install ocrmypdf
```
Conda (📥 88K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge ocrmypdf
```

EasyOCR (🥈35 · ⭐ 25K) - Ready-to-use OCR with 80+ supported languages and all popular writing.. Apache-2

GitHub (👨‍💻 130 · 🔀 3.2K · 📥 18M · 📦 11K · 📋 1.1K - 43% open · ⏱️ 24.09.2024):
```
 git clone https://github.com/JaidedAI/EasyOCR
```
PyPi (📥 680K / month · 📦 250 · ⏱️ 24.09.2024):
```
 pip install easyocr
```

Tesseract (🥈32 · ⭐ 6K) - Python-tesseract is an optical character recognition (OCR) tool for.. Apache-2

GitHub (👨‍💻 49 · 🔀 720 · 📋 370 - 2% open · ⏱️ 20.01.2025):
```
 git clone https://github.com/madmaze/pytesseract
```
PyPi (📥 2.2M / month · 📦 970 · ⏱️ 16.08.2024):
```
 pip install pytesseract
```

Conda (📥 640K · ⏱️ 07.01.2025):

 conda install -c conda-forge pytesseract

tesserocr (🥈30 · ⭐ 2K) - A Python wrapper for the tesseract-ocr API. MIT

GitHub (👨‍💻 30 · 🔀 250 · 📥 780 · 📦 1.2K · 📋 280 - 18% open · ⏱️ 25.11.2024):
```
 git clone https://github.com/sirfz/tesserocr
```
PyPi (📥 74K / month · 📦 36 · ⏱️ 26.08.2024):
```
 pip install tesserocr
```

Conda (📥 220K · ⏱️ 13.09.2024):

 conda install -c conda-forge tesserocr

MMOCR (🥉27 · ⭐ 4.4K) - OpenMMLab Text Detection, Recognition and Understanding Toolbox. Apache-2

GitHub (👨‍💻 90 · 🔀 750 · 📦 190 · 📋 930 - 20% open · ⏱️ 27.11.2024):
```
 git clone https://github.com/open-mmlab/mmocr
```
PyPi (📥 4.1K / month · 📦 4 · ⏱️ 05.05.2022):
```
 pip install mmocr
```

Show 6 hidden projects...

keras-ocr (🥉25 · ⭐ 1.4K · 💀) - A packaged and flexible version of the CRAFT text detector.. MIT
calamari (🥉23 · ⭐ 1.1K) - Line based ATR Engine based on OCRopy. ❗️GPL-3.0
pdftabextract (🥉21 · ⭐ 2.2K · 💀) - A set of tools for extracting tables from PDF files.. Apache-2
attention-ocr (🥉21 · ⭐ 1.1K · 💀) - 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
Mozart (🥉10 · ⭐ 640 · 💀) - An optical music recognition (OMR) system. Converts sheet.. Apache-2

Data Containers & Structures

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

🔗 best-of-python - Data Containers ( ⭐ 3.8K) - Collection of data-container, dataframe, and pandas-..

Data Loading & Extraction

Libraries for loading, collecting, and extracting data from a variety of data sources and formats.

🔗 best-of-python - Data Extraction ( ⭐ 3.8K) - Collection of data-loading and -extraction libraries.

Web Scraping & Crawling

Libraries for web scraping, crawling, downloading, and mining as well as libraries.

🔗 best-of-web-python - Web Scraping ( ⭐ 2.4K · 💤) - 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 ( ⭐ 3.8K) - Libraries for data batch- and stream-processing,..

Distributed Machine Learning

Libraries that provide capabilities to distribute and parallelize machine learning tasks across large-scale compute infrastructure.

Ray (🥇46 · ⭐ 35K) - Ray is an AI compute engine. Ray consists of a core distributed runtime.. Apache-2

GitHub (👨‍💻 1.1K · 🔀 6K · 📥 250 · 📦 20K · 📋 20K - 21% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/ray-project/ray
```
PyPi (📥 5.5M / month · 📦 860 · ⏱️ 23.01.2025):
```
 pip install ray
```
Conda (📥 530K · ⏱️ 20.12.2024):
```
 conda install -c conda-forge ray-tune
```

dask (🥇44 · ⭐ 13K) - Parallel computing with task scheduling. BSD-3

GitHub (👨‍💻 620 · 🔀 1.7K · 📦 69K · 📋 5.4K - 20% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/dask/dask
```
PyPi (📥 9.3M / month · 📦 2.6K · ⏱️ 17.01.2025):
```
 pip install dask
```
Conda (📥 13M · ⏱️ 19.01.2025):
```
 conda install -c conda-forge dask
```

DeepSpeed (🥇41 · ⭐ 36K) - DeepSpeed is a deep learning optimization library that makes.. Apache-2

GitHub (👨‍💻 370 · 🔀 4.2K · 📦 11K · 📋 3K - 36% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/microsoft/DeepSpeed
```
PyPi (📥 660K / month · 📦 240 · ⏱️ 21.01.2025):
```
 pip install deepspeed
```
Docker Hub (📥 22K · ⭐ 4 · ⏱️ 02.09.2022):
```
 docker pull deepspeed/deepspeed
```

dask.distributed (🥇40 · ⭐ 1.6K) - A distributed task scheduler for Dask. BSD-3

GitHub (👨‍💻 330 · 🔀 720 · 📦 38K · 📋 4K - 39% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/dask/distributed
```
PyPi (📥 3.7M / month · 📦 900 · ⏱️ 17.01.2025):
```
 pip install distributed
```

Conda (📥 16M · ⏱️ 19.01.2025):

 conda install -c conda-forge distributed

horovod (🥈36 · ⭐ 14K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2

GitHub (👨‍💻 170 · 🔀 2.2K · 📦 1.3K · 📋 2.3K - 17% open · ⏱️ 31.08.2024):
```
 git clone https://github.com/horovod/horovod
```
PyPi (📥 89K / month · 📦 33 · ⏱️ 12.06.2023):
```
 pip install horovod
```

metrics (🥈36 · ⭐ 2.2K) - Machine learning metrics for distributed, scalable PyTorch.. Apache-2

GitHub (👨‍💻 260 · 🔀 410 · 📥 6.2K · 📦 36K · 📋 910 - 9% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/Lightning-AI/metrics
```
PyPi (📥 5.6K / month · 📦 2 · ⏱️ 28.04.2018):
```
 pip install metrics
```

Conda (📥 1.8M · ⏱️ 26.12.2024):

 conda install -c conda-forge torchmetrics

H2O-3 (🥈34 · ⭐ 7K) - H2O is an Open Source, Distributed, Fast & Scalable Machine Learning.. Apache-2

GitHub (👨‍💻 270 · 🔀 2K · 📦 21 · 📋 9.5K - 29% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/h2oai/h2o-3
```
PyPi (📥 200K / month · 📦 49 · ⏱️ 02.11.2024):
```
 pip install h2o
```

BigDL (🥈33 · ⭐ 7K) - Accelerate local LLM inference and finetuning (LLaMA, Mistral, ChatGLM,.. Apache-2

GitHub (👨‍💻 110 · 🔀 1.3K · 📥 650 · 📋 2.7K - 38% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/intel-analytics/BigDL
```
PyPi (📥 35K / month · 📦 2 · ⏱️ 24.03.2024):
```
 pip install bigdl
```

Maven (📦 5 · ⏱️ 20.04.2021):

 <dependency>
 	<groupId>com.intel.analytics.bigdl</groupId>
 	<artifactId>bigdl-SPARK_2.4</artifactId>
 	<version>[VERSION]</version>
 </dependency>

ColossalAI (🥈32 · ⭐ 39K) - Making large AI models cheaper, faster and more accessible. Apache-2

GitHub (👨‍💻 190 · 🔀 4.4K · 📦 460 · 📋 1.7K - 25% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/hpcaitech/colossalai
```

FairScale (🥈30 · ⭐ 3.2K) - PyTorch extensions for high performance and large scale training. BSD-3

GitHub (👨‍💻 76 · 🔀 280 · 📦 7.3K · 📋 390 - 26% open · ⏱️ 12.01.2025):
```
 git clone https://github.com/facebookresearch/fairscale
```
PyPi (📥 400K / month · 📦 150 · ⏱️ 11.12.2022):
```
 pip install fairscale
```

Conda (📥 370K · ⏱️ 28.11.2023):

 conda install -c conda-forge fairscale

SynapseML (🥈29 · ⭐ 5.1K) - Simple and Distributed Machine Learning. MIT

GitHub (👨‍💻 120 · 🔀 830 · 📋 790 - 48% open · ⏱️ 10.01.2025):
```
 git clone https://github.com/microsoft/SynapseML
```
PyPi (📥 230K / month · 📦 7 · ⏱️ 10.01.2025):
```
 pip install synapseml
```

Submit it (🥈29 · ⭐ 1.4K) - Python 3.8+ toolbox for submitting jobs to Slurm. MIT

GitHub (👨‍💻 25 · 🔀 130 · 📦 3.8K · 📋 130 - 39% open · ⏱️ 18.09.2024):
```
 git clone https://github.com/facebookincubator/submitit
```
PyPi (📥 360K / month · 📦 49 · ⏱️ 18.09.2024):
```
 pip install submitit
```
Conda (📥 46K · ⏱️ 19.11.2024):
```
 conda install -c conda-forge submitit
```

mpi4py (🥈29 · ⭐ 830) - Python bindings for MPI. BSD-3

GitHub (👨‍💻 27 · 🔀 120 · 📥 29K · 📋 200 - 4% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/mpi4py/mpi4py
```
PyPi (📥 290K / month · 📦 750 · ⏱️ 11.10.2024):
```
 pip install mpi4py
```
Conda (📥 3.3M · ⏱️ 08.01.2025):
```
 conda install -c conda-forge mpi4py
```

dask-ml (🥉28 · ⭐ 910) - Scalable Machine Learning with Dask. BSD-3

GitHub (👨‍💻 80 · 🔀 260 · 📦 1.2K · 📋 540 - 52% open · ⏱️ 25.11.2024):
```
 git clone https://github.com/dask/dask-ml
```
PyPi (📥 87K / month · 📦 93 · ⏱️ 02.04.2024):
```
 pip install dask-ml
```
Conda (📥 940K · ⏱️ 17.06.2024):
```
 conda install -c conda-forge dask-ml
```

Hivemind (🥉25 · ⭐ 2.1K) - Decentralized deep learning in PyTorch. Built to train models on.. MIT

GitHub (👨‍💻 33 · 🔀 170 · 📦 110 · 📋 180 - 43% open · ⏱️ 05.11.2024):
```
 git clone https://github.com/learning-at-home/hivemind
```
PyPi (📥 1.6K / month · 📦 10 · ⏱️ 31.08.2023):
```
 pip install hivemind
```

Apache Singa (🥉24 · ⭐ 3.4K) - a distributed deep learning platform. Apache-2

GitHub (👨‍💻 96 · 🔀 1.2K · 📦 5 · 📋 140 - 36% open · ⏱️ 30.12.2024):
```
 git clone https://github.com/apache/singa
```
Conda (📥 940 · ⏱️ 16.06.2023):
```
 conda install -c nusdbsystem singa
```
Docker Hub (📥 8.7K · ⭐ 4 · ⏱️ 31.05.2022):
```
 docker pull apache/singa
```

MMLSpark (🥉23 · ⭐ 5.1K) - Simple and Distributed Machine Learning. MIT

GitHub (👨‍💻 120 · 🔀 830 · 📋 790 - 48% open · ⏱️ 10.01.2025):
```
 git clone https://github.com/microsoft/SynapseML
```
PyPi (⏱️ 18.03.2020):
```
 pip install mmlspark
```

analytics-zoo (🥉23 · ⭐ 2.6K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2

GitHub (👨‍💻 110 · 🔀 730 · 📋 1.3K - 32% open · ⏱️ 09.01.2025):
```
 git clone https://github.com/intel-analytics/analytics-zoo
```
PyPi (📥 2.2K / month · 📦 1 · ⏱️ 22.08.2022):
```
 pip install analytics-zoo
```

Show 18 hidden projects...

DEAP (🥈35 · ⭐ 5.9K) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
ipyparallel (🥈30 · ⭐ 2.6K) - IPython Parallel: Interactive Parallel Computing in.. ❗Unlicensed
petastorm (🥉28 · ⭐ 1.8K · 💀) - Petastorm library enables single machine or distributed.. Apache-2
TensorFlowOnSpark (🥉26 · ⭐ 3.9K · 💀) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2
Elephas (🥉25 · ⭐ 1.6K · 💀) - Distributed Deep learning with Keras & Spark. MIT keras
BytePS (🥉22 · ⭐ 3.7K · 💀) - A high performance and generic framework for distributed DNN.. Apache-2
Mesh (🥉22 · ⭐ 1.6K · 💀) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2
sk-dist (🥉21 · ⭐ 280 · 💀) - Distributed scikit-learn meta-estimators in PySpark. Apache-2
somoclu (🥉20 · ⭐ 270 · 💤) - Massively parallel self-organizing maps: accelerate training on.. MIT
launchpad (🥉19 · ⭐ 320 · 💀) - Launchpad is a library that simplifies writing.. Apache-2
mesh-transformer-jax (🥉18 · ⭐ 6.3K · 💀) - Model parallel transformers in JAX and Haiku. Apache-2
bluefog (🥉18 · ⭐ 290 · 💀) - Distributed and decentralized training framework for PyTorch.. Apache-2
Fiber (🥉17 · ⭐ 1K · 💀) - Distributed Computing for AI Made Simple. Apache-2
parallelformers (🥉17 · ⭐ 780 · 💀) - Parallelformers: An Efficient Model Parallelization.. Apache-2
TensorFrames (🥉16 · ⭐ 720 · 💀) - Tensorflow wrapper for DataFrames on Apache Spark. Apache-2
LazyCluster (🥉15 · ⭐ 49 · 💀) - Distributed machine learning made simple. Apache-2
autodist (🥉13 · ⭐ 130 · 💀) - Simple Distributed Deep Learning on TensorFlow. Apache-2
moolib (🥉11 · ⭐ 370 · 💀) - A library for distributed ML training with PyTorch. MIT

Hyperparameter Optimization & AutoML

Libraries for hyperparameter optimization, automl and neural architecture search.

Optuna (🥇43 · ⭐ 11K) - A hyperparameter optimization framework. MIT

GitHub (👨‍💻 280 · 🔀 1.1K · 📦 21K · 📋 1.7K - 3% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/optuna/optuna
```
PyPi (📥 3.3M / month · 📦 1.1K · ⏱️ 20.01.2025):
```
 pip install optuna
```
Conda (📥 2.1M · ⏱️ 20.01.2025):
```
 conda install -c conda-forge optuna
```

AutoGluon (🥇36 · ⭐ 8.3K) - Fast and Accurate ML in 3 Lines of Code. Apache-2

GitHub (👨‍💻 130 · 🔀 940 · 📦 950 · 📋 1.5K - 23% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/autogluon/autogluon
```
PyPi (📥 330K / month · 📦 30 · ⏱️ 16.01.2025):
```
 pip install autogluon
```

Conda (📥 27K · ⏱️ 12.12.2024):

 conda install -c conda-forge autogluon

Docker Hub (📥 13K · ⭐ 17 · ⏱️ 07.03.2024):
```
 docker pull autogluon/autogluon
```

Ax (🥇36 · ⭐ 2.4K) - Adaptive Experimentation Platform. MIT

GitHub (👨‍💻 180 · 🔀 310 · 📦 880 · 📋 800 - 9% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/facebook/Ax
```
PyPi (📥 120K / month · 📦 54 · ⏱️ 23.09.2024):
```
 pip install ax-platform
```

Conda (📥 32K · ⏱️ 23.12.2024):

 conda install -c conda-forge ax-platform

BoTorch (🥇34 · ⭐ 3.2K) - Bayesian optimization in PyTorch. MIT

GitHub (👨‍💻 140 · 🔀 410 · 📦 1.3K · 📋 570 - 13% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/pytorch/botorch
```
PyPi (📥 210K / month · 📦 84 · ⏱️ 17.09.2024):
```
 pip install botorch
```
Conda (📥 140K · ⏱️ 19.12.2024):
```
 conda install -c conda-forge botorch
```

Hyperopt (🥇33 · ⭐ 7.3K) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3

GitHub (👨‍💻 100 · 🔀 1.1K · 📦 19K · 📋 700 - 20% open · ⏱️ 27.12.2024):
```
 git clone https://github.com/hyperopt/hyperopt
```
PyPi (📥 1.9M / month · 📦 450 · ⏱️ 17.11.2021):
```
 pip install hyperopt
```
Conda (📥 810K · ⏱️ 20.12.2024):
```
 conda install -c conda-forge hyperopt
```

nevergrad (🥇33 · ⭐ 4K) - A Python toolbox for performing gradient-free optimization. MIT

GitHub (👨‍💻 57 · 🔀 360 · 📦 820 · 📋 310 - 39% open · ⏱️ 05.12.2024):
```
 git clone https://github.com/facebookresearch/nevergrad
```
PyPi (📥 93K / month · 📦 62 · ⏱️ 01.12.2024):
```
 pip install nevergrad
```

Conda (📥 58K · ⏱️ 09.01.2024):

 conda install -c conda-forge nevergrad

Bayesian Optimization (🥈32 · ⭐ 8K) - A Python implementation of global optimization with.. MIT

GitHub (👨‍💻 47 · 🔀 1.6K · 📥 170 · 📦 3.3K · 📋 370 - 1% open · ⏱️ 27.12.2024):
```
 git clone https://github.com/fmfn/BayesianOptimization
```
PyPi (📥 360K / month · 📦 150 · ⏱️ 27.12.2024):
```
 pip install bayesian-optimization
```

AutoKeras (🥈31 · ⭐ 9.2K) - AutoML library for deep learning. Apache-2

GitHub (👨‍💻 140 · 🔀 1.4K · 📥 19K · 📦 790 · 📋 900 - 16% open · ⏱️ 16.12.2024):
```
 git clone https://github.com/keras-team/autokeras
```
PyPi (📥 18K / month · 📦 13 · ⏱️ 20.03.2024):
```
 pip install autokeras
```

featuretools (🥈31 · ⭐ 7.3K) - An open source python library for automated feature engineering. BSD-3

GitHub (👨‍💻 74 · 🔀 880 · 📦 1.9K · 📋 1K - 15% open · ⏱️ 13.11.2024):
```
 git clone https://github.com/alteryx/featuretools
```
PyPi (📥 56K / month · 📦 74 · ⏱️ 14.05.2024):
```
 pip install featuretools
```

Conda (📥 230K · ⏱️ 15.05.2024):

 conda install -c conda-forge featuretools

Keras Tuner (🥈31 · ⭐ 2.9K · 💤) - A Hyperparameter Tuning Library for Keras. Apache-2

GitHub (👨‍💻 61 · 🔀 400 · 📦 5K · 📋 500 - 44% open · ⏱️ 24.06.2024):
```
 git clone https://github.com/keras-team/keras-tuner
```
PyPi (📥 320K / month · 📦 120 · ⏱️ 04.03.2024):
```
 pip install keras-tuner
```

Conda (📥 47K · ⏱️ 25.12.2024):

 conda install -c conda-forge keras-tuner

lazypredict (🥈30 · ⭐ 3.1K) - Lazy Predict help build a lot of basic models without much code.. MIT

GitHub (👨‍💻 18 · 🔀 350 · 📦 1.2K · 📋 140 - 69% open · ⏱️ 03.11.2024):
```
 git clone https://github.com/shankarpandala/lazypredict
```
PyPi (📥 15K / month · 📦 6 · ⏱️ 02.11.2024):
```
 pip install lazypredict
```

Conda (📥 4K · ⏱️ 16.06.2023):

 conda install -c conda-forge lazypredict

mljar-supervised (🥈29 · ⭐ 3.1K) - Python package for AutoML on Tabular Data with Feature.. MIT

GitHub (👨‍💻 29 · 🔀 410 · 📦 140 · 📋 660 - 20% open · ⏱️ 14.01.2025):
```
 git clone https://github.com/mljar/mljar-supervised
```
PyPi (📥 9.7K / month · 📦 6 · ⏱️ 14.01.2025):
```
 pip install mljar-supervised
```

Conda (📥 29K · ⏱️ 14.01.2025):

 conda install -c conda-forge mljar-supervised

Talos (🥈25 · ⭐ 1.6K · 💤) - Hyperparameter Experiments with TensorFlow and Keras. MIT

GitHub (👨‍💻 23 · 🔀 270 · 📦 200 · 📋 400 - 2% open · ⏱️ 22.04.2024):
```
 git clone https://github.com/autonomio/talos
```
PyPi (📥 1.3K / month · 📦 8 · ⏱️ 21.04.2024):
```
 pip install talos
```

FEDOT (🥈25 · ⭐ 660) - Automated modeling and machine learning framework FEDOT. BSD-3

GitHub (👨‍💻 37 · 🔀 88 · 📦 56 · 📋 550 - 10% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/nccr-itmo/FEDOT
```
PyPi (📥 1.7K / month · 📦 5 · ⏱️ 28.08.2024):
```
 pip install fedot
```

Hyperactive (🥉24 · ⭐ 520) - An optimization and data collection toolbox for convenient and fast.. MIT

GitHub (👨‍💻 9 · 🔀 42 · 📥 300 · 📦 36 · 📋 77 - 16% open · ⏱️ 18.01.2025):
```
 git clone https://github.com/SimonBlanke/Hyperactive
```
PyPi (📥 2.6K / month · 📦 13 · ⏱️ 15.08.2024):
```
 pip install hyperactive
```

AlphaPy (🥉21 · ⭐ 1.4K) - Python AutoML for Trading Systems and Sports Betting. Apache-2

GitHub (👨‍💻 5 · 🔀 220 · 📦 7 · 📋 44 - 34% open · ⏱️ 15.12.2024):
```
 git clone https://github.com/ScottfreeLLC/AlphaPy
```
PyPi (📥 1.8K / month · ⏱️ 29.08.2020):
```
 pip install alphapy
```

featurewiz (🥉21 · ⭐ 600 · 💤) - Use advanced feature engineering strategies and select best.. Apache-2

GitHub (👨‍💻 18 · 🔀 90 · 📦 81 · 📋 100 - 9% open · ⏱️ 02.05.2024):
```
 git clone https://github.com/AutoViML/featurewiz
```
PyPi (📥 14K / month · 📦 2 · ⏱️ 10.02.2024):
```
 pip install featurewiz
```

Auto ViML (🥉21 · ⭐ 530 · 💤) - Automatically Build Multiple ML Models with a Single Line of.. Apache-2

GitHub (👨‍💻 9 · 🔀 100 · 📦 28 · 📋 34 - 2% open · ⏱️ 11.05.2024):
```
 git clone https://github.com/AutoViML/Auto_ViML
```
PyPi (📥 8.7K / month · 📦 3 · ⏱️ 11.05.2024):
```
 pip install autoviml
```

opytimizer (🥉19 · ⭐ 610) - Opytimizer is a Python library consisting of meta-heuristic.. Apache-2

GitHub (👨‍💻 4 · 🔀 41 · 📦 19 · ⏱️ 18.08.2024):
```
 git clone https://github.com/gugarosa/opytimizer
```
PyPi (📥 930 / month · ⏱️ 18.08.2024):
```
 pip install opytimizer
```

shap-hypetune (🥉18 · ⭐ 570 · 💤) - A python package for simultaneous Hyperparameters Tuning and.. MIT

GitHub (👨‍💻 3 · 🔀 69 · 📦 20 · 📋 36 - 11% open · ⏱️ 21.02.2024):
```
 git clone https://github.com/cerlymarco/shap-hypetune
```
PyPi (📥 1.8K / month · 📦 2 · ⏱️ 21.02.2024):
```
 pip install shap-hypetune
```

Show 32 hidden projects...

TPOT (🥈32 · ⭐ 9.8K · 💤) - A Python Automated Machine Learning tool that optimizes.. ❗️LGPL-3.0
scikit-optimize (🥈32 · ⭐ 2.8K · 💀) - Sequential model-based optimization with a.. BSD-3
NNI (🥈31 · ⭐ 14K · 💀) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT
auto-sklearn (🥈31 · ⭐ 7.7K · 💀) - Automated Machine Learning with scikit-learn. BSD-3
Hyperas (🥈27 · ⭐ 2.2K · 💀) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT
SMAC3 (🥈25 · ⭐ 1.1K) - SMAC3: A Versatile Bayesian Optimization Package for.. ❗️BSD-1-Clause
GPyOpt (🥈25 · ⭐ 940 · 💀) - Gaussian Process Optimization using GPy. BSD-3
lightwood (🥈25 · ⭐ 460) - Lightwood is Legos for Machine Learning. ❗️GPL-3.0
AdaNet (🥉24 · ⭐ 3.5K · 💀) - Fast and flexible AutoML with learning guarantees. Apache-2
auto_ml (🥉24 · ⭐ 1.6K · 💀) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT
HpBandSter (🥉23 · ⭐ 620 · 💀) - a distributed Hyperband implementation on Steroids. BSD-3
Orion (🥉23 · ⭐ 290 · 💀) - Asynchronous Distributed Hyperparameter Optimization. BSD-3
igel (🥉22 · ⭐ 3.1K · 💀) - a delightful machine learning tool that allows you to train, test, and.. MIT
MLBox (🥉21 · ⭐ 1.5K · 💀) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause
Test Tube (🥉21 · ⭐ 740 · 💀) - Python library to easily log experiments and parallelize.. MIT
Neuraxle (🥉21 · ⭐ 610 · 💀) - The worlds cleanest AutoML library - Do hyperparameter tuning.. Apache-2
sklearn-deap (🥉20 · ⭐ 770 · 💀) - Use evolutionary algorithms instead of gridsearch in.. MIT
optunity (🥉20 · ⭐ 420 · 💀) - optimization routines for hyperparameter tuning. BSD-3
Dragonfly (🥉19 · ⭐ 870 · 💀) - An open source python library for scalable Bayesian optimisation. MIT
Auto Tune Models (🥉19 · ⭐ 530 · 💀) - Auto Tune Models - A multi-tenant, multi-data system for.. MIT
Sherpa (🥉19 · ⭐ 330 · 💀) - Hyperparameter optimization that enables researchers to.. ❗️GPL-3.0
Advisor (🥉18 · ⭐ 1.6K · 💀) - Open-source implementation of Google Vizier for hyper parameters.. Apache-2
Xcessiv (🥉18 · ⭐ 1.3K · 💀) - A web-based application for quick, scalable, and automated.. Apache-2
HyperparameterHunter (🥉17 · ⭐ 700 · 💀) - Easy hyperparameter optimization and automatic result.. MIT
automl-gs (🥉16 · ⭐ 1.9K · 💀) - Provide an input CSV and a target field to predict, generate a.. MIT
Parfit (🥉15 · ⭐ 200 · 💀) - A package for parallelizing the fit and flexibly scoring of.. MIT
ENAS (🥉13 · ⭐ 2.7K · 💀) - PyTorch implementation of Efficient Neural Architecture Search via.. Apache-2
Auptimizer (🥉13 · ⭐ 200 · 💀) - An automatic ML model optimization tool. ❗️GPL-3.0
Hypermax (🥉13 · ⭐ 110 · 💤) - Better, faster hyper-parameter optimization. BSD-3
model_search (🥉11 · ⭐ 3.3K · 💀) - AutoML algorithms for model architecture search at scale. Apache-2
Devol (🥉11 · ⭐ 950 · 💀) - Genetic neural architecture search with Keras. MIT
Hypertunity (🥉11 · ⭐ 140 · 💀) - A toolset for black-box hyperparameter optimisation. Apache-2

Reinforcement Learning

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

FinRL (🥇31 · ⭐ 10K) - FinRL: Financial Reinforcement Learning. MIT

GitHub (👨‍💻 120 · 🔀 2.5K · 📦 59 · 📋 730 - 33% open · ⏱️ 10.01.2025):
```
 git clone https://github.com/AI4Finance-Foundation/FinRL
```
PyPi (📥 1.9K / month · ⏱️ 08.01.2022):
```
 pip install finrl
```

Dopamine (🥈28 · ⭐ 11K) - Dopamine is a research framework for fast prototyping of.. Apache-2

GitHub (👨‍💻 15 · 🔀 1.4K · 📦 21 · 📋 190 - 54% open · ⏱️ 04.11.2024):
```
 git clone https://github.com/google/dopamine
```
PyPi (📥 21K / month · 📦 10 · ⏱️ 31.10.2024):
```
 pip install dopamine-rl
```

TF-Agents (🥈28 · ⭐ 2.8K) - TF-Agents: A reliable, scalable and easy to use TensorFlow.. Apache-2

GitHub (👨‍💻 150 · 🔀 720 · 📋 670 - 29% open · ⏱️ 17.01.2025):
```
 git clone https://github.com/tensorflow/agents
```
PyPi (📥 29K / month · 📦 14 · ⏱️ 14.12.2023):
```
 pip install tf-agents
```

ViZDoom (🥈28 · ⭐ 1.8K) - Reinforcement Learning environments based on the 1993 game Doom. MIT

GitHub (👨‍💻 55 · 🔀 390 · 📥 12K · 📦 300 · 📋 460 - 6% open · ⏱️ 08.09.2024):
```
 git clone https://github.com/mwydmuch/ViZDoom
```
PyPi (📥 7.6K / month · 📦 15 · ⏱️ 20.08.2024):
```
 pip install vizdoom
```

Acme (🥈27 · ⭐ 3.6K) - A library of reinforcement learning components and agents. Apache-2

GitHub (👨‍💻 86 · 🔀 440 · 📦 230 · 📋 270 - 23% open · ⏱️ 14.01.2025):
```
 git clone https://github.com/deepmind/acme
```
PyPi (📥 1.5K / month · 📦 3 · ⏱️ 10.02.2022):
```
 pip install dm-acme
```
Conda (📥 11K · ⏱️ 04.01.2025):
```
 conda install -c conda-forge dm-acme
```

TensorForce (🥉26 · ⭐ 3.3K) - Tensorforce: a TensorFlow library for applied.. Apache-2

GitHub (👨‍💻 85 · 🔀 530 · 📦 460 · 📋 680 - 6% open · ⏱️ 31.07.2024):
```
 git clone https://github.com/tensorforce/tensorforce
```
PyPi (📥 1K / month · 📦 4 · ⏱️ 30.08.2021):
```
 pip install tensorforce
```

PARL (🥉25 · ⭐ 3.3K) - A high-performance distributed training framework for Reinforcement.. Apache-2

GitHub (👨‍💻 46 · 🔀 810 · 📦 130 · 📋 540 - 24% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/PaddlePaddle/PARL
```
PyPi (📥 1.9K / month · 📦 1 · ⏱️ 13.05.2022):
```
 pip install parl
```

RLax (🥉24 · ⭐ 1.3K) - A library of reinforcement learning building blocks in JAX. Apache-2

GitHub (👨‍💻 21 · 🔀 88 · 📦 290 · 📋 26 - 30% open · ⏱️ 15.01.2025):
```
 git clone https://github.com/deepmind/rlax
```
PyPi (📥 18K / month · 📦 11 · ⏱️ 09.01.2023):
```
 pip install rlax
```

ReAgent (🥉22 · ⭐ 3.6K) - A platform for Reasoning systems (Reinforcement Learning,.. BSD-3

GitHub (👨‍💻 170 · 🔀 510 · 📋 160 - 53% open · ⏱️ 06.01.2025):
```
 git clone https://github.com/facebookresearch/ReAgent
```
PyPi (📥 71 / month · ⏱️ 27.05.2020):
```
 pip install reagent
```

PFRL (🥉22 · ⭐ 1.2K) - PFRL: a PyTorch-based deep reinforcement learning library. MIT

GitHub (👨‍💻 20 · 🔀 150 · 📦 120 · 📋 79 - 41% open · ⏱️ 04.08.2024):
```
 git clone https://github.com/pfnet/pfrl
```
PyPi (📥 550 / month · 📦 1 · ⏱️ 16.07.2023):
```
 pip install pfrl
```

rliable (🥉13 · ⭐ 800) - [NeurIPS21 Outstanding Paper] Library for reliable evaluation on RL.. Apache-2

GitHub (👨‍💻 9 · 🔀 48 · 📦 180 · 📋 19 - 15% open · ⏱️ 12.08.2024):
```
 git clone https://github.com/google-research/rliable
```
PyPi:
```
 pip install rliable`
```

Show 12 hidden projects...

OpenAI Gym (🥇39 · ⭐ 35K · 💀) - A toolkit for developing and comparing reinforcement learning.. MIT
baselines (🥇29 · ⭐ 16K · 💀) - OpenAI Baselines: high-quality implementations of reinforcement.. MIT
TensorLayer (🥈27 · ⭐ 7.3K · 💀) - Deep Learning and Reinforcement Learning Library for.. Apache-2
keras-rl (🥈27 · ⭐ 5.5K · 💀) - Deep Reinforcement Learning for Keras. MIT
garage (🥉25 · ⭐ 1.9K · 💀) - A toolkit for reproducible reinforcement learning research. MIT
Stable Baselines (🥉24 · ⭐ 4.2K · 💀) - A fork of OpenAI Baselines, implementations of.. MIT
ChainerRL (🥉24 · ⭐ 1.2K · 💀) - ChainerRL is a deep reinforcement learning library built on top of.. MIT
TRFL (🥉22 · ⭐ 3.1K · 💀) - TensorFlow Reinforcement Learning. Apache-2
Coach (🥉21 · ⭐ 2.3K · 💀) - Reinforcement Learning Coach by Intel AI Lab enables easy.. Apache-2
SerpentAI (🥉19 · ⭐ 6.8K · 💀) - Game Agent Framework. Helping you create AIs / Bots that learn to.. MIT
DeepMind Lab (🥉17 · ⭐ 7.2K · 💀) - A customisable 3D platform for agent-based AI research. ❗Unlicensed
Maze (🥉13 · ⭐ 270 · 💀) - Maze Applied Reinforcement Learning Framework. ❗️Custom

Recommender Systems

Libraries for building and evaluating recommendation systems.

Recommenders (🥇34 · ⭐ 20K) - Best Practices on Recommendation Systems. MIT

GitHub (👨‍💻 140 · 🔀 3.1K · 📥 670 · 📦 150 · 📋 880 - 18% open · ⏱️ 19.01.2025):
```
 git clone https://github.com/microsoft/recommenders
```
PyPi (📥 20K / month · 📦 4 · ⏱️ 24.12.2024):
```
 pip install recommenders
```

torchrec (🥇30 · ⭐ 2K) - Pytorch domain library for recommendation systems. BSD-3

GitHub (👨‍💻 310 · 🔀 460 · 📦 170 · 📋 450 - 71% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/pytorch/torchrec
```
PyPi (📥 3.7K / month · ⏱️ 12.05.2022):
```
 pip install torchrec-nightly-cpu
```

Cornac (🥈28 · ⭐ 910) - A Comparative Framework for Multimodal Recommender Systems. Apache-2

GitHub (👨‍💻 22 · 🔀 150 · 📦 260 · 📋 160 - 14% open · ⏱️ 24.12.2024):
```
 git clone https://github.com/PreferredAI/cornac
```
PyPi (📥 41K / month · 📦 18 · ⏱️ 24.12.2024):
```
 pip install cornac
```
Conda (📥 660K · ⏱️ 24.12.2024):
```
 conda install -c conda-forge cornac
```

scikit-surprise (🥈27 · ⭐ 6.5K · 💤) - A Python scikit for building and analyzing recommender.. BSD-3

GitHub (👨‍💻 46 · 🔀 1K · 📦 21 · 📋 400 - 21% open · ⏱️ 14.06.2024):
```
 git clone https://github.com/NicolasHug/Surprise
```
PyPi (📥 160K / month · 📦 37 · ⏱️ 19.05.2024):
```
 pip install scikit-surprise
```

Conda (📥 450K · ⏱️ 20.05.2024):

 conda install -c conda-forge scikit-surprise

RecBole (🥉25 · ⭐ 3.6K) - A unified, comprehensive and efficient recommendation library. MIT

GitHub (👨‍💻 74 · 🔀 620 · 📋 1K - 28% open · ⏱️ 05.09.2024):
```
 git clone https://github.com/RUCAIBox/RecBole
```
PyPi (📥 61K / month · 📦 2 · ⏱️ 31.10.2023):
```
 pip install recbole
```
Conda (📥 7.3K · ⏱️ 01.11.2023):
```
 conda install -c aibox recbole
```

TF Ranking (🥉25 · ⭐ 2.8K · 💤) - Learning to Rank in TensorFlow. Apache-2

GitHub (👨‍💻 36 · 🔀 480 · 📋 330 - 27% open · ⏱️ 18.03.2024):
```
 git clone https://github.com/tensorflow/ranking
```
PyPi (📥 44K / month · 📦 15 · ⏱️ 18.03.2024):
```
 pip install tensorflow_ranking
```

TF Recommenders (🥉25 · ⭐ 1.9K) - TensorFlow Recommenders is a library for building.. Apache-2

GitHub (👨‍💻 43 · 🔀 280 · 📋 450 - 59% open · ⏱️ 16.01.2025):
```
 git clone https://github.com/tensorflow/recommenders
```
PyPi (📥 230K / month · 📦 2 · ⏱️ 03.02.2023):
```
 pip install tensorflow-recommenders
```

Show 10 hidden projects...

implicit (🥈29 · ⭐ 3.6K · 💀) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT
lightfm (🥈28 · ⭐ 4.8K · 💀) - A Python implementation of LightFM, a hybrid recommendation.. Apache-2
lkpy (🥈26 · ⭐ 280) - Python recommendation toolkit. MIT
tensorrec (🥉21 · ⭐ 1.3K · 💀) - A TensorFlow recommendation algorithm and framework in.. Apache-2
fastFM (🥉21 · ⭐ 1.1K · 💀) - fastFM: A Library for Factorization Machines. BSD-3
recmetrics (🥉19 · ⭐ 570 · 💀) - A library of metrics for evaluating recommender systems. MIT
Case Recommender (🥉19 · ⭐ 490 · 💀) - Case Recommender: A Flexible and Extensible Python.. MIT
Spotlight (🥉18 · ⭐ 3K · 💀) - Deep recommender models using PyTorch. MIT
OpenRec (🥉17 · ⭐ 410 · 💀) - OpenRec is an open-source and modular library for neural network-.. Apache-2
Collie (🥉17 · ⭐ 110 · 💀) - A library for preparing, training, and evaluating scalable deep.. BSD-3

Privacy Machine Learning

Libraries for encrypted and privacy-preserving machine learning using methods like federated learning & differential privacy.

PySyft (🥇34 · ⭐ 9.6K) - Perform data science on data that remains in someone elses server. Apache-2

GitHub (👨‍💻 520 · 🔀 2K · 📥 2.5K · 📦 1 · 📋 3.4K - 1% open · ⏱️ 03.11.2024):
```
 git clone https://github.com/OpenMined/PySyft
```
PyPi (📥 26K / month · 📦 4 · ⏱️ 03.11.2024):
```
 pip install syft
```

Opacus (🥈32 · ⭐ 1.7K) - Training PyTorch models with differential privacy. Apache-2

GitHub (👨‍💻 83 · 🔀 340 · 📥 140 · 📦 970 · 📋 320 - 22% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/pytorch/opacus
```
PyPi (📥 75K / month · 📦 36 · ⏱️ 03.08.2024):
```
 pip install opacus
```
Conda (📥 20K · ⏱️ 02.01.2025):
```
 conda install -c conda-forge opacus
```

TensorFlow Privacy (🥈25 · ⭐ 1.9K) - Library for training machine learning models with.. Apache-2

GitHub (👨‍💻 59 · 🔀 440 · 📥 190 · 📋 210 - 55% open · ⏱️ 15.01.2025):
```
 git clone https://github.com/tensorflow/privacy
```
PyPi (📥 17K / month · 📦 21 · ⏱️ 14.02.2024):
```
 pip install tensorflow-privacy
```

TFEncrypted (🥈25 · ⭐ 1.2K) - A Framework for Encrypted Machine Learning in TensorFlow. Apache-2

GitHub (👨‍💻 29 · 🔀 210 · 📦 68 · 📋 440 - 32% open · ⏱️ 25.09.2024):
```
 git clone https://github.com/tf-encrypted/tf-encrypted
```
PyPi (📥 1.8K / month · 📦 9 · ⏱️ 16.11.2022):
```
 pip install tf-encrypted
```

FATE (🥉24 · ⭐ 5.8K) - An Industrial Grade Federated Learning Framework. Apache-2

GitHub (👨‍💻 100 · 🔀 1.6K · 📋 2.1K - 3% open · ⏱️ 19.11.2024):
```
 git clone https://github.com/FederatedAI/FATE
```
PyPi (📥 1 / month · ⏱️ 06.05.2020):
```
 pip install ETAF
```

CrypTen (🥉24 · ⭐ 1.6K) - A framework for Privacy Preserving Machine Learning. MIT

GitHub (👨‍💻 39 · 🔀 280 · 📦 48 · 📋 280 - 28% open · ⏱️ 23.11.2024):
```
 git clone https://github.com/facebookresearch/CrypTen
```
PyPi (📥 360 / month · 📦 1 · ⏱️ 08.12.2022):
```
 pip install crypten
```

Show 1 hidden projects...

PipelineDP (🥉20 · ⭐ 280) - PipelineDP is a Python framework for applying differentially.. Apache-2

Workflow & Experiment Tracking

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

mlflow (🥇44 · ⭐ 19K) - Open source platform for the machine learning lifecycle. Apache-2

GitHub (👨‍💻 810 · 🔀 4.3K · 📦 50K · 📋 4.4K - 38% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/mlflow/mlflow
```
PyPi (📥 13M / month · 📦 960 · ⏱️ 23.01.2025):
```
 pip install mlflow
```
Conda (📥 2.6M · ⏱️ 12.12.2024):
```
 conda install -c conda-forge mlflow
```

wandb client (🥇42 · ⭐ 9.4K) - The AI developer platform. Use Weights & Biases to train and fine-.. MIT

GitHub (👨‍💻 200 · 🔀 690 · 📥 480 · 📦 64K · 📋 3.5K - 17% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/wandb/client
```
PyPi (📥 16M / month · 📦 1.6K · ⏱️ 16.01.2025):
```
 pip install wandb
```
Conda (📥 850K · ⏱️ 17.01.2025):
```
 conda install -c conda-forge wandb
```

Tensorboard (🥇42 · ⭐ 6.8K) - TensorFlows Visualization Toolkit. Apache-2

GitHub (👨‍💻 320 · 🔀 1.7K · 📦 290K · 📋 1.9K - 35% open · ⏱️ 18.12.2024):
```
 git clone https://github.com/tensorflow/tensorboard
```
PyPi (📥 22M / month · 📦 2.2K · ⏱️ 25.09.2024):
```
 pip install tensorboard
```

Conda (📥 5.3M · ⏱️ 10.12.2024):

 conda install -c conda-forge tensorboard

DVC (🥇41 · ⭐ 14K) - Data Versioning and ML Experiments. Apache-2

GitHub (👨‍💻 310 · 🔀 1.2K · 📦 21K · 📋 4.7K - 5% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/iterative/dvc
```
PyPi (📥 490K / month · 📦 140 · ⏱️ 13.01.2025):
```
 pip install dvc
```
Conda (📥 2.5M · ⏱️ 13.01.2025):
```
 conda install -c conda-forge dvc
```

SageMaker SDK (🥈40 · ⭐ 2.1K) - A library for training and deploying machine learning.. Apache-2

GitHub (👨‍💻 460 · 🔀 1.1K · 📦 5.1K · 📋 1.6K - 22% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/aws/sagemaker-python-sdk
```
PyPi (📥 23M / month · 📦 160 · ⏱️ 09.01.2025):
```
 pip install sagemaker
```

Conda (📥 1.3M · ⏱️ 15.01.2025):

 conda install -c conda-forge sagemaker-python-sdk

Metaflow (🥈36 · ⭐ 8.5K) - Open Source AI/ML Platform. Apache-2

GitHub (👨‍💻 100 · 🔀 790 · 📦 790 · 📋 750 - 41% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/Netflix/metaflow
```
PyPi (📥 530K / month · 📦 49 · ⏱️ 23.01.2025):
```
 pip install metaflow
```
Conda (📥 250K · ⏱️ 16.01.2025):
```
 conda install -c conda-forge metaflow
```

PyCaret (🥈35 · ⭐ 9.1K) - An open-source, low-code machine learning library in Python. MIT

GitHub (👨‍💻 140 · 🔀 1.8K · 📥 720 · 📦 7K · 📋 2.3K - 16% open · ⏱️ 30.08.2024):
```
 git clone https://github.com/pycaret/pycaret
```
PyPi (📥 280K / month · 📦 31 · ⏱️ 28.04.2024):
```
 pip install pycaret
```
Conda (📥 62K · ⏱️ 20.01.2025):
```
 conda install -c conda-forge pycaret
```

tensorboardX (🥈34 · ⭐ 7.9K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT

GitHub (👨‍💻 82 · 🔀 860 · 📥 460 · 📦 53K · 📋 460 - 17% open · ⏱️ 01.01.2025):
```
 git clone https://github.com/lanpa/tensorboardX
```
PyPi (📥 2.4M / month · 📦 620 · ⏱️ 20.08.2023):
```
 pip install tensorboardX
```

Conda (📥 1.3M · ⏱️ 20.12.2024):

 conda install -c conda-forge tensorboardx

snakemake (🥈34 · ⭐ 2.4K) - This is the development home of the workflow management system.. MIT

GitHub (👨‍💻 350 · 🔀 560 · 📦 2.2K · 📋 1.9K - 61% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/snakemake/snakemake
```
PyPi (📥 79K / month · 📦 260 · ⏱️ 08.01.2025):
```
 pip install snakemake
```
Conda (📥 1.3M · ⏱️ 08.01.2025):
```
 conda install -c bioconda snakemake
```

ClearML (🥈33 · ⭐ 5.8K) - ClearML - Auto-Magical CI/CD to streamline your AI workload... Apache-2

GitHub (👨‍💻 100 · 🔀 660 · 📥 3.1K · 📦 1.5K · 📋 1.1K - 46% open · ⏱️ 19.01.2025):
```
 git clone https://github.com/allegroai/clearml
```
PyPi (📥 340K / month · 📦 53 · ⏱️ 19.01.2025):
```
 pip install clearml
```
Docker Hub (📥 30K · ⏱️ 05.10.2020):
```
 docker pull allegroai/trains
```

kaggle (🥈32 · ⭐ 6.4K) - Official Kaggle API. Apache-2

GitHub (👨‍💻 49 · 🔀 1.1K · 📦 21 · 📋 490 - 29% open · ⏱️ 15.01.2025):
```
 git clone https://github.com/Kaggle/kaggle-api
```
PyPi (📥 230K / month · 📦 210 · ⏱️ 24.07.2024):
```
 pip install kaggle
```
Conda (📥 200K · ⏱️ 13.01.2025):
```
 conda install -c conda-forge kaggle
```

aim (🥈32 · ⭐ 5.3K) - Aim An easy-to-use & supercharged open-source experiment tracker. Apache-2

GitHub (👨‍💻 80 · 🔀 330 · 📦 790 · 📋 1.1K - 36% open · ⏱️ 20.01.2025):
```
 git clone https://github.com/aimhubio/aim
```
PyPi (📥 160K / month · 📦 40 · ⏱️ 18.12.2024):
```
 pip install aim
```
Conda (📥 95K · ⏱️ 14.06.2024):
```
 conda install -c conda-forge aim
```

AzureML SDK (🥈32 · ⭐ 4.1K) - Python notebooks with ML and deep learning examples with Azure.. MIT

GitHub (👨‍💻 64 · 🔀 2.5K · 📥 660 · 📋 1.5K - 26% open · ⏱️ 16.12.2024):
```
 git clone https://github.com/Azure/MachineLearningNotebooks
```
PyPi (📥 280K / month · 📦 31 · ⏱️ 10.12.2024):
```
 pip install azureml-sdk
```

sacred (🥈30 · ⭐ 4.3K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT

GitHub (👨‍💻 110 · 🔀 380 · 📦 3.4K · 📋 560 - 18% open · ⏱️ 26.11.2024):
```
 git clone https://github.com/IDSIA/sacred
```
PyPi (📥 21K / month · 📦 60 · ⏱️ 26.11.2024):
```
 pip install sacred
```
Conda (📥 7.7K · ⏱️ 28.11.2023):
```
 conda install -c conda-forge sacred
```

VisualDL (🥈29 · ⭐ 4.8K) - Deep Learning Visualization Toolkit. Apache-2

GitHub (👨‍💻 36 · 🔀 630 · 📥 490 · 📦 2 · 📋 500 - 28% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/PaddlePaddle/VisualDL
```
PyPi (📥 140K / month · 📦 82 · ⏱️ 30.10.2024):
```
 pip install visualdl
```

Neptune.ai (🥈29 · ⭐ 600) - The experiment tracker for foundation model training. Apache-2

GitHub (👨‍💻 55 · 🔀 64 · 📦 720 · 📋 250 - 13% open · ⏱️ 19.12.2024):
```
 git clone https://github.com/neptune-ai/neptune-client
```
PyPi (📥 520K / month · 📦 77 · ⏱️ 31.10.2024):
```
 pip install neptune-client
```

Conda (📥 310K · ⏱️ 31.10.2024):

 conda install -c conda-forge neptune-client

livelossplot (🥉28 · ⭐ 1.3K) - Live training loss plot in Jupyter Notebook for Keras,.. MIT

GitHub (👨‍💻 17 · 🔀 140 · 📦 1.8K · 📋 79 - 7% open · ⏱️ 03.01.2025):
```
 git clone https://github.com/stared/livelossplot
```
PyPi (📥 13K / month · 📦 16 · ⏱️ 03.01.2025):
```
 pip install livelossplot
```

Labml (🥉27 · ⭐ 2.1K) - Monitor deep learning model training and hardware usage from your mobile.. MIT

GitHub (👨‍💻 9 · 🔀 140 · 📦 200 · 📋 49 - 12% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/labmlai/labml
```
PyPi (📥 7K / month · 📦 14 · ⏱️ 15.09.2024):
```
 pip install labml
```

ml-metadata (🥉26 · ⭐ 630) - For recording and retrieving metadata associated with ML.. Apache-2

GitHub (👨‍💻 21 · 🔀 150 · 📥 3K · 📦 620 · 📋 120 - 38% open · ⏱️ 24.10.2024):
```
 git clone https://github.com/google/ml-metadata
```
PyPi (📥 86K / month · 📦 31 · ⏱️ 01.10.2024):
```
 pip install ml-metadata
```

TNT (🥉25 · ⭐ 1.7K) - A lightweight library for PyTorch training tools and utilities. BSD-3

GitHub (👨‍💻 140 · 🔀 280 · 📋 150 - 56% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/pytorch/tnt
```
PyPi (📥 4.3K / month · 📦 24 · ⏱️ 29.07.2018):
```
 pip install torchnet
```

gokart (🥉25 · ⭐ 320) - Gokart solves reproducibility, task dependencies, constraints of good code,.. MIT

GitHub (👨‍💻 42 · 🔀 60 · 📦 84 · 📋 86 - 26% open · ⏱️ 17.01.2025):
```
 git clone https://github.com/m3dev/gokart
```
PyPi (📥 6.2K / month · 📦 8 · ⏱️ 13.01.2025):
```
 pip install gokart
```

quinn (🥉24 · ⭐ 660) - pyspark methods to enhance developer productivity. Apache-2

GitHub (👨‍💻 31 · 🔀 98 · 📥 56 · 📦 90 · 📋 130 - 27% open · ⏱️ 06.12.2024):
```
 git clone https://github.com/MrPowers/quinn
```
PyPi (📥 680K / month · 📦 7 · ⏱️ 13.02.2024):
```
 pip install quinn
```

keepsake (🥉18 · ⭐ 1.7K) - Version control for machine learning. Apache-2

GitHub (👨‍💻 18 · 🔀 71 · 📋 190 - 66% open · ⏱️ 03.12.2024):
```
 git clone https://github.com/replicate/keepsake
```
PyPi (📥 300 / month · 📦 1 · ⏱️ 25.01.2021):
```
 pip install keepsake
```

caliban (🥉16 · ⭐ 500 · 💤) - Research workflows made easy, locally and in the Cloud. Apache-2

GitHub (👨‍💻 10 · 🔀 66 · 📦 4 · 📋 34 - 55% open · ⏱️ 25.01.2024):
```
 git clone https://github.com/google/caliban
```
PyPi (📥 540 / month · ⏱️ 12.09.2020):
```
 pip install caliban
```

CometML (🥉15) - Supercharging Machine Learning. MIT

GitHub:

 git clone https://github.com/comet-ml/examples

PyPi (📥 170K / month · 📦 87 · ⏱️ 23.01.2025):
```
 pip install comet_ml
```
Conda:
```
 conda install -c anaconda comet_ml
```

Show 15 hidden projects...

Catalyst (🥉28 · ⭐ 3.3K · 💀) - Accelerated deep learning R&D. Apache-2
knockknock (🥉27 · ⭐ 2.8K · 💀) - Knock Knock: Get notified when your training ends with only two.. MIT
Guild AI (🥉23 · ⭐ 870 · 💀) - Experiment tracking, ML developer tools. Apache-2
SKLL (🥉23 · ⭐ 550) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine.. ❗Unlicensed
hiddenlayer (🥉22 · ⭐ 1.8K · 💀) - Neural network graphs and training metrics for.. MIT
lore (🥉22 · ⭐ 1.6K · 💀) - Lore makes machine learning approachable for Software Engineers and.. MIT
Studio.ml (🥉22 · ⭐ 380 · 💀) - Studio: Simplify and expedite model building process. Apache-2
TensorBoard Logger (🥉21 · ⭐ 630 · 💀) - Log TensorBoard events without touching TensorFlow. MIT
TensorWatch (🥉20 · ⭐ 3.4K · 💀) - Debugging, monitoring and visualization for Python Machine.. MIT
MXBoard (🥉20 · ⭐ 320 · 💀) - Logging MXNet data for visualization in TensorBoard. Apache-2
datmo (🥉18 · ⭐ 340 · 💀) - Open source production model management tool for data scientists. MIT
chitra (🥉18 · ⭐ 220 · 💤) - A multi-functional library for full-stack Deep Learning... Apache-2
steppy (🥉17 · ⭐ 130 · 💀) - Lightweight, Python library for fast and reproducible experimentation. MIT
ModelChimp (🥉13 · ⭐ 130 · 💀) - Experiment tracking for machine and deep learning projects. BSD-2
traintool (🥉10 · ⭐ 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 (🥇43 · ⭐ 18K) - Open standard for machine learning interoperability. Apache-2

GitHub (👨‍💻 330 · 🔀 3.7K · 📥 23K · 📦 39K · 📋 2.9K - 11% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/onnx/onnx
```
PyPi (📥 5.2M / month · 📦 1.1K · ⏱️ 01.10.2024):
```
 pip install onnx
```
Conda (📥 1.4M · ⏱️ 31.12.2024):
```
 conda install -c conda-forge onnx
```

triton (🥇43 · ⭐ 14K) - Development repository for the Triton language and compiler. MIT

GitHub (👨‍💻 360 · 🔀 1.7K · 📦 50K · 📋 1.6K - 43% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/openai/triton
```
PyPi (📥 14M / month · 📦 340 · ⏱️ 22.01.2025):
```
 pip install triton
```

huggingface_hub (🥈38 · ⭐ 2.2K) - The official Python client for the Huggingface Hub. Apache-2

GitHub (👨‍💻 210 · 🔀 580 · 📋 1K - 14% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/huggingface/huggingface_hub
```
PyPi (📥 39M / month · 📦 2.3K · ⏱️ 06.01.2025):
```
 pip install huggingface_hub
```

Conda (📥 2.6M · ⏱️ 08.01.2025):

 conda install -c conda-forge huggingface_hub

Core ML Tools (🥈36 · ⭐ 4.5K) - Core ML tools contain supporting tools for Core ML model.. BSD-3

GitHub (👨‍💻 180 · 🔀 660 · 📥 13K · 📦 4.4K · 📋 1.5K - 24% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/apple/coremltools
```
PyPi (📥 540K / month · 📦 87 · ⏱️ 21.01.2025):
```
 pip install coremltools
```

Conda (📥 82K · ⏱️ 27.12.2024):

 conda install -c conda-forge coremltools

BentoML (🥈35 · ⭐ 7.3K) - The easiest way to serve AI apps and models - Build Model Inference.. Apache-2

GitHub (👨‍💻 220 · 🔀 800 · 📥 690 · 📦 2.4K · 📋 1.1K - 14% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/bentoml/BentoML
```
PyPi (📥 83K / month · 📦 33 · ⏱️ 17.01.2025):
```
 pip install bentoml
```

TorchServe (🥈33 · ⭐ 4.3K) - Serve, optimize and scale PyTorch models in production. Apache-2

GitHub (👨‍💻 220 · 🔀 870 · 📥 7.6K · 📦 790 · 📋 1.7K - 25% open · ⏱️ 20.12.2024):
```
 git clone https://github.com/pytorch/serve
```
PyPi (📥 41K / month · 📦 22 · ⏱️ 30.09.2024):
```
 pip install torchserve
```
Conda (📥 430K · ⏱️ 30.09.2024):
```
 conda install -c pytorch torchserve
```
Docker Hub (📥 1.4M · ⭐ 31 · ⏱️ 30.09.2024):
```
 docker pull pytorch/torchserve
```

hls4ml (🥈27 · ⭐ 1.3K) - Machine learning on FPGAs using HLS. Apache-2

GitHub (👨‍💻 63 · 🔀 420 · 📋 460 - 41% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/fastmachinelearning/hls4ml
```
PyPi (📥 1.6K / month · 📦 1 · ⏱️ 09.12.2024):
```
 pip install hls4ml
```
Conda (📥 9.6K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge hls4ml
```

Hummingbird (🥈26 · ⭐ 3.4K) - Hummingbird compiles trained ML models into tensor computation for.. MIT

GitHub (👨‍💻 40 · 🔀 280 · 📥 780 · 📋 330 - 20% open · ⏱️ 24.10.2024):
```
 git clone https://github.com/microsoft/hummingbird
```
PyPi (📥 8.2K / month · 📦 7 · ⏱️ 25.10.2024):
```
 pip install hummingbird-ml
```

Conda (📥 54K · ⏱️ 20.11.2024):

 conda install -c conda-forge hummingbird-ml

nebullvm (🥉22 · ⭐ 8.4K) - A collection of libraries to optimise AI model performances. Apache-2

GitHub (👨‍💻 40 · 🔀 630 · 📋 200 - 49% open · ⏱️ 22.07.2024):
```
 git clone https://github.com/nebuly-ai/nebullvm
```
PyPi (📥 1.1K / month · 📦 2 · ⏱️ 18.06.2023):
```
 pip install nebullvm
```

tfdeploy (🥉17 · ⭐ 350) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3

GitHub (👨‍💻 4 · 🔀 38 · 📋 34 - 32% open · ⏱️ 04.01.2025):
```
 git clone https://github.com/riga/tfdeploy
```
PyPi (📥 500 / month · ⏱️ 30.03.2017):
```
 pip install tfdeploy
```

Show 10 hidden projects...

mmdnn (🥉25 · ⭐ 5.8K · 💀) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT
m2cgen (🥉25 · ⭐ 2.8K · 💀) - Transform ML models into a native code (Java, C, Python, Go,.. MIT
sklearn-porter (🥉24 · ⭐ 1.3K · 💀) - Transpile trained scikit-learn estimators to C, Java,.. BSD-3
cortex (🥉22 · ⭐ 8K · 💀) - Production infrastructure for machine learning at scale. Apache-2
OMLT (🥉20 · ⭐ 300) - Represent trained machine learning models as Pyomo optimization.. ❗Unlicensed
Larq Compute Engine (🥉20 · ⭐ 240) - Highly optimized inference engine for Binarized.. Apache-2
pytorch2keras (🥉19 · ⭐ 860 · 💀) - PyTorch to Keras model convertor. MIT
modelkit (🥉17 · ⭐ 150 · 💤) - Toolkit for developing and maintaining ML models. MIT
backprop (🥉15 · ⭐ 240 · 💀) - Backprop makes it simple to use, finetune, and deploy state-of-.. Apache-2
ml-ane-transformers (🥉13 · ⭐ 2.6K · 💀) - Reference implementation of the Transformer.. ❗Unlicensed

Model Interpretability

Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.

shap (🥇41 · ⭐ 23K) - A game theoretic approach to explain the output of any machine learning model. MIT

GitHub (👨‍💻 260 · 🔀 3.3K · 📦 24K · 📋 2.6K - 27% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/slundberg/shap
```
PyPi (📥 7M / month · 📦 750 · ⏱️ 27.06.2024):
```
 pip install shap
```
Conda (📥 4.8M · ⏱️ 10.12.2024):
```
 conda install -c conda-forge shap
```

Netron (🥇37 · ⭐ 29K) - Visualizer for neural network, deep learning and machine learning.. MIT

GitHub (👨‍💻 2 · 🔀 2.8K · 📥 120K · 📦 630 · 📋 1.2K - 1% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/lutzroeder/netron
```
PyPi (📥 23K / month · 📦 83 · ⏱️ 18.01.2025):
```
 pip install netron
```

arviz (🥇35 · ⭐ 1.6K) - Exploratory analysis of Bayesian models with Python. Apache-2

GitHub (👨‍💻 160 · 🔀 410 · 📥 180 · 📦 8.9K · 📋 870 - 20% open · ⏱️ 09.01.2025):
```
 git clone https://github.com/arviz-devs/arviz
```
PyPi (📥 1.3M / month · 📦 310 · ⏱️ 28.09.2024):
```
 pip install arviz
```
Conda (📥 2.3M · ⏱️ 13.12.2024):
```
 conda install -c conda-forge arviz
```

InterpretML (🥇34 · ⭐ 6.4K) - Fit interpretable models. Explain blackbox machine learning. MIT

GitHub (👨‍💻 48 · 🔀 740 · 📦 820 · 📋 460 - 22% open · ⏱️ 17.01.2025):
```
 git clone https://github.com/interpretml/interpret
```
PyPi (📥 150K / month · 📦 50 · ⏱️ 06.01.2025):
```
 pip install interpret
```

Captum (🥇34 · ⭐ 5K) - Model interpretability and understanding for PyTorch. BSD-3

GitHub (👨‍💻 120 · 🔀 500 · 📦 2.8K · 📋 590 - 42% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/pytorch/captum
```
PyPi (📥 250K / month · 📦 130 · ⏱️ 05.12.2023):
```
 pip install captum
```
Conda (📥 110K · ⏱️ 14.01.2025):
```
 conda install -c conda-forge captum
```

shapash (🥈31 · ⭐ 2.8K) - Shapash: User-friendly Explainability and Interpretability to.. Apache-2

GitHub (👨‍💻 40 · 🔀 330 · 📦 190 · 📋 220 - 17% open · ⏱️ 10.01.2025):
```
 git clone https://github.com/MAIF/shapash
```
PyPi (📥 8.4K / month · 📦 4 · ⏱️ 10.01.2025):
```
 pip install shapash
```

evaluate (🥈31 · ⭐ 2.1K) - Evaluate: A library for easily evaluating machine learning models.. Apache-2

GitHub (👨‍💻 130 · 🔀 260 · 📦 16K · 📋 360 - 60% open · ⏱️ 10.01.2025):
```
 git clone https://github.com/huggingface/evaluate
```
PyPi (📥 2.1M / month · 📦 400 · ⏱️ 11.09.2024):
```
 pip install evaluate
```

explainerdashboard (🥈30 · ⭐ 2.4K) - Quickly build Explainable AI dashboards that show the inner.. MIT

GitHub (👨‍💻 21 · 🔀 330 · 📦 590 · 📋 240 - 15% open · ⏱️ 29.12.2024):
```
 git clone https://github.com/oegedijk/explainerdashboard
```
PyPi (📥 54K / month · 📦 13 · ⏱️ 29.12.2024):
```
 pip install explainerdashboard
```

Conda (📥 59K · ⏱️ 18.03.2024):

 conda install -c conda-forge explainerdashboard

fairlearn (🥈30 · ⭐ 2K) - A Python package to assess and improve fairness of machine learning.. MIT

GitHub (👨‍💻 91 · 🔀 420 · 📦 3 · 📋 500 - 32% open · ⏱️ 11.01.2025):
```
 git clone https://github.com/fairlearn/fairlearn
```
PyPi (📥 310K / month · 📦 63 · ⏱️ 11.12.2024):
```
 pip install fairlearn
```

Conda (📥 40K · ⏱️ 02.01.2025):

 conda install -c conda-forge fairlearn

pyLDAvis (🥈30 · ⭐ 1.8K · 💤) - Python library for interactive topic model visualization... BSD-3

GitHub (👨‍💻 42 · 🔀 360 · 📦 6.8K · 📋 190 - 40% open · ⏱️ 29.04.2024):
```
 git clone https://github.com/bmabey/pyLDAvis
```
PyPi (📥 110K / month · 📦 100 · ⏱️ 23.04.2023):
```
 pip install pyldavis
```
Conda (📥 90K · ⏱️ 14.01.2025):
```
 conda install -c conda-forge pyldavis
```

DoWhy (🥈29 · ⭐ 7.2K) - DoWhy is a Python library for causal inference that supports explicit.. MIT

GitHub (👨‍💻 100 · 🔀 940 · 📥 42 · 📦 490 · 📋 490 - 27% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/py-why/dowhy
```
PyPi (📥 39K / month · 📦 18 · ⏱️ 24.11.2024):
```
 pip install dowhy
```
Conda (📥 37K · ⏱️ 25.11.2024):
```
 conda install -c conda-forge dowhy
```

dtreeviz (🥈28 · ⭐ 3K) - A python library for decision tree visualization and model interpretation. MIT

GitHub (👨‍💻 27 · 🔀 340 · 📦 1.4K · 📋 210 - 34% open · ⏱️ 29.08.2024):
```
 git clone https://github.com/parrt/dtreeviz
```
PyPi (📥 100K / month · 📦 53 · ⏱️ 07.07.2022):
```
 pip install dtreeviz
```
Conda (📥 94K · ⏱️ 13.07.2023):
```
 conda install -c conda-forge dtreeviz
```

Model Analysis (🥈28 · ⭐ 1.3K) - Model analysis tools for TensorFlow. Apache-2

GitHub (👨‍💻 59 · 🔀 280 · 📋 97 - 39% open · ⏱️ 08.01.2025):
```
 git clone https://github.com/tensorflow/model-analysis
```
PyPi (📥 70K / month · 📦 19 · ⏱️ 05.12.2024):
```
 pip install tensorflow-model-analysis
```

LIT (🥈27 · ⭐ 3.5K) - The Learning Interpretability Tool: Interactively analyze ML models to.. Apache-2

GitHub (👨‍💻 38 · 🔀 360 · 📦 42 · 📋 210 - 57% open · ⏱️ 20.12.2024):
```
 git clone https://github.com/PAIR-code/lit
```
PyPi (📥 2.6K / month · 📦 3 · ⏱️ 20.12.2024):
```
 pip install lit-nlp
```
Conda (📥 100K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge lit-nlp
```

imodels (🥈27 · ⭐ 1.4K) - Interpretable ML package for concise, transparent, and accurate.. MIT

GitHub (👨‍💻 24 · 🔀 120 · 📦 110 · 📋 95 - 38% open · ⏱️ 08.01.2025):
```
 git clone https://github.com/csinva/imodels
```
PyPi (📥 28K / month · 📦 9 · ⏱️ 15.10.2024):
```
 pip install imodels
```

Fairness 360 (🥈26 · ⭐ 2.5K) - A comprehensive set of fairness metrics for datasets and.. Apache-2

GitHub (👨‍💻 73 · 🔀 840 · 📦 560 · 📋 300 - 65% open · ⏱️ 10.12.2024):
```
 git clone https://github.com/Trusted-AI/AIF360
```
PyPi (📥 15K / month · 📦 32 · ⏱️ 08.04.2024):
```
 pip install aif360
```
Conda (📥 18K · ⏱️ 05.01.2025):
```
 conda install -c conda-forge aif360
```

responsible-ai-widgets (🥉25 · ⭐ 1.4K) - Responsible AI Toolbox is a suite of tools providing.. MIT

GitHub (👨‍💻 43 · 🔀 370 · 📋 320 - 26% open · ⏱️ 07.01.2025):
```
 git clone https://github.com/microsoft/responsible-ai-toolbox
```
PyPi (📥 8.7K / month · 📦 6 · ⏱️ 08.07.2024):
```
 pip install raiwidgets
```

CausalNex (🥉24 · ⭐ 2.3K · 💤) - A Python library that helps data scientists to infer.. Apache-2

GitHub (👨‍💻 40 · 🔀 260 · 📦 140 · 📋 140 - 17% open · ⏱️ 10.02.2024):
```
 git clone https://github.com/quantumblacklabs/causalnex
```
PyPi (📥 3.1K / month · 📦 4 · ⏱️ 22.06.2023):
```
 pip install causalnex
```

Explainability 360 (🥉23 · ⭐ 1.7K) - Interpretability and explainability of data and.. Apache-2

GitHub (👨‍💻 41 · 🔀 300 · 📦 110 · 📋 85 - 63% open · ⏱️ 16.07.2024):
```
 git clone https://github.com/Trusted-AI/AIX360
```
PyPi (📥 790 / month · 📦 1 · ⏱️ 31.07.2023):
```
 pip install aix360
```

aequitas (🥉23 · ⭐ 700) - Bias Auditing & Fair ML Toolkit. MIT

GitHub (👨‍💻 22 · 🔀 120 · 📦 180 · 📋 99 - 51% open · ⏱️ 11.09.2024):
```
 git clone https://github.com/dssg/aequitas
```
PyPi (📥 22K / month · 📦 8 · ⏱️ 30.01.2024):
```
 pip install aequitas
```

ecco (🥉22 · ⭐ 2K) - Explain, analyze, and visualize NLP language models. Ecco creates.. BSD-3

GitHub (👨‍💻 12 · 🔀 160 · 📥 140 · 📦 32 · 📋 64 - 51% open · ⏱️ 15.08.2024):
```
 git clone https://github.com/jalammar/ecco
```
PyPi (📥 1K / month · 📦 1 · ⏱️ 09.01.2022):
```
 pip install ecco
```
Conda (📥 6.1K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge ecco
```

What-If Tool (🥉22 · ⭐ 930 · 💤) - Source code/webpage/demos for the What-If Tool. Apache-2

GitHub (👨‍💻 20 · 🔀 170 · 📦 2 · 📋 150 - 61% open · ⏱️ 01.02.2024):
```
 git clone https://github.com/PAIR-code/what-if-tool
```
PyPi (📥 7.6K / month · 📦 6 · ⏱️ 12.10.2021):
```
 pip install witwidget
```

Conda (📥 2.3M · ⏱️ 16.06.2023):

 conda install -c conda-forge tensorboard-plugin-wit

npm (📥 280 / month · 📦 3 · ⏱️ 12.10.2021):
```
 npm install wit-widget
```

random-forest-importances (🥉22 · ⭐ 600) - Code to compute permutation and drop-column.. MIT

GitHub (👨‍💻 15 · 🔀 130 · 📦 170 · 📋 39 - 20% open · ⏱️ 29.09.2024):
```
 git clone https://github.com/parrt/random-forest-importances
```
PyPi (📥 12K / month · 📦 5 · ⏱️ 28.01.2021):
```
 pip install rfpimp
```

DiCE (🥉21 · ⭐ 1.4K) - Generate Diverse Counterfactual Explanations for any machine.. MIT

GitHub (👨‍💻 19 · 🔀 190 · 📋 180 - 48% open · ⏱️ 22.11.2024):
```
 git clone https://github.com/interpretml/DiCE
```
PyPi (📥 29K / month · 📦 6 · ⏱️ 27.10.2023):
```
 pip install dice-ml
```

fairness-indicators (🥉21 · ⭐ 340 · 📈) - Tensorflows Fairness Evaluation and Visualization.. Apache-2

GitHub (👨‍💻 36 · 🔀 80 · 📋 39 - 74% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/tensorflow/fairness-indicators
```
PyPi (📥 2K / month · ⏱️ 22.01.2025):
```
 pip install fairness-indicators
```

LOFO (🥉18 · ⭐ 820 · 💤) - Leave One Feature Out Importance. MIT

GitHub (👨‍💻 6 · 🔀 87 · 📦 37 · 📋 29 - 13% open · ⏱️ 16.01.2024):
```
 git clone https://github.com/aerdem4/lofo-importance
```
PyPi (📥 4.4K / month · 📦 4 · ⏱️ 16.01.2024):
```
 pip install lofo-importance
```

ExplainX.ai (🥉16 · ⭐ 420) - Explainable AI framework for data scientists. Explain & debug any.. MIT

GitHub (👨‍💻 5 · 🔀 53 · 📥 20 · 📋 39 - 25% open · ⏱️ 21.08.2024):
```
 git clone https://github.com/explainX/explainx
```
PyPi (📥 1.3K / month · ⏱️ 04.02.2021):
```
 pip install explainx
```

interpret-text (🥉15 · ⭐ 420 · 💤) - A library that incorporates state-of-the-art explainers.. MIT

GitHub (👨‍💻 18 · 🔀 69 · 📋 100 - 84% open · ⏱️ 05.02.2024):
```
 git clone https://github.com/interpretml/interpret-text
```
PyPi (📥 250 / month · ⏱️ 07.12.2021):
```
 pip install interpret-text
```

Show 26 hidden projects...

Lime (🥇33 · ⭐ 12K · 💀) - Lime: Explaining the predictions of any machine learning classifier. BSD-2
Deep Checks (🥈29 · ⭐ 3.7K) - Deepchecks: Tests for Continuous Validation of ML Models &.. ❗️AGPL-3.0
yellowbrick (🥈27 · ⭐ 4.3K · 💀) - Visual analysis and diagnostic tools to facilitate.. Apache-2
Alibi (🥈27 · ⭐ 2.4K) - Algorithms for explaining machine learning models. ❗️Intel
scikit-plot (🥈27 · ⭐ 2.4K · 💀) - An intuitive library to add plotting functionality to.. MIT
DALEX (🥈27 · ⭐ 1.4K) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
eli5 (🥈26 · ⭐ 2.8K · 💀) - A library for debugging/inspecting machine learning classifiers and.. MIT
Lucid (🥉25 · ⭐ 4.7K · 💀) - A collection of infrastructure and tools for research in.. Apache-2
keras-vis (🥉25 · ⭐ 3K · 💀) - Neural network visualization toolkit for keras. MIT
iNNvestigate (🥉25 · ⭐ 1.3K · 💀) - A toolbox to iNNvestigate neural networks predictions!. BSD-2
checklist (🥉23 · ⭐ 2K · 💀) - Beyond Accuracy: Behavioral Testing of NLP models with CheckList. MIT
keract (🥉23 · ⭐ 1.1K · 💀) - Layers Outputs and Gradients in Keras. Made easy. MIT
TreeInterpreter (🥉23 · ⭐ 750 · 💀) - Package for interpreting scikit-learns decision tree.. BSD-3
tf-explain (🥉22 · ⭐ 1K · 💀) - Interpretability Methods for tf.keras models with Tensorflow.. MIT
deeplift (🥉21 · ⭐ 850 · 💀) - Public facing deeplift repo. MIT
Quantus (🥉21 · ⭐ 580) - Quantus is an eXplainable AI toolkit for responsible evaluation of.. ❗️GPL-3.0
tcav (🥉20 · ⭐ 630 · 💀) - Code for the TCAV ML interpretability project. Apache-2
XAI (🥉19 · ⭐ 1.1K · 💀) - XAI - An eXplainability toolbox for machine learning. MIT
sklearn-evaluation (🥉18 · ⭐ 460 · 💀) - Machine learning model evaluation made easy: plots,.. MIT
model-card-toolkit (🥉18 · ⭐ 430 · 💀) - A toolkit that streamlines and automates the.. Apache-2
FlashTorch (🥉16 · ⭐ 740 · 💀) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT
Anchor (🥉15 · ⭐ 800 · 💀) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2
Skater (🥉14 · ⭐ 1.1K · 💀) - Python Library for Model Interpretation/Explanations. ❗️UPL-1.0
Attribution Priors (🥉13 · ⭐ 120 · 💀) - Tools for training explainable models using.. MIT
contextual-ai (🥉13 · ⭐ 86 · 💀) - Contextual AI adds explainability to different stages of.. Apache-2
bias-detector (🥉13 · ⭐ 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 ( ⭐ 5.1K) - Benchmarks of approximate nearest neighbor libraries in Python.

Milvus (🥇42 · ⭐ 32K) - Milvus is a high-performance, cloud-native vector database built for.. Apache-2

GitHub (👨‍💻 300 · 🔀 3K · 📥 300K · 📋 13K - 5% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/milvus-io/milvus
```
PyPi (📥 1M / month · 📦 210 · ⏱️ 22.01.2025):
```
 pip install pymilvus
```
Docker Hub (📥 67M · ⭐ 67 · ⏱️ 23.01.2025):
```
 docker pull milvusdb/milvus
```

Faiss (🥇41 · ⭐ 33K) - A library for efficient similarity search and clustering of dense vectors. MIT

GitHub (👨‍💻 200 · 🔀 3.6K · 📦 4.3K · 📋 2.6K - 9% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/facebookresearch/faiss
```
PyPi (📥 1M / month · 📦 210 · ⏱️ 22.01.2025):
```
 pip install pymilvus
```
Conda (📥 2.1M · ⏱️ 20.12.2024):
```
 conda install -c conda-forge faiss
```

Annoy (🥈34 · ⭐ 13K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2

GitHub (👨‍💻 88 · 🔀 1.2K · 📦 4.7K · 📋 410 - 15% open · ⏱️ 29.07.2024):
```
 git clone https://github.com/spotify/annoy
```
PyPi (📥 820K / month · 📦 200 · ⏱️ 14.06.2023):
```
 pip install annoy
```

Conda (📥 610K · ⏱️ 05.09.2024):

 conda install -c conda-forge python-annoy

hnswlib (🥈32 · ⭐ 4.5K · 💤) - Header-only C++/python library for fast approximate nearest.. Apache-2

GitHub (👨‍💻 72 · 🔀 670 · 📦 7.5K · 📋 410 - 59% open · ⏱️ 17.06.2024):
```
 git clone https://github.com/nmslib/hnswlib
```
PyPi (📥 530K / month · 📦 130 · ⏱️ 03.12.2023):
```
 pip install hnswlib
```
Conda (📥 290K · ⏱️ 20.11.2024):
```
 conda install -c conda-forge hnswlib
```

USearch (🥈32 · ⭐ 2.4K) - Fast Open-Source Search & Clustering engine for Vectors & Strings in.. Apache-2

GitHub (👨‍💻 62 · 🔀 160 · 📥 46K · 📦 150 · 📋 190 - 39% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/unum-cloud/usearch
```
PyPi (📥 220K / month · 📦 27 · ⏱️ 29.12.2024):
```
 pip install usearch
```
npm (📥 6.1K / month · 📦 15 · ⏱️ 15.01.2025):
```
 npm install usearch
```
Docker Hub (📥 170 · ⭐ 1 · ⏱️ 21.11.2024):
```
 docker pull unum/usearch
```

NMSLIB (🥉30 · ⭐ 3.4K) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2

GitHub (👨‍💻 49 · 🔀 450 · 📦 1.3K · 📋 440 - 20% open · ⏱️ 21.09.2024):
```
 git clone https://github.com/nmslib/nmslib
```
PyPi (📥 420K / month · 📦 63 · ⏱️ 03.02.2021):
```
 pip install nmslib
```
Conda (📥 170K · ⏱️ 09.09.2024):
```
 conda install -c conda-forge nmslib
```

PyNNDescent (🥉27 · ⭐ 910) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2

GitHub (👨‍💻 29 · 🔀 110 · 📦 9.1K · 📋 140 - 52% open · ⏱️ 10.11.2024):
```
 git clone https://github.com/lmcinnes/pynndescent
```
PyPi (📥 1.4M / month · 📦 160 · ⏱️ 17.06.2024):
```
 pip install pynndescent
```

Conda (📥 2.2M · ⏱️ 14.12.2024):

 conda install -c conda-forge pynndescent

NGT (🥉24 · ⭐ 1.3K) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2

GitHub (👨‍💻 16 · 🔀 120 · 📋 140 - 14% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/yahoojapan/NGT
```
PyPi (📥 4.3K / month · 📦 12 · ⏱️ 23.01.2025):
```
 pip install ngt
```

Show 4 hidden projects...

NearPy (🥉21 · ⭐ 770 · 💀) - Python framework for fast (approximated) nearest neighbour search in.. MIT
Magnitude (🥉20 · ⭐ 1.6K · 💀) - A fast, efficient universal vector embedding utility package. MIT
N2 (🥉20 · ⭐ 570 · 💀) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs.. Apache-2
PySparNN (🥉11 · ⭐ 920 · 💀) - 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 (🥇41 · ⭐ 8.8K) - Bayesian Modeling and Probabilistic Programming in Python. Apache-2

GitHub (👨‍💻 510 · 🔀 2K · 📥 2K · 📦 5.3K · 📋 3.4K - 9% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/pymc-devs/pymc
```
PyPi (📥 260K / month · 📦 190 · ⏱️ 31.05.2024):
```
 pip install pymc3
```
Conda (📥 630K · ⏱️ 21.12.2024):
```
 conda install -c conda-forge pymc3
```

tensorflow-probability (🥇37 · ⭐ 4.3K) - Probabilistic reasoning and statistical analysis in.. Apache-2

GitHub (👨‍💻 500 · 🔀 1.1K · 📦 3 · 📋 1.5K - 48% open · ⏱️ 14.01.2025):
```
 git clone https://github.com/tensorflow/probability
```
PyPi (📥 1.4M / month · 📦 620 · ⏱️ 08.11.2024):
```
 pip install tensorflow-probability
```

Conda (📥 160K · ⏱️ 27.05.2024):

 conda install -c conda-forge tensorflow-probability

patsy (🥇34 · ⭐ 960) - Describing statistical models in Python using symbolic formulas. BSD-2

GitHub (👨‍💻 22 · 🔀 100 · 📦 110K · 📋 160 - 46% open · ⏱️ 06.01.2025):
```
 git clone https://github.com/pydata/patsy
```
PyPi (📥 13M / month · 📦 530 · ⏱️ 12.11.2024):
```
 pip install patsy
```
Conda (📥 14M · ⏱️ 10.12.2024):
```
 conda install -c conda-forge patsy
```

pgmpy (🥈33 · ⭐ 2.8K) - Python Library for learning (Structure and Parameter), inference.. MIT

GitHub (👨‍💻 130 · 🔀 720 · 📥 590 · 📦 1.3K · 📋 950 - 31% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/pgmpy/pgmpy
```
PyPi (📥 65K / month · 📦 53 · ⏱️ 09.08.2024):
```
 pip install pgmpy
```

Pyro (🥈32 · ⭐ 8.6K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2

GitHub (👨‍💻 160 · 🔀 990 · 📋 1.1K - 23% open · ⏱️ 31.12.2024):
```
 git clone https://github.com/pyro-ppl/pyro
```
PyPi (📥 330K / month · 📦 190 · ⏱️ 02.06.2024):
```
 pip install pyro-ppl
```
Conda (📥 210K · ⏱️ 18.12.2024):
```
 conda install -c conda-forge pyro-ppl
```

GPyTorch (🥈32 · ⭐ 3.6K) - A highly efficient implementation of Gaussian Processes in PyTorch. MIT

GitHub (👨‍💻 140 · 🔀 560 · 📦 2.6K · 📋 1.4K - 27% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/cornellius-gp/gpytorch
```
PyPi (📥 250K / month · 📦 170 · ⏱️ 06.09.2024):
```
 pip install gpytorch
```
Conda (📥 190K · ⏱️ 18.12.2024):
```
 conda install -c conda-forge gpytorch
```

pandas-ta (🥈31 · ⭐ 5.7K · 💤) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT

GitHub (👨‍💻 45 · 🔀 1.1K · 📦 4.6K · 📋 610 - 17% open · ⏱️ 24.06.2024):
```
 git clone https://github.com/twopirllc/pandas-ta
```
PyPi (📥 140K / month · 📦 140 · ⏱️ 28.07.2021):
```
 pip install pandas-ta
```

Conda (📥 23K · ⏱️ 19.01.2025):

 conda install -c conda-forge pandas-ta

GPflow (🥈30 · ⭐ 1.9K) - Gaussian processes in TensorFlow. Apache-2

GitHub (👨‍💻 84 · 🔀 440 · 📦 720 · 📋 840 - 18% open · ⏱️ 04.10.2024):
```
 git clone https://github.com/GPflow/GPflow
```
PyPi (📥 66K / month · 📦 35 · ⏱️ 17.06.2024):
```
 pip install gpflow
```
Conda (📥 39K · ⏱️ 26.06.2024):
```
 conda install -c conda-forge gpflow
```

emcee (🥈30 · ⭐ 1.5K) - The Python ensemble sampling toolkit for affine-invariant MCMC. MIT

GitHub (👨‍💻 74 · 🔀 430 · 📦 2.8K · 📋 300 - 19% open · ⏱️ 20.01.2025):
```
 git clone https://github.com/dfm/emcee
```
PyPi (📥 93K / month · 📦 440 · ⏱️ 19.04.2024):
```
 pip install emcee
```
Conda (📥 380K · ⏱️ 13.12.2024):
```
 conda install -c conda-forge emcee
```

hmmlearn (🥉29 · ⭐ 3.1K) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3

GitHub (👨‍💻 49 · 🔀 740 · 📦 3K · 📋 450 - 15% open · ⏱️ 31.10.2024):
```
 git clone https://github.com/hmmlearn/hmmlearn
```
PyPi (📥 110K / month · 📦 92 · ⏱️ 31.10.2024):
```
 pip install hmmlearn
```
Conda (📥 320K · ⏱️ 31.10.2024):
```
 conda install -c conda-forge hmmlearn
```

SALib (🥉29 · ⭐ 900) - Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and.. MIT

GitHub (👨‍💻 50 · 🔀 240 · 📦 1.4K · 📋 340 - 15% open · ⏱️ 06.01.2025):
```
 git clone https://github.com/SALib/SALib
```
PyPi (📥 170K / month · 📦 130 · ⏱️ 19.08.2024):
```
 pip install salib
```
Conda (📥 200K · ⏱️ 27.12.2024):
```
 conda install -c conda-forge salib
```

pomegranate (🥉28 · ⭐ 3.4K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT

GitHub (👨‍💻 75 · 🔀 590 · 📋 790 - 3% open · ⏱️ 18.10.2024):
```
 git clone https://github.com/jmschrei/pomegranate
```
PyPi (📥 19K / month · 📦 59 · ⏱️ 18.10.2024):
```
 pip install pomegranate
```

Conda (📥 190K · ⏱️ 22.12.2024):

 conda install -c conda-forge pomegranate

bambi (🥉28 · ⭐ 1.1K) - BAyesian Model-Building Interface (Bambi) in Python. MIT

GitHub (👨‍💻 46 · 🔀 130 · 📦 170 · 📋 420 - 19% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/bambinos/bambi
```
PyPi (📥 23K / month · 📦 14 · ⏱️ 21.12.2024):
```
 pip install bambi
```
Conda (📥 42K · ⏱️ 23.12.2024):
```
 conda install -c conda-forge bambi
```

PyStan (🥉27 · ⭐ 350) - PyStan, a Python interface to Stan, a platform for statistical modeling... ISC

GitHub (👨‍💻 14 · 🔀 59 · 📦 10K · 📋 200 - 6% open · ⏱️ 03.07.2024):
```
 git clone https://github.com/stan-dev/pystan
```
PyPi (📥 740K / month · 📦 160 · ⏱️ 03.07.2024):
```
 pip install pystan
```
Conda (📥 3M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pystan
```

scikit-posthocs (🥉26 · ⭐ 350) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python. MIT

GitHub (👨‍💻 15 · 🔀 40 · 📥 66 · 📦 960 · 📋 63 - 4% open · ⏱️ 18.12.2024):
```
 git clone https://github.com/maximtrp/scikit-posthocs
```
PyPi (📥 80K / month · 📦 63 · ⏱️ 18.12.2024):
```
 pip install scikit-posthocs
```

Conda (📥 1M · ⏱️ 23.12.2024):

 conda install -c conda-forge scikit-posthocs

Orbit (🥉24 · ⭐ 1.9K) - A Python package for Bayesian forecasting with object-oriented design.. Apache-2

GitHub (👨‍💻 20 · 🔀 140 · 📦 67 · 📋 400 - 12% open · ⏱️ 10.07.2024):
```
 git clone https://github.com/uber/orbit
```
PyPi (📥 9.6K / month · 📦 1 · ⏱️ 01.04.2024):
```
 pip install orbit-ml
```

TorchUncertainty (🥉23 · ⭐ 340) - Open-source framework for uncertainty and deep.. Apache-2

GitHub (👨‍💻 10 · 🔀 24 · 📋 40 - 27% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/ENSTA-U2IS-AI/torch-uncertainty
```
PyPi (📥 1.2K / month · 📦 3 · ⏱️ 21.01.2025):
```
 pip install torch-uncertainty
```

Baal (🥉21 · ⭐ 880 · 💤) - Bayesian active learning library for research and industrial usecases. Apache-2

GitHub (👨‍💻 23 · 🔀 86 · 📦 64 · 📋 110 - 17% open · ⏱️ 27.06.2024):
```
 git clone https://github.com/baal-org/baal
```
PyPi (📥 2K / month · 📦 2 · ⏱️ 11.06.2024):
```
 pip install baal
```
Conda (📥 11K · ⏱️ 12.06.2023):
```
 conda install -c conda-forge baal
```

Show 6 hidden projects...

filterpy (🥈31 · ⭐ 3.4K · 💀) - Python Kalman filtering and optimal estimation library. Implements.. MIT
pingouin (🥈30 · ⭐ 1.7K) - Statistical package in Python based on Pandas. ❗️GPL-3.0
Edward (🥉28 · ⭐ 4.8K · 💀) - A probabilistic programming language in TensorFlow. Deep.. Apache-2
pyhsmm (🥉21 · ⭐ 550 · 💀) - Bayesian inference in HSMMs and HMMs. MIT
Funsor (🥉20 · ⭐ 240 · 💀) - 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 (🥇34 · ⭐ 5K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT

GitHub (👨‍💻 140 · 🔀 1.2K · 📦 650 · 📋 900 - 2% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
```
PyPi (📥 30K / month · 📦 20 · ⏱️ 22.01.2025):
```
 pip install adversarial-robustness-toolbox
```

Conda (📥 60K · ⏱️ 22.01.2025):

 conda install -c conda-forge adversarial-robustness-toolbox

TextAttack (🥈27 · ⭐ 3K) - TextAttack is a Python framework for adversarial attacks, data.. MIT

GitHub (👨‍💻 66 · 🔀 400 · 📦 340 · 📋 290 - 23% open · ⏱️ 25.07.2024):
```
 git clone https://github.com/QData/TextAttack
```
PyPi (📥 5.1K / month · 📦 11 · ⏱️ 11.03.2024):
```
 pip install textattack
```

Conda (📥 9.4K · ⏱️ 16.06.2023):

 conda install -c conda-forge textattack

Foolbox (🥈27 · ⭐ 2.8K · 💤) - A Python toolbox to create adversarial examples that fool neural.. MIT

GitHub (👨‍💻 35 · 🔀 420 · 📦 660 · 📋 380 - 7% open · ⏱️ 04.03.2024):
```
 git clone https://github.com/bethgelab/foolbox
```
PyPi (📥 4.3K / month · 📦 14 · ⏱️ 04.03.2024):
```
 pip install foolbox
```
Conda (📥 16K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge foolbox
```

Show 6 hidden projects...

CleverHans (🥈29 · ⭐ 6.2K · 💀) - An adversarial example library for constructing attacks,.. MIT
advertorch (🥉22 · ⭐ 1.3K · 💀) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0
AdvBox (🥉20 · ⭐ 1.4K · 💀) - Advbox is a toolbox to generate adversarial examples that fool.. Apache-2
robustness (🥉20 · ⭐ 920 · 💀) - A library for experimenting with, training and evaluating neural.. MIT
textflint (🥉17 · ⭐ 640 · 💀) - Unified Multilingual Robustness Evaluation Toolkit for.. ❗️GPL-3.0
Adversary (🥉15 · ⭐ 400 · 💀) - 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 (🥇36 · ⭐ 2.7K) - Accelerate inference and training of Transformers, Diffusers, TIMM.. Apache-2

GitHub (👨‍💻 130 · 🔀 480 · 📦 4.3K · 📋 890 - 48% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/huggingface/optimum
```
PyPi (📥 860K / month · 📦 180 · ⏱️ 29.10.2024):
```
 pip install optimum
```
Conda (📥 31K · ⏱️ 29.05.2024):
```
 conda install -c conda-forge optimum
```

cuDF (🥇35 · ⭐ 8.6K) - cuDF - GPU DataFrame Library. Apache-2

GitHub (👨‍💻 300 · 🔀 920 · 📦 59 · 📋 6.7K - 15% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/rapidsai/cudf
```
PyPi (📥 3.2K / month · 📦 22 · ⏱️ 01.06.2020):
```
 pip install cudf
```

cuML (🥈31 · ⭐ 4.4K) - cuML - RAPIDS Machine Learning Library. Apache-2

GitHub (👨‍💻 180 · 🔀 540 · 📋 2.6K - 35% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/rapidsai/cuml
```
PyPi (📥 2.9K / month · 📦 14 · ⏱️ 01.06.2020):
```
 pip install cuml
```

Apex (🥈30 · ⭐ 8.5K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3

GitHub (👨‍💻 130 · 🔀 1.4K · 📦 2.9K · 📋 1.3K - 58% open · ⏱️ 14.12.2024):
```
 git clone https://github.com/NVIDIA/apex
```

Conda (📥 400K · ⏱️ 04.11.2024):

 conda install -c conda-forge nvidia-apex

gpustat (🥈30 · ⭐ 4.1K · 💤) - A simple command-line utility for querying and monitoring GPU status. MIT

GitHub (👨‍💻 17 · 🔀 280 · 📦 6.6K · 📋 120 - 22% open · ⏱️ 12.01.2024):
```
 git clone https://github.com/wookayin/gpustat
```
PyPi (📥 590K / month · 📦 150 · ⏱️ 22.08.2023):
```
 pip install gpustat
```
Conda (📥 300K · ⏱️ 25.12.2024):
```
 conda install -c conda-forge gpustat
```

PyCUDA (🥈30 · ⭐ 1.9K) - CUDA integration for Python, plus shiny features. MIT

GitHub (👨‍💻 82 · 🔀 290 · 📦 3.4K · 📋 280 - 29% open · ⏱️ 05.11.2024):
```
 git clone https://github.com/inducer/pycuda
```
PyPi (📥 76K / month · 📦 160 · ⏱️ 30.07.2024):
```
 pip install pycuda
```
Conda (📥 710K · ⏱️ 17.08.2024):
```
 conda install -c conda-forge pycuda
```

ArrayFire (🥈28 · ⭐ 4.6K) - ArrayFire: a general purpose GPU library. BSD-3

GitHub (👨‍💻 95 · 🔀 530 · 📥 7.7K · 📋 1.7K - 19% open · ⏱️ 16.01.2025):
```
 git clone https://github.com/arrayfire/arrayfire
```
PyPi (📥 2.6K / month · 📦 10 · ⏱️ 22.02.2022):
```
 pip install arrayfire
```

CuPy (🥈27 · ⭐ 9.5K · 📉) - NumPy & SciPy for GPU. MIT

GitHub (👨‍💻 320 · 🔀 860):

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

PyPi (📥 29K / month · 📦 270 · ⏱️ 22.08.2024):
```
 pip install cupy
```
Conda (📥 5.4M · ⏱️ 18.10.2024):
```
 conda install -c conda-forge cupy
```
Docker Hub (📥 74K · ⭐ 13 · ⏱️ 22.08.2024):
```
 docker pull cupy/cupy
```

cuGraph (🥈27 · ⭐ 1.8K) - cuGraph - RAPIDS Graph Analytics Library. Apache-2

GitHub (👨‍💻 120 · 🔀 310 · 📋 1.8K - 10% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/rapidsai/cugraph
```
PyPi (📥 270 / month · 📦 4 · ⏱️ 01.06.2020):
```
 pip install cugraph
```

Conda (📥 27K · ⏱️ 16.06.2023):

 conda install -c conda-forge libcugraph

DALI (🥉25 · ⭐ 5.3K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2

GitHub (👨‍💻 95 · 🔀 620 · 📋 1.7K - 14% open · ⏱️ 20.01.2025):
```
 git clone https://github.com/NVIDIA/DALI
```

Vulkan Kompute (🥉22 · ⭐ 2.1K) - General purpose GPU compute framework built on Vulkan to.. Apache-2

GitHub (👨‍💻 31 · 🔀 150 · 📥 620 · 📋 220 - 32% open · ⏱️ 10.12.2024):
```
 git clone https://github.com/KomputeProject/kompute
```
PyPi (📥 480 / month · ⏱️ 20.01.2024):
```
 pip install kp
```

Merlin (🥉21 · ⭐ 800) - NVIDIA Merlin is an open source library providing end-to-end GPU-.. Apache-2

GitHub (👨‍💻 32 · 🔀 120 · 📋 460 - 46% open · ⏱️ 22.07.2024):
```
 git clone https://github.com/NVIDIA-Merlin/Merlin
```
PyPi (📥 10K / month · 📦 1 · ⏱️ 29.08.2023):
```
 pip install merlin-core
```

Show 8 hidden projects...

GPUtil (🥉25 · ⭐ 1.2K · 💀) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT
scikit-cuda (🥉24 · ⭐ 990 · 💀) - Python interface to GPU-powered libraries. BSD-3
py3nvml (🥉22 · ⭐ 240 · 💀) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside.. BSD-3
BlazingSQL (🥉20 · ⭐ 1.9K · 💀) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for.. Apache-2
nvidia-ml-py3 (🥉18 · ⭐ 130 · 💤) - Python 3 Bindings for the NVIDIA Management Library. BSD-3
cuSignal (🥉16 · ⭐ 720 · 💀) - GPU accelerated signal processing. Apache-2
SpeedTorch (🥉16 · ⭐ 680 · 💀) - Library for faster pinned CPU - GPU transfer in Pytorch. MIT
ipyexperiments (🥉16 · ⭐ 210 · 💀) - Automatic GPU+CPU memory profiling, re-use and memory.. Apache-2

Tensorflow Utilities

Libraries that extend TensorFlow with additional capabilities.

TensorFlow Datasets (🥇39 · ⭐ 4.3K) - TFDS is a collection of datasets ready to use with.. Apache-2

GitHub (👨‍💻 410 · 🔀 1.6K · 📦 21K · 📋 1.5K - 47% open · ⏱️ 20.01.2025):
```
 git clone https://github.com/tensorflow/datasets
```
PyPi (📥 1.7M / month · 📦 330 · ⏱️ 30.10.2024):
```
 pip install tensorflow-datasets
```

Conda (📥 42K · ⏱️ 16.06.2023):

 conda install -c conda-forge tensorflow-datasets

TFX (🥇34 · ⭐ 2.1K) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2

GitHub (👨‍💻 190 · 🔀 710 · 📦 1.7K · 📋 1.1K - 22% open · ⏱️ 12.12.2024):
```
 git clone https://github.com/tensorflow/tfx
```
PyPi (📥 32K / month · 📦 17 · ⏱️ 11.12.2024):
```
 pip install tfx
```

tensorflow-hub (🥈32 · ⭐ 3.5K) - A library for transfer learning by reusing parts of.. Apache-2

GitHub (👨‍💻 110 · 🔀 1.7K · 📋 710 - 1% open · ⏱️ 17.01.2025):
```
 git clone https://github.com/tensorflow/hub
```
PyPi (📥 1.9M / month · 📦 300 · ⏱️ 30.01.2024):
```
 pip install tensorflow-hub
```

Conda (📥 110K · ⏱️ 07.05.2024):

 conda install -c conda-forge tensorflow-hub

TF Addons (🥈31 · ⭐ 1.7K · 💤) - Useful extra functionality for TensorFlow 2.x maintained.. Apache-2

GitHub (👨‍💻 210 · 🔀 610 · 📋 990 - 9% open · ⏱️ 15.04.2024):
```
 git clone https://github.com/tensorflow/addons
```
PyPi (📥 1.4M / month · 📦 370 · ⏱️ 28.11.2023):
```
 pip install tensorflow-addons
```

TensorFlow I/O (🥈29 · ⭐ 720) - Dataset, streaming, and file system extensions.. Apache-2

GitHub (👨‍💻 110 · 🔀 290 · 📋 660 - 44% open · ⏱️ 01.07.2024):
```
 git clone https://github.com/tensorflow/io
```
PyPi (📥 840K / month · 📦 61 · ⏱️ 01.07.2024):
```
 pip install tensorflow-io
```

TF Model Optimization (🥉27 · ⭐ 1.5K) - A toolkit to optimize ML models for deployment for.. Apache-2

GitHub (👨‍💻 86 · 🔀 320 · 📋 400 - 57% open · ⏱️ 16.12.2024):
```
 git clone https://github.com/tensorflow/model-optimization
```
PyPi (📥 350K / month · 📦 45 · ⏱️ 08.02.2024):
```
 pip install tensorflow-model-optimization
```

TensorFlow Transform (🥉27 · ⭐ 990) - Input pipeline framework. Apache-2

GitHub (👨‍💻 29 · 🔀 220 · 📋 220 - 17% open · ⏱️ 16.01.2025):
```
 git clone https://github.com/tensorflow/transform
```
PyPi (📥 380K / month · 📦 18 · ⏱️ 28.10.2024):
```
 pip install tensorflow-transform
```

Neural Structured Learning (🥉24 · ⭐ 980 · 💤) - Training neural models with structured signals. Apache-2

GitHub (👨‍💻 38 · 🔀 190 · 📦 500 · 📋 69 - 1% open · ⏱️ 18.06.2024):
```
 git clone https://github.com/tensorflow/neural-structured-learning
```
PyPi (📥 5.2K / month · 📦 3 · ⏱️ 29.07.2022):
```
 pip install neural-structured-learning
```

Saliency (🥉22 · ⭐ 960 · 💤) - Framework-agnostic implementation for state-of-the-art.. Apache-2

GitHub (👨‍💻 18 · 🔀 190 · 📦 120 · 📋 39 - 30% open · ⏱️ 20.03.2024):
```
 git clone https://github.com/PAIR-code/saliency
```
PyPi (📥 10K / month · 📦 8 · ⏱️ 20.03.2024):
```
 pip install saliency
```

TF Compression (🥉21 · ⭐ 870) - Data compression in TensorFlow. Apache-2

GitHub (👨‍💻 24 · 🔀 250 · 📋 100 - 10% open · ⏱️ 17.12.2024):
```
 git clone https://github.com/tensorflow/compression
```
PyPi (📥 3.3K / month · 📦 2 · ⏱️ 02.02.2024):
```
 pip install tensorflow-compression
```

TensorFlow Cloud (🥉21 · ⭐ 380) - The TensorFlow Cloud repository provides APIs that.. Apache-2

GitHub (👨‍💻 28 · 🔀 90 · 📋 100 - 73% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/tensorflow/cloud
```
PyPi (📥 35K / month · 📦 7 · ⏱️ 17.06.2021):
```
 pip install tensorflow-cloud
```

Show 5 hidden projects...

tensor2tensor (🥈33 · ⭐ 16K · 💀) - Library of deep learning models and datasets designed.. Apache-2
Keras-Preprocessing (🥈29 · ⭐ 1K · 💀) - Utilities for working with image data, text data, and.. MIT
efficientnet (🥉26 · ⭐ 2.1K · 💀) - Implementation of EfficientNet model. Keras and.. Apache-2
TensorNets (🥉21 · ⭐ 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 (🥇33 · ⭐ 2.2K) - Elegant easy-to-use neural networks + scientific computing in.. Apache-2

GitHub (👨‍💻 58 · 🔀 150 · 📦 950 · 📋 490 - 34% open · ⏱️ 10.01.2025):
```
 git clone https://github.com/patrick-kidger/equinox
```
PyPi (📥 460K / month · 📦 200 · ⏱️ 24.12.2024):
```
 pip install equinox
```

evojax (🥉19 · ⭐ 860 · 💤) - EvoJAX: Hardware-accelerated Neuroevolution. Apache-2

GitHub (👨‍💻 14 · 🔀 94 · 📦 27 · 📋 37 - 54% open · ⏱️ 27.06.2024):
```
 git clone https://github.com/google/evojax
```
PyPi (📥 1.4K / month · 📦 6 · ⏱️ 18.06.2024):
```
 pip install evojax
```
Conda (📥 34K · ⏱️ 18.06.2024):
```
 conda install -c conda-forge evojax
```

Show 1 hidden projects...

jaxdf (🥉12 · ⭐ 120) - A JAX-based research framework for writing differentiable.. ❗️LGPL-3.0

Sklearn Utilities

Libraries that extend scikit-learn with additional capabilities.

MLxtend (🥇36 · ⭐ 5K) - A library of extension and helper modules for Pythons data analysis.. BSD-3

GitHub (👨‍💻 110 · 🔀 870 · 📦 17K · 📋 490 - 30% open · ⏱️ 15.11.2024):
```
 git clone https://github.com/rasbt/mlxtend
```
PyPi (📥 610K / month · 📦 190 · ⏱️ 15.11.2024):
```
 pip install mlxtend
```
Conda (📥 340K · ⏱️ 16.11.2024):
```
 conda install -c conda-forge mlxtend
```

scikit-learn-intelex (🥇35 · ⭐ 1.2K) - Extension for Scikit-learn is a seamless way to speed.. Apache-2

GitHub (👨‍💻 84 · 🔀 180 · 📦 13K · 📋 240 - 17% open · ⏱️ 20.01.2025):
```
 git clone https://github.com/intel/scikit-learn-intelex
```
PyPi (📥 66K / month · 📦 55 · ⏱️ 16.01.2025):
```
 pip install scikit-learn-intelex
```

Conda (📥 410K · ⏱️ 13.11.2024):

 conda install -c conda-forge scikit-learn-intelex

imbalanced-learn (🥈34 · ⭐ 6.9K) - A Python Package to Tackle the Curse of Imbalanced.. MIT

GitHub (👨‍💻 86 · 🔀 1.3K · 📋 620 - 7% open · ⏱️ 23.12.2024):
```
 git clone https://github.com/scikit-learn-contrib/imbalanced-learn
```
PyPi (📥 13M / month · 📦 480 · ⏱️ 20.12.2024):
```
 pip install imbalanced-learn
```

Conda (📥 650K · ⏱️ 20.12.2024):

 conda install -c conda-forge imbalanced-learn

category_encoders (🥈32 · ⭐ 2.4K) - A library of sklearn compatible categorical variable.. BSD-3

GitHub (👨‍💻 70 · 🔀 400 · 📦 2.6K · 📋 300 - 14% open · ⏱️ 19.01.2025):
```
 git clone https://github.com/scikit-learn-contrib/category_encoders
```
PyPi (📥 1.3M / month · 📦 300 · ⏱️ 19.01.2025):
```
 pip install category_encoders
```

Conda (📥 300K · ⏱️ 19.01.2025):

 conda install -c conda-forge category_encoders

scikit-lego (🥈28 · ⭐ 1.3K) - Extra blocks for scikit-learn pipelines. MIT

GitHub (👨‍💻 68 · 🔀 120 · 📦 170 · 📋 330 - 12% open · ⏱️ 19.01.2025):
```
 git clone https://github.com/koaning/scikit-lego
```
PyPi (📥 21K / month · 📦 13 · ⏱️ 17.12.2024):
```
 pip install scikit-lego
```

Conda (📥 62K · ⏱️ 10.07.2024):

 conda install -c conda-forge scikit-lego

scikit-opt (🥉25 · ⭐ 5.4K · 💤) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT

GitHub (👨‍💻 24 · 🔀 990 · 📦 250 · 📋 180 - 37% open · ⏱️ 23.06.2024):
```
 git clone https://github.com/guofei9987/scikit-opt
```
PyPi (📥 3.2K / month · 📦 15 · ⏱️ 14.01.2022):
```
 pip install scikit-opt
```

iterative-stratification (🥉22 · ⭐ 860) - scikit-learn cross validators for iterative.. BSD-3

GitHub (👨‍💻 7 · 🔀 75 · 📦 530 · 📋 27 - 7% open · ⏱️ 12.10.2024):
```
 git clone https://github.com/trent-b/iterative-stratification
```
PyPi (📥 18K / month · 📦 15 · ⏱️ 12.10.2024):
```
 pip install iterative-stratification
```

dabl (🥉20 · ⭐ 730) - Data Analysis Baseline Library. BSD-3

GitHub (👨‍💻 24 · 🔀 100 · ⏱️ 07.08.2024):
```
 git clone https://github.com/amueller/dabl
```
PyPi (📥 7.2K / month · 📦 3 · ⏱️ 16.12.2024):
```
 pip install dabl
```

scikit-tda (🥉18 · ⭐ 530) - Topological Data Analysis for Python. MIT

GitHub (👨‍💻 6 · 🔀 55 · 📦 69 · 📋 22 - 18% open · ⏱️ 19.07.2024):
```
 git clone https://github.com/scikit-tda/scikit-tda
```
PyPi (📥 1.1K / month · ⏱️ 19.07.2024):
```
 pip install scikit-tda
```

DESlib (🥉18 · ⭐ 480 · 💤) - A Python library for dynamic classifier and ensemble selection. BSD-3

GitHub (👨‍💻 17 · 🔀 100 · 📋 160 - 11% open · ⏱️ 15.04.2024):
```
 git clone https://github.com/scikit-learn-contrib/DESlib
```
PyPi (📥 2.2K / month · 📦 3 · ⏱️ 12.04.2024):
```
 pip install deslib
```

Show 9 hidden projects...

scikit-survival (🥈32 · ⭐ 1.2K) - Survival analysis built on top of scikit-learn. ❗️GPL-3.0
fancyimpute (🥈27 · ⭐ 1.3K · 💀) - Multivariate imputation and matrix completion.. Apache-2
scikit-multilearn (🥈27 · ⭐ 920 · 💀) - A scikit-learn based module for multi-label et. al... BSD-2
sklearn-crfsuite (🥉26 · ⭐ 430 · 💀) - scikit-learn inspired API for CRFsuite. MIT
sklearn-contrib-lightning (🥉23 · ⭐ 1.7K · 💀) - Large-scale linear classification, regression and.. BSD-3
combo (🥉21 · ⭐ 640 · 💀) - (AAAI 20) A Python Toolbox for Machine Learning Model.. BSD-2 xgboost
skope-rules (🥉21 · ⭐ 630 · 💀) - machine learning with logical rules in Python. ❗️BSD-1-Clause
celer (🥉20 · ⭐ 210) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,.. BSD-3
skggm (🥉18 · ⭐ 240 · 💀) - Scikit-learn compatible estimation of general graphical models. MIT

Pytorch Utilities

Libraries that extend Pytorch with additional capabilities.

accelerate (🥇41 · ⭐ 8.2K) - A simple way to launch, train, and use PyTorch models on.. Apache-2

GitHub (👨‍💻 310 · 🔀 1K · 📦 68K · 📋 1.7K - 7% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/huggingface/accelerate
```
PyPi (📥 7.8M / month · 📦 1.8K · ⏱️ 17.01.2025):
```
 pip install accelerate
```

Conda (📥 280K · ⏱️ 20.01.2025):

 conda install -c conda-forge accelerate

PML (🥇35 · ⭐ 6.1K) - The easiest way to use deep metric learning in your application. Modular,.. MIT

GitHub (👨‍💻 46 · 🔀 660 · 📦 2.2K · 📋 520 - 13% open · ⏱️ 11.12.2024):
```
 git clone https://github.com/KevinMusgrave/pytorch-metric-learning
```
PyPi (📥 750K / month · 📦 55 · ⏱️ 11.12.2024):
```
 pip install pytorch-metric-learning
```

Conda (📥 12K · ⏱️ 16.06.2023):

 conda install -c metric-learning pytorch-metric-learning

tinygrad (🥇33 · ⭐ 28K) - You like pytorch? You like micrograd? You love tinygrad!. MIT

GitHub (👨‍💻 360 · 🔀 3K · 📦 150 · 📋 850 - 16% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/geohot/tinygrad
```

torchdiffeq (🥇31 · ⭐ 5.7K) - Differentiable ODE solvers with full GPU support and.. MIT

GitHub (👨‍💻 21 · 🔀 930 · 📦 4.4K · 📋 220 - 33% open · ⏱️ 21.11.2024):
```
 git clone https://github.com/rtqichen/torchdiffeq
```
PyPi (📥 820K / month · 📦 120 · ⏱️ 21.11.2024):
```
 pip install torchdiffeq
```

Conda (📥 19K · ⏱️ 16.06.2023):

 conda install -c conda-forge torchdiffeq

torchsde (🥈29 · ⭐ 1.6K) - Differentiable SDE solvers with GPU support and efficient.. Apache-2

GitHub (👨‍💻 9 · 🔀 200 · 📦 4.3K · 📋 82 - 35% open · ⏱️ 30.12.2024):
```
 git clone https://github.com/google-research/torchsde
```
PyPi (📥 2.1M / month · 📦 37 · ⏱️ 26.09.2023):
```
 pip install torchsde
```
Conda (📥 34K · ⏱️ 21.11.2024):
```
 conda install -c conda-forge torchsde
```

torch-scatter (🥈26 · ⭐ 1.6K) - PyTorch Extension Library of Optimized Scatter Operations. MIT

GitHub (👨‍💻 32 · 🔀 180 · 📋 400 - 6% open · ⏱️ 10.01.2025):
```
 git clone https://github.com/rusty1s/pytorch_scatter
```
PyPi (📥 34K / month · 📦 150 · ⏱️ 06.10.2023):
```
 pip install torch-scatter
```

Conda (📥 630K · ⏱️ 05.11.2024):

 conda install -c conda-forge pytorch_scatter

EfficientNets (🥈25 · ⭐ 1.6K · 💤) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2

GitHub (👨‍💻 5 · 🔀 210 · 📦 280 · 📋 55 - 7% open · ⏱️ 13.06.2024):
```
 git clone https://github.com/rwightman/gen-efficientnet-pytorch
```
PyPi (📥 150K / month · 📦 4 · ⏱️ 08.07.2021):
```
 pip install geffnet
```

Pytorch Toolbelt (🥉24 · ⭐ 1.5K) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT

GitHub (👨‍💻 8 · 🔀 120 · 📥 130 · 📋 33 - 12% open · ⏱️ 21.11.2024):
```
 git clone https://github.com/BloodAxe/pytorch-toolbelt
```
PyPi (📥 6.1K / month · 📦 12 · ⏱️ 21.11.2024):
```
 pip install pytorch_toolbelt
```

PyTorch Sparse (🥉24 · ⭐ 1K) - PyTorch Extension Library of Optimized Autograd Sparse Matrix.. MIT

GitHub (👨‍💻 46 · 🔀 150 · 📋 290 - 10% open · ⏱️ 10.01.2025):
```
 git clone https://github.com/rusty1s/pytorch_sparse
```
PyPi (📥 25K / month · 📦 120 · ⏱️ 06.10.2023):
```
 pip install torch-sparse
```

Conda (📥 580K · ⏱️ 05.11.2024):

 conda install -c conda-forge pytorch_sparse

pytorchviz (🥉19 · ⭐ 3.3K) - A small package to create visualizations of PyTorch execution graphs. MIT

GitHub (👨‍💻 6 · 🔀 280 · 📦 2.5K · 📋 72 - 47% open · ⏱️ 30.12.2024):
```
 git clone https://github.com/szagoruyko/pytorchviz
```

Show 22 hidden projects...

pretrainedmodels (🥈29 · ⭐ 9.1K · 💀) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,.. BSD-3
pytorch-summary (🥈28 · ⭐ 4K · 💀) - Model summary in PyTorch similar to model.summary() in.. MIT
lightning-flash (🥈28 · ⭐ 1.7K · 💀) - Your PyTorch AI Factory - Flash enables you to easily.. Apache-2
EfficientNet-PyTorch (🥈27 · ⭐ 8K · 💀) - A PyTorch implementation of EfficientNet. Apache-2
pytorch-optimizer (🥈27 · ⭐ 3.1K · 💀) - torch-optimizer -- collection of optimizers for.. Apache-2
TabNet (🥈25 · ⭐ 2.7K · 💀) - PyTorch implementation of TabNet paper :.. MIT
Torchmeta (🥉24 · ⭐ 2K · 💀) - A collection of extensions and data-loaders for few-shot.. MIT
Higher (🥉23 · ⭐ 1.6K · 💀) - higher is a pytorch library allowing users to obtain higher.. Apache-2
micrograd (🥉22 · ⭐ 11K · 💀) - A tiny scalar-valued autograd engine and a neural net library.. MIT
SRU (🥉22 · ⭐ 2.1K · 💀) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755). MIT
Antialiased CNNs (🥉22 · ⭐ 1.7K · 💀) - pip install antialiased-cnns to improve stability and.. ❗️CC BY-NC-SA 4.0
AdaBound (🥉21 · ⭐ 2.9K · 💀) - An optimizer that trains as fast as Adam and as good as SGD. Apache-2
reformer-pytorch (🥉21 · ⭐ 2.1K · 💀) - Reformer, the efficient Transformer, in Pytorch. MIT
Poutyne (🥉21 · ⭐ 570) - A simplified framework and utilities for PyTorch. ❗️LGPL-3.0
Lambda Networks (🥉20 · ⭐ 1.5K · 💀) - Implementation of LambdaNetworks, a new approach to.. MIT
Performer Pytorch (🥉20 · ⭐ 1.1K · 💀) - An implementation of Performer, a linear attention-.. MIT
Tez (🥉18 · ⭐ 1.2K · 💀) - Tez is a super-simple and lightweight Trainer for PyTorch. It.. Apache-2
Torch-Struct (🥉18 · ⭐ 1.1K · 💀) - Fast, general, and tested differentiable structured.. MIT
Tensor Sensor (🥉18 · ⭐ 800 · 💀) - The goal of this library is to generate more helpful.. MIT
Pywick (🥉17 · ⭐ 400 · 💀) - High-level batteries-included neural network training library for.. MIT
madgrad (🥉16 · ⭐ 800 · 💀) - MADGRAD Optimization Method. MIT
TorchDrift (🥉15 · ⭐ 310 · 💀) - Drift Detection for your PyTorch Models. Apache-2

Database Clients

Libraries for connecting to, operating, and querying databases.

🔗 best-of-python - DB Clients ( ⭐ 3.8K) - Collection of database clients for python.

Others

scipy (🥇50 · ⭐ 13K) - Ecosystem of open-source software for mathematics, science, and engineering. BSD-3

GitHub (👨‍💻 1.7K · 🔀 5.2K · 📥 450K · 📦 1.2M · 📋 11K - 15% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/scipy/scipy
```
PyPi (📥 110M / month · 📦 49K · ⏱️ 10.01.2025):
```
 pip install scipy
```
Conda (📥 57M · ⏱️ 11.01.2025):
```
 conda install -c conda-forge scipy
```

SymPy (🥇49 · ⭐ 13K) - A computer algebra system written in pure Python. BSD-3

GitHub (👨‍💻 1.3K · 🔀 4.5K · 📥 550K · 📦 210K · 📋 14K - 36% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/sympy/sympy
```
PyPi (📥 26M / month · 📦 3.5K · ⏱️ 18.09.2024):
```
 pip install sympy
```
Conda (📥 7.6M · ⏱️ 07.01.2025):
```
 conda install -c conda-forge sympy
```

Streamlit (🥇46 · ⭐ 37K) - Streamlit A faster way to build and share data apps. Apache-2

GitHub (👨‍💻 290 · 🔀 3.2K · 📦 670K · 📋 4.8K - 20% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/streamlit/streamlit
```
PyPi (📥 5.9M / month · 📦 3.2K · ⏱️ 21.01.2025):
```
 pip install streamlit
```

Gradio (🥇44 · ⭐ 35K) - Wrap UIs around any model, share with anyone. Apache-2

GitHub (👨‍💻 490 · 🔀 2.7K · 📦 54K · 📋 5.2K - 8% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/gradio-app/gradio
```
PyPi (📥 6.1M / month · 📦 990 · ⏱️ 22.01.2025):
```
 pip install gradio
```

carla (🥇38 · ⭐ 12K) - Open-source simulator for autonomous driving research. MIT

GitHub (👨‍💻 180 · 🔀 3.7K · 📦 900 · 📋 5.7K - 19% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/carla-simulator/carla
```
PyPi (📥 11K / month · 📦 11 · ⏱️ 14.11.2023):
```
 pip install carla
```

Autograd (🥇37 · ⭐ 7.1K) - Efficiently computes derivatives of NumPy code. MIT

GitHub (👨‍💻 60 · 🔀 910 · 📦 11K · 📋 430 - 41% open · ⏱️ 20.01.2025):
```
 git clone https://github.com/HIPS/autograd
```
PyPi (📥 3.4M / month · 📦 280 · ⏱️ 22.08.2024):
```
 pip install autograd
```
Conda (📥 510K · ⏱️ 13.12.2024):
```
 conda install -c conda-forge autograd
```

PennyLane (🥇37 · ⭐ 2.5K) - PennyLane is a cross-platform Python library for quantum.. Apache-2

GitHub (👨‍💻 190 · 🔀 620 · 📥 100 · 📦 1.2K · 📋 1.5K - 22% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/PennyLaneAI/PennyLane
```
PyPi (📥 58K / month · 📦 120 · ⏱️ 14.01.2025):
```
 pip install pennylane
```

Conda (📥 190K · ⏱️ 09.07.2024):

 conda install -c conda-forge pennylane

PyOD (🥈36 · ⭐ 8.8K) - A Python Library for Outlier and Anomaly Detection, Integrating Classical.. BSD-2

GitHub (👨‍💻 62 · 🔀 1.4K · 📦 4.7K · 📋 370 - 60% open · ⏱️ 22.12.2024):
```
 git clone https://github.com/yzhao062/pyod
```
PyPi (📥 570K / month · 📦 120 · ⏱️ 22.12.2024):
```
 pip install pyod
```
Conda (📥 140K · ⏱️ 06.09.2024):
```
 conda install -c conda-forge pyod
```

DeepChem (🥈35 · ⭐ 5.7K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT

GitHub (👨‍💻 250 · 🔀 1.7K · 📦 490 · 📋 1.9K - 35% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/deepchem/deepchem
```
PyPi (📥 63K / month · 📦 15 · ⏱️ 22.01.2025):
```
 pip install deepchem
```
Conda (📥 110K · ⏱️ 05.04.2024):
```
 conda install -c conda-forge deepchem
```

Datasette (🥈34 · ⭐ 9.7K) - An open source multi-tool for exploring and publishing data. Apache-2

GitHub (👨‍💻 81 · 🔀 700 · 📥 70 · 📦 1.4K · 📋 1.9K - 32% open · ⏱️ 16.01.2025):
```
 git clone https://github.com/simonw/datasette
```
PyPi (📥 210K / month · 📦 420 · ⏱️ 29.11.2024):
```
 pip install datasette
```

Conda (📥 52K · ⏱️ 30.11.2024):

 conda install -c conda-forge datasette

hdbscan (🥈34 · ⭐ 2.8K) - A high performance implementation of HDBSCAN clustering. BSD-3

GitHub (👨‍💻 96 · 🔀 500 · 📦 4.6K · 📋 530 - 67% open · ⏱️ 09.01.2025):
```
 git clone https://github.com/scikit-learn-contrib/hdbscan
```
PyPi (📥 510K / month · 📦 350 · ⏱️ 18.11.2024):
```
 pip install hdbscan
```
Conda (📥 2.3M · ⏱️ 12.10.2024):
```
 conda install -c conda-forge hdbscan
```

agate (🥈34 · ⭐ 1.2K) - A Python data analysis library that is optimized for humans instead of.. MIT

GitHub (👨‍💻 53 · 🔀 160 · 📦 4.3K · 📋 650 - 0% open · ⏱️ 30.07.2024):
```
 git clone https://github.com/wireservice/agate
```
PyPi (📥 13M / month · 📦 49 · ⏱️ 30.07.2024):
```
 pip install agate
```
Conda (📥 270K · ⏱️ 17.12.2024):
```
 conda install -c conda-forge agate
```

Pythran (🥈33 · ⭐ 2K) - Ahead of Time compiler for numeric kernels. BSD-3

GitHub (👨‍💻 73 · 🔀 190 · 📦 3K · 📋 880 - 15% open · ⏱️ 13.12.2024):
```
 git clone https://github.com/serge-sans-paille/pythran
```
PyPi (📥 280K / month · 📦 21 · ⏱️ 31.10.2024):
```
 pip install pythran
```
Conda (📥 820K · ⏱️ 23.11.2024):
```
 conda install -c conda-forge pythran
```

River (🥈32 · ⭐ 5.2K) - Online machine learning in Python. BSD-3

GitHub (👨‍💻 120 · 🔀 550 · 📦 620 · 📋 620 - 19% open · ⏱️ 06.12.2024):
```
 git clone https://github.com/online-ml/river
```
PyPi (📥 73K / month · 📦 64 · ⏱️ 25.11.2024):
```
 pip install river
```
Conda (📥 95K · ⏱️ 06.10.2023):
```
 conda install -c conda-forge river
```

tensorly (🥈32 · ⭐ 1.6K) - TensorLy: Tensor Learning in Python. BSD-2

GitHub (👨‍💻 69 · 🔀 290 · 📦 870 · 📋 270 - 21% open · ⏱️ 23.12.2024):
```
 git clone https://github.com/tensorly/tensorly
```
PyPi (📥 43K / month · 📦 99 · ⏱️ 12.11.2024):
```
 pip install tensorly
```
Conda (📥 370K · ⏱️ 10.06.2024):
```
 conda install -c conda-forge tensorly
```

PaddleHub (🥈31 · ⭐ 13K) - Awesome pre-trained models toolkit based on PaddlePaddle... Apache-2

GitHub (👨‍💻 70 · 🔀 2.1K · 📥 840 · 📦 1.8K · 📋 1.3K - 44% open · ⏱️ 07.08.2024):
```
 git clone https://github.com/PaddlePaddle/PaddleHub
```
PyPi (📥 5.8K / month · 📦 7 · ⏱️ 20.09.2023):
```
 pip install paddlehub
```

pyjanitor (🥈31 · ⭐ 1.4K) - Clean APIs for data cleaning. Python implementation of R package.. MIT

GitHub (👨‍💻 110 · 🔀 170 · 📦 820 · 📋 570 - 19% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/pyjanitor-devs/pyjanitor
```
PyPi (📥 75K / month · 📦 36 · ⏱️ 04.12.2024):
```
 pip install pyjanitor
```

Conda (📥 230K · ⏱️ 05.12.2024):

 conda install -c conda-forge pyjanitor

pyopencl (🥈31 · ⭐ 1.1K) - OpenCL integration for Python, plus shiny features. MIT

GitHub (👨‍💻 96 · 🔀 240 · 📦 2.1K · 📋 360 - 21% open · ⏱️ 21.01.2025):
```
 git clone https://github.com/inducer/pyopencl
```
PyPi (📥 76K / month · 📦 180 · ⏱️ 22.01.2025):
```
 pip install pyopencl
```
Conda (📥 1.4M · ⏱️ 22.01.2025):
```
 conda install -c conda-forge pyopencl
```

datalad (🥈31 · ⭐ 550) - Keep code, data, containers under control with git and git-annex. MIT

GitHub (👨‍💻 57 · 🔀 110 · 📦 450 · 📋 4K - 13% open · ⏱️ 15.12.2024):
```
 git clone https://github.com/datalad/datalad
```
PyPi (📥 14K / month · 📦 99 · ⏱️ 15.12.2024):
```
 pip install datalad
```
Conda (📥 720K · ⏱️ 20.11.2024):
```
 conda install -c conda-forge datalad
```

dstack (🥈30 · ⭐ 1.7K) - dstack is a lightweight, open-source alternative to Kubernetes &.. MPL-2.0

GitHub (👨‍💻 49 · 🔀 160 · 📦 18 · 📋 1.1K - 8% open · ⏱️ 23.01.2025):
```
 git clone https://github.com/dstackai/dstack
```
PyPi (📥 11K / month · ⏱️ 23.01.2025):
```
 pip install dstack
```

causalml (🥈29 · ⭐ 5.2K) - Uplift modeling and causal inference with machine learning.. Apache-2

GitHub (👨‍💻 64 · 🔀 780 · 📦 240 · 📋 400 - 13% open · ⏱️ 10.01.2025):
```
 git clone https://github.com/uber/causalml
```
PyPi (📥 37K / month · 📦 2 · ⏱️ 01.10.2024):
```
 pip install causalml
```

anomalib (🥈29 · ⭐ 4K) - An anomaly detection library comprising state-of-the-art algorithms.. Apache-2

GitHub (👨‍💻 83 · 🔀 700 · 📥 17K · 📦 120 · 📋 960 - 15% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/openvinotoolkit/anomalib
```
PyPi (📥 23K / month · 📦 5 · ⏱️ 09.01.2025):
```
 pip install anomalib
```

TabPy (🥈29 · ⭐ 1.6K) - Execute Python code on the fly and display results in Tableau visualizations:. MIT

GitHub (👨‍💻 51 · 🔀 600 · 📦 190 · 📋 320 - 6% open · ⏱️ 25.11.2024):
```
 git clone https://github.com/tableau/TabPy
```
PyPi (📥 6K / month · 📦 2 · ⏱️ 25.11.2024):
```
 pip install tabpy
```

Conda (📥 4.8K · ⏱️ 16.06.2023):

 conda install -c anaconda tabpy-client

Prince (🥈29 · ⭐ 1.3K) - Multivariate exploratory data analysis in Python PCA, CA, MCA, MFA,.. MIT

GitHub (👨‍💻 16 · 🔀 180 · 📦 660 · ⏱️ 05.01.2025):
```
 git clone https://github.com/MaxHalford/prince
```
PyPi (📥 150K / month · 📦 19 · ⏱️ 04.01.2025):
```
 pip install prince
```

Conda (📥 22K · ⏱️ 16.06.2023):

 conda install -c conda-forge prince-factor-analysis

avalanche (🥉28 · ⭐ 1.8K) - Avalanche: an End-to-End Library for Continual Learning based on.. MIT

GitHub (👨‍💻 80 · 🔀 300 · 📥 48 · 📦 120 · 📋 820 - 12% open · ⏱️ 29.10.2024):
```
 git clone https://github.com/ContinualAI/avalanche
```
PyPi (📥 1.4K / month · 📦 3 · ⏱️ 29.10.2024):
```
 pip install avalanche-lib
```

pycm (🥉28 · ⭐ 1.5K) - Multi-class confusion matrix library in Python. MIT

GitHub (👨‍💻 18 · 🔀 130 · 📦 360 · 📋 210 - 7% open · ⏱️ 13.01.2025):
```
 git clone https://github.com/sepandhaghighi/pycm
```
PyPi (📥 38K / month · 📦 24 · ⏱️ 14.01.2025):
```
 pip install pycm
```

kmodes (🥉28 · ⭐ 1.2K · 💤) - Python implementations of the k-modes and k-prototypes clustering.. MIT

GitHub (👨‍💻 22 · 🔀 420 · 📦 2.9K · 📋 160 - 10% open · ⏱️ 17.01.2024):
```
 git clone https://github.com/nicodv/kmodes
```
PyPi (📥 220K / month · 📦 38 · ⏱️ 06.09.2022):
```
 pip install kmodes
```
Conda (📥 54K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge kmodes
```

pyclustering (🥉28 · ⭐ 1.2K · 💤) - pyclustering is a Python, C++ data mining library. BSD-3

GitHub (👨‍💻 26 · 🔀 250 · 📥 650 · 📦 790 · 📋 670 - 11% open · ⏱️ 08.02.2024):
```
 git clone https://github.com/annoviko/pyclustering
```
PyPi (📥 33K / month · 📦 32 · ⏱️ 25.11.2020):
```
 pip install pyclustering
```

Conda (📥 100K · ⏱️ 08.11.2024):

 conda install -c conda-forge pyclustering

Trax (🥉27 · ⭐ 8.1K) - Trax Deep Learning with Clear Code and Speed. Apache-2

GitHub (👨‍💻 80 · 🔀 820 · 📦 200 · 📋 250 - 49% open · ⏱️ 08.01.2025):
```
 git clone https://github.com/google/trax
```
PyPi (📥 3.8K / month · 📦 1 · ⏱️ 26.10.2021):
```
 pip install trax
```

adapter-transformers (🥉27 · ⭐ 2.6K) - A Unified Library for Parameter-Efficient and Modular.. Apache-2 huggingface

GitHub (👨‍💻 15 · 🔀 350 · 📦 160 · 📋 400 - 11% open · ⏱️ 18.01.2025):
```
 git clone https://github.com/Adapter-Hub/adapter-transformers
```
PyPi (📥 4.7K / month · 📦 12 · ⏱️ 07.07.2024):
```
 pip install adapter-transformers
```

metric-learn (🥉26 · ⭐ 1.4K) - Metric learning algorithms in Python. MIT

GitHub (👨‍💻 23 · 🔀 230 · 📦 450 · 📋 170 - 30% open · ⏱️ 03.08.2024):
```
 git clone https://github.com/scikit-learn-contrib/metric-learn
```
PyPi (📥 5.2K / month · 📦 7 · ⏱️ 09.10.2023):
```
 pip install metric-learn
```

Conda (📥 14K · ⏱️ 06.01.2025):

 conda install -c conda-forge metric-learn

Feature Engine (🥉25 · ⭐ 2K) - Feature engineering package with sklearn like functionality. BSD-3

GitHub (👨‍💻 49 · 🔀 320 · ⏱️ 31.08.2024):

 git clone https://github.com/solegalli/feature_engine

PyPi (📥 180K / month · 📦 180 · ⏱️ 22.01.2025):
```
 pip install feature_engine
```

Conda (📥 64K · ⏱️ 22.01.2025):

 conda install -c conda-forge feature_engine

AugLy (🥉24 · ⭐ 5K) - A data augmentations library for audio, image, text, and video. MIT

GitHub (👨‍💻 38 · 🔀 300 · 📦 160 · 📋 78 - 30% open · ⏱️ 21.11.2024):
```
 git clone https://github.com/facebookresearch/AugLy
```
PyPi (📥 3.1K / month · 📦 4 · ⏱️ 05.12.2023):
```
 pip install augly
```

BioPandas (🥉24 · ⭐ 720) - Working with molecular structures in pandas DataFrames. BSD-3

GitHub (👨‍💻 18 · 🔀 120 · 📦 330 · 📋 59 - 35% open · ⏱️ 01.08.2024):
```
 git clone https://github.com/rasbt/biopandas
```
PyPi (📥 7.9K / month · 📦 38 · ⏱️ 01.08.2024):
```
 pip install biopandas
```

Conda (📥 170K · ⏱️ 28.12.2024):

 conda install -c conda-forge biopandas

MONAILabel (🥉24 · ⭐ 650) - MONAI Label is an intelligent open source image labeling and.. Apache-2

GitHub (👨‍💻 65 · 🔀 200 · 📥 110K · 📋 540 - 24% open · ⏱️ 15.01.2025):
```
 git clone https://github.com/Project-MONAI/MONAILabel
```
PyPi (📥 3.4K / month · ⏱️ 01.10.2023):
```
 pip install monailabel-weekly
```

AstroML (🥉23 · ⭐ 1.1K · 💤) - Machine learning, statistics, and data mining for astronomy.. BSD-2

GitHub (👨‍💻 31 · 🔀 300 · 📋 160 - 38% open · ⏱️ 04.01.2024):
```
 git clone https://github.com/astroML/astroML
```
PyPi (📥 2.1K / month · 📦 16 · ⏱️ 01.03.2022):
```
 pip install astroML
```
Conda (📥 51K · ⏱️ 28.12.2024):
```
 conda install -c conda-forge astroml
```

benchmark_VAE (🥉21 · ⭐ 1.9K) - Unifying Variational Autoencoder (VAE) implementations.. Apache-2

GitHub (👨‍💻 18 · 🔀 170 · 📦 37 · 📋 70 - 35% open · ⏱️ 17.07.2024):
```
 git clone https://github.com/clementchadebec/benchmark_VAE
```
PyPi (📥 1.3K / month · ⏱️ 06.09.2023):
```
 pip install pythae
```

SUOD (🥉21 · ⭐ 380 · 💤) - (MLSys 21) An Acceleration System for Large-scare Unsupervised.. BSD-2

GitHub (👨‍💻 3 · 🔀 49 · 📦 540 · 📋 15 - 80% open · ⏱️ 08.02.2024):
```
 git clone https://github.com/yzhao062/SUOD
```
PyPi (📥 10K / month · 📦 8 · ⏱️ 08.02.2024):
```
 pip install suod
```

pykale (🥉20 · ⭐ 450) - Knowledge-Aware machine LEarning (KALE): accessible machine learning.. MIT

GitHub (👨‍💻 25 · 🔀 64 · 📦 5 · 📋 120 - 8% open · ⏱️ 24.09.2024):
```
 git clone https://github.com/pykale/pykale
```
PyPi (📥 430 / month · ⏱️ 12.04.2022):
```
 pip install pykale
```

pymdp (🥉19 · ⭐ 490) - A Python implementation of active inference for Markov Decision Processes. MIT

GitHub (👨‍💻 18 · 🔀 97 · 📦 15 · 📋 45 - 40% open · ⏱️ 26.11.2024):
```
 git clone https://github.com/infer-actively/pymdp
```
PyPi (📥 1.4K / month · ⏱️ 08.12.2022):
```
 pip install inferactively-pymdp
```

NeuralCompression (🥉15 · ⭐ 520) - A collection of tools for neural compression enthusiasts. MIT

GitHub (👨‍💻 10 · 🔀 43 · 📋 71 - 8% open · ⏱️ 20.09.2024):
```
 git clone https://github.com/facebookresearch/NeuralCompression
```
PyPi (📥 260 / month · ⏱️ 03.10.2023):
```
 pip install neuralcompression
```

Show 25 hidden projects...

Cython BLIS (🥈32 · ⭐ 220) - Fast matrix-multiplication as a self-contained Python library no.. BSD-3
cleanlab (🥈30 · ⭐ 10K) - The standard data-centric AI package for data quality and machine.. ❗️AGPL-3.0
alibi-detect (🥈29 · ⭐ 2.3K) - Algorithms for outlier, adversarial and drift detection. ❗️Intel
pysc2 (🥉28 · ⭐ 8.1K · 💀) - StarCraft II Learning Environment. Apache-2
modAL (🥉28 · ⭐ 2.2K · 💀) - A modular active learning framework for Python. MIT
gplearn (🥉27 · ⭐ 1.6K · 💀) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3
PySwarms (🥉27 · ⭐ 1.3K · 💀) - A research toolkit for particle swarm optimization in Python. MIT
metricflow (🥉26 · ⭐ 1.2K) - MetricFlow allows you to define, build, and maintain metrics.. ❗Unlicensed
minisom (🥉25 · ⭐ 1.5K · 📉) - MiniSom is a minimalistic implementation of the Self.. ❗️CC-BY-3.0
findspark (🥉25 · ⭐ 520 · 💀) - Find pyspark to make it importable. BSD-3
Mars (🥉24 · ⭐ 2.7K · 💀) - Mars is a tensor-based unified framework for large-scale data.. Apache-2
pandas-ai (🥉22 · ⭐ 14K) - Chat with your database (SQL, CSV, pandas, polars, mongodb,.. ❗Unlicensed
opyrator (🥉22 · ⭐ 3.1K · 💀) - Turns your machine learning code into microservices with web API,.. MIT
mlens (🥉22 · ⭐ 850 · 💀) - ML-Ensemble high performance ensemble learning. MIT
vecstack (🥉22 · ⭐ 690 · 💀) - Python package for stacking (machine learning technique). MIT
impyute (🥉21 · ⭐ 360 · 💀) - Data imputations library to preprocess datasets with missing data. MIT
StreamAlert (🥉20 · ⭐ 2.9K · 💀) - StreamAlert is a serverless, realtime data analysis.. Apache-2
rrcf (🥉20 · ⭐ 500 · 💀) - Implementation of the Robust Random Cut Forest algorithm for anomaly.. MIT
apricot (🥉20 · ⭐ 500 · 💀) - apricot implements submodular optimization for the purpose of.. MIT
scikit-rebate (🥉20 · ⭐ 420 · 💀) - A scikit-learn-compatible Python implementation of.. MIT
baikal (🥉19 · ⭐ 590 · 💀) - A graph-based functional API for building complex scikit-learn.. BSD-3
KD-Lib (🥉16 · ⭐ 610 · 💀) - A Pytorch Knowledge Distillation library for benchmarking and.. MIT
pandas-ml (🥉16 · ⭐ 320 · 💀) - pandas, scikit-learn, xgboost and seaborn integration. BSD-3
nylon (🥉14 · ⭐ 83 · 💀) - An intelligent, flexible grammar of machine learning. MIT
traingenerator (🥉13 · ⭐ 1.4K · 💀) - A web app to generate template code for 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.
Modify the projects.yaml with your additions or changes, and submit a pull request. This can also be done directly via the Github UI.

If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the best-of-generator repository. If you like to create your own best-of list, we recommend to follow this guide.

For more information on how to add or update projects, please read the contribution guidelines. By participating in this project, you agree to abide by its Code of Conduct.

License

Uh oh!

License

Uh oh!

sd-199/best-of-ml-python

About

Resources

License

Code of conduct

Contributing

Uh oh!

Stars

Watchers

Forks

Releases

Packages 0

Packages