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 5.1M stars grouped into 34 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

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Machine Learning Frameworks 64 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 6 projects
Optical Character Recognition 12 projects
Data Containers & Structures 1 projects
Data Loading & Extraction 1 projects
Web Scraping & Crawling 1 projects
Data Pipelines & Streaming 2 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 55 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 (🥇56 · ⭐ 200K) - An Open Source Machine Learning Framework for Everyone. Apache-2

GitHub (👨‍💻 5K · 🔀 75K · 📦 540K · 📋 42K - 4% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/tensorflow/tensorflow
```
PyPi (📥 26M / month · 📦 9.6K · ⏱️ 13.08.2025):
```
 pip install tensorflow
```

Conda (📥 6M · ⏱️ 27.10.2025):

 conda install -c conda-forge tensorflow

Docker Hub (📥 81M · ⭐ 2.8K · ⏱️ 30.10.2025):
```
 docker pull tensorflow/tensorflow
```

PyTorch (🥇56 · ⭐ 94K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3

GitHub (👨‍💻 6K · 🔀 26K · 📥 110K · 📦 830K · 📋 56K - 30% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/pytorch/pytorch
```
PyPi (📥 70M / month · 📦 30K · ⏱️ 15.10.2025):
```
 pip install torch
```
Conda (📥 29M · ⏱️ 25.03.2025):
```
 conda install -c pytorch pytorch
```

scikit-learn (🥇53 · ⭐ 64K) - scikit-learn: machine learning in Python. BSD-3

GitHub (👨‍💻 3.4K · 🔀 26K · 📥 1.1K · 📦 1.3M · 📋 12K - 17% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/scikit-learn/scikit-learn
```
PyPi (📥 140M / month · 📦 35K · ⏱️ 09.09.2025):
```
 pip install scikit-learn
```

Conda (📥 40M · ⏱️ 09.09.2025):

 conda install -c conda-forge scikit-learn

Keras (🥇50 · ⭐ 64K) - Deep Learning for humans. Apache-2

GitHub (👨‍💻 1.4K · 🔀 20K · 📦 300K · 📋 13K - 2% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/keras-team/keras
```
PyPi (📥 19M / month · 📦 2K · ⏱️ 27.10.2025):
```
 pip install keras
```
Conda (📥 4.5M · ⏱️ 28.10.2025):
```
 conda install -c conda-forge keras
```

XGBoost (🥇46 · ⭐ 28K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2

GitHub (👨‍💻 670 · 🔀 8.8K · 📥 20K · 📦 170K · 📋 5.6K - 8% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/dmlc/xgboost
```
PyPi (📥 31M / month · 📦 2.9K · ⏱️ 21.10.2025):
```
 pip install xgboost
```
Conda (📥 6.6M · ⏱️ 16.09.2025):
```
 conda install -c conda-forge xgboost
```

PaddlePaddle (🥇46 · ⭐ 23K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2

GitHub (👨‍💻 1.5K · 🔀 5.9K · 📥 15K · 📦 8.8K · 📋 20K - 8% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/PaddlePaddle/Paddle
```
PyPi (📥 1.6M / month · 📦 280 · ⏱️ 30.10.2025):
```
 pip install paddlepaddle
```

jax (🥇45 · ⭐ 34K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2

GitHub (👨‍💻 980 · 🔀 3.2K · 📦 47K · 📋 6.6K - 24% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/google/jax
```
PyPi (📥 12M / month · 📦 3.1K · ⏱️ 15.10.2025):
```
 pip install jax
```
Conda (📥 3.2M · ⏱️ 06.10.2025):
```
 conda install -c conda-forge jaxlib
```

pytorch-lightning (🥇45 · ⭐ 30K) - Pretrain, finetune ANY AI model of ANY size on 1 or.. Apache-2

GitHub (👨‍💻 1K · 🔀 3.6K · 📥 15K · 📦 48K · 📋 7.4K - 11% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/Lightning-AI/lightning
```
PyPi (📥 9.8M / month · 📦 1.8K · ⏱️ 05.09.2025):
```
 pip install pytorch-lightning
```

Conda (📥 1.7M · ⏱️ 05.09.2025):

 conda install -c conda-forge pytorch-lightning

StatsModels (🥇45 · ⭐ 11K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3

GitHub (👨‍💻 470 · 🔀 3.3K · 📥 36 · 📦 180K · 📋 5.8K - 50% open · ⏱️ 22.10.2025):
```
 git clone https://github.com/statsmodels/statsmodels
```
PyPi (📥 24M / month · 📦 5.6K · ⏱️ 07.07.2025):
```
 pip install statsmodels
```

Conda (📥 22M · ⏱️ 01.10.2025):

 conda install -c conda-forge statsmodels

PySpark (🥈44 · ⭐ 42K) - Apache Spark Python API. Apache-2

GitHub (👨‍💻 3.3K · 🔀 29K · ⏱️ 30.10.2025):
```
 git clone https://github.com/apache/spark
```
PyPi (📥 47M / month · 📦 2.1K · ⏱️ 30.10.2025):
```
 pip install pyspark
```
Conda (📥 4.2M · ⏱️ 08.09.2025):
```
 conda install -c conda-forge pyspark
```

LightGBM (🥈42 · ⭐ 18K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT

GitHub (👨‍💻 330 · 🔀 3.9K · 📥 310K · 📦 56K · 📋 3.6K - 12% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/microsoft/LightGBM
```
PyPi (📥 11M / month · 📦 1.6K · ⏱️ 15.02.2025):
```
 pip install lightgbm
```
Conda (📥 4.1M · ⏱️ 20.10.2025):
```
 conda install -c conda-forge lightgbm
```

Catboost (🥈42 · ⭐ 8.6K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2

GitHub (👨‍💻 1.4K · 🔀 1.2K · 📥 460K · 📦 19 · 📋 2.5K - 25% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/catboost/catboost
```
PyPi (📥 5.1M / month · 📦 650 · ⏱️ 13.04.2025):
```
 pip install catboost
```
Conda (📥 2.2M · ⏱️ 09.08.2025):
```
 conda install -c conda-forge catboost
```

Fastai (🥈41 · ⭐ 28K) - The fastai deep learning library. Apache-2

GitHub (👨‍💻 680 · 🔀 7.6K · 📦 23K · 📋 1.9K - 14% open · ⏱️ 26.10.2025):
```
 git clone https://github.com/fastai/fastai
```
PyPi (📥 640K / month · 📦 340 · ⏱️ 26.10.2025):
```
 pip install fastai
```

PyFlink (🥈39 · ⭐ 25K) - Apache Flink Python API. Apache-2

GitHub (👨‍💻 2.1K · 🔀 14K · 📦 21 · ⏱️ 30.10.2025):
```
 git clone https://github.com/apache/flink
```
PyPi (📥 450K / month · 📦 38 · ⏱️ 28.10.2025):
```
 pip install apache-flink
```

Flax (🥈38 · ⭐ 6.9K) - Flax is a neural network library for JAX that is designed for.. Apache-2

GitHub (👨‍💻 280 · 🔀 740 · 📥 61 · 📦 15K · 📋 1.3K - 33% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/google/flax
```
PyPi (📥 2M / month · 📦 740 · ⏱️ 25.09.2025):
```
 pip install flax
```
Conda (📥 130K · ⏱️ 27.10.2025):
```
 conda install -c conda-forge flax
```

Ignite (🥈36 · ⭐ 4.7K) - High-level library to help with training and evaluating neural.. BSD-3

GitHub (👨‍💻 1K · 🔀 660 · 📦 3.9K · 📋 1.4K - 10% open · ⏱️ 16.10.2025):
```
 git clone https://github.com/pytorch/ignite
```
PyPi (📥 170K / month · 📦 120 · ⏱️ 30.10.2025):
```
 pip install pytorch-ignite
```
Conda (📥 250K · ⏱️ 16.10.2025):
```
 conda install -c pytorch ignite
```

einops (🥈35 · ⭐ 9.2K) - Flexible and powerful tensor operations for readable and reliable code.. MIT

GitHub (👨‍💻 34 · 🔀 380 · 📦 82K · 📋 200 - 17% open · ⏱️ 12.08.2025):
```
 git clone https://github.com/arogozhnikov/einops
```
PyPi (📥 15M / month · 📦 2.6K · ⏱️ 09.02.2025):
```
 pip install einops
```
Conda (📥 470K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge einops
```

ivy (🥈34 · ⭐ 14K) - Convert Machine Learning Code Between Frameworks. Apache-2

GitHub (👨‍💻 1.5K · 🔀 5.6K · 📋 17K - 5% open · ⏱️ 10.10.2025):
```
 git clone https://github.com/unifyai/ivy
```
PyPi (📥 33K / month · 📦 16 · ⏱️ 16.06.2025):
```
 pip install ivy
```

Jina (🥈33 · ⭐ 22K · 💤) - Build multimodal AI applications with cloud-native stack. Apache-2

GitHub (👨‍💻 180 · 🔀 2.2K · ⏱️ 24.03.2025):
```
 git clone https://github.com/jina-ai/jina
```
PyPi (📥 120K / month · 📦 29 · ⏱️ 24.03.2025):
```
 pip install jina
```

Conda (📥 110K · ⏱️ 22.04.2025):

 conda install -c conda-forge jina-core

Docker Hub (📥 1.8M · ⭐ 9 · ⏱️ 24.03.2025):
```
 docker pull jinaai/jina
```

mlpack (🥈33 · ⭐ 5.5K) - mlpack: a fast, header-only C++ machine learning library. BSD-3

GitHub (👨‍💻 340 · 🔀 1.7K · 📋 1.7K - 1% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/mlpack/mlpack
```
PyPi (📥 4.7K / month · 📦 6 · ⏱️ 22.05.2025):
```
 pip install mlpack
```
Conda (📥 410K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge mlpack
```

Thinc (🥈33 · ⭐ 2.9K · 💤) - A refreshing functional take on deep learning, compatible with your.. MIT

GitHub (👨‍💻 67 · 🔀 280 · 📥 2K · 📦 70K · 📋 160 - 14% open · ⏱️ 07.03.2025):
```
 git clone https://github.com/explosion/thinc
```
PyPi (📥 17M / month · 📦 160 · ⏱️ 04.04.2025):
```
 pip install thinc
```
Conda (📥 3.9M · ⏱️ 06.07.2025):
```
 conda install -c conda-forge thinc
```

Ludwig (🥉32 · ⭐ 12K · 💤) - Low-code framework for building custom LLMs, neural networks,.. Apache-2

GitHub (👨‍💻 160 · 🔀 1.2K · 📦 340 · 📋 1.1K - 4% open · ⏱️ 17.10.2024):
```
 git clone https://github.com/ludwig-ai/ludwig
```
PyPi (📥 3.8K / month · 📦 6 · ⏱️ 30.07.2024):
```
 pip install ludwig
```

skorch (🥉32 · ⭐ 6.1K) - A scikit-learn compatible neural network library that wraps.. BSD-3

GitHub (👨‍💻 68 · 🔀 400 · 📦 1.7K · 📋 540 - 12% open · ⏱️ 23.10.2025):
```
 git clone https://github.com/skorch-dev/skorch
```
PyPi (📥 150K / month · 📦 110 · ⏱️ 08.08.2025):
```
 pip install skorch
```
Conda (📥 810K · ⏱️ 08.08.2025):
```
 conda install -c conda-forge skorch
```

Sonnet (🥉31 · ⭐ 9.9K) - TensorFlow-based neural network library. Apache-2

GitHub (👨‍💻 61 · 🔀 1.3K · 📦 1.5K · 📋 190 - 16% open · ⏱️ 04.08.2025):
```
 git clone https://github.com/deepmind/sonnet
```
PyPi (📥 35K / month · 📦 19 · ⏱️ 02.01.2024):
```
 pip install dm-sonnet
```
Conda (📥 47K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge sonnet
```

Haiku (🥉31 · ⭐ 3.1K · 📉) - JAX-based neural network library. Apache-2

GitHub (👨‍💻 90 · 🔀 260 · 📦 2.6K · 📋 250 - 29% open · ⏱️ 29.09.2025):
```
 git clone https://github.com/deepmind/dm-haiku
```
PyPi (📥 260K / month · 📦 200 · ⏱️ 18.09.2025):
```
 pip install dm-haiku
```
Conda (📥 44K · ⏱️ 19.09.2025):
```
 conda install -c conda-forge dm-haiku
```

tensorflow-upstream (🥉31 · ⭐ 700) - TensorFlow ROCm port. Apache-2

GitHub (👨‍💻 5K · 🔀 100 · 📥 31 · 📋 400 - 3% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
```
PyPi (📥 1.7K / month · 📦 9 · ⏱️ 10.01.2024):
```
 pip install tensorflow-rocm
```

Geomstats (🥉30 · ⭐ 1.4K) - Computations and statistics on manifolds with geometric structures. MIT

GitHub (👨‍💻 97 · 🔀 260 · 📦 150 · 📋 570 - 36% open · ⏱️ 06.10.2025):
```
 git clone https://github.com/geomstats/geomstats
```
PyPi (📥 15K / month · 📦 12 · ⏱️ 09.09.2024):
```
 pip install geomstats
```

Conda (📥 8.2K · ⏱️ 22.04.2025):

 conda install -c conda-forge geomstats

pyRiemann (🥉28 · ⭐ 700) - Machine learning for multivariate data through the Riemannian.. BSD-3

GitHub (👨‍💻 38 · 🔀 170 · 📦 480 · 📋 110 - 2% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/pyRiemann/pyRiemann
```
PyPi (📥 75K / month · 📦 31 · ⏱️ 23.07.2025):
```
 pip install pyriemann
```

Conda (📥 16K · ⏱️ 23.07.2025):

 conda install -c conda-forge pyriemann

NuPIC (🥉27 · ⭐ 6.4K · 💤) - Numenta Platform for Intelligent Computing is an implementation of.. MIT

GitHub (👨‍💻 120 · 🔀 1.5K · 📥 26 · 📦 21 · 📋 1.8K - 25% open · ⏱️ 03.12.2024):
```
 git clone https://github.com/numenta/nupic
```
PyPi (📥 510 / month · ⏱️ 01.09.2016):
```
 pip install nupic
```

Determined (🥉26 · ⭐ 3.2K · 💤) - Determined is an open-source machine learning.. Apache-2

GitHub (👨‍💻 120 · 🔀 360 · 📥 7.8K · 📋 450 - 22% open · ⏱️ 20.03.2025):
```
 git clone https://github.com/determined-ai/determined
```
PyPi (📥 33K / month · 📦 4 · ⏱️ 19.03.2025):
```
 pip install determined
```

Neural Network Libraries (🥉26 · ⭐ 2.8K) - Neural Network Libraries. Apache-2

GitHub (👨‍💻 76 · 🔀 340 · 📥 1K · 📋 95 - 36% open · ⏱️ 29.08.2025):
```
 git clone https://github.com/sony/nnabla
```
PyPi (📥 1.6K / month · 📦 44 · ⏱️ 29.05.2024):
```
 pip install nnabla
```

deepinv (🥉26 · ⭐ 540) - DeepInverse: a PyTorch library for solving imaging inverse problems.. BSD-3

GitHub (👨‍💻 53 · 🔀 120 · 📥 24 · 📦 23 · 📋 350 - 33% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/deepinv/deepinv
```
PyPi (📥 2.4K / month · ⏱️ 08.10.2025):
```
 pip install deepinv
```

Towhee (🥉23 · ⭐ 3.4K · 💤) - Towhee is a framework that is dedicated to making neural data.. Apache-2

GitHub (👨‍💻 38 · 🔀 260 · 📥 2.7K · 📋 670 - 0% open · ⏱️ 18.10.2024):
```
 git clone https://github.com/towhee-io/towhee
```
PyPi (📥 1.3K / month · ⏱️ 04.12.2023):
```
 pip install towhee
```

fklearn (🥉22 · ⭐ 1.5K) - fklearn: Functional Machine Learning. Apache-2

GitHub (👨‍💻 56 · 🔀 170 · 📦 16 · 📋 64 - 60% open · ⏱️ 23.04.2025):
```
 git clone https://github.com/nubank/fklearn
```
PyPi (📥 750 / month · ⏱️ 26.02.2025):
```
 pip install fklearn
```

Runhouse (🥉21 · ⭐ 1.1K) - Distribute and run AI workloads magically in Python, like PyTorch.. Apache-2

GitHub (👨‍💻 16 · 🔀 41 · 📥 79 · ⏱️ 29.10.2025):
```
 git clone https://github.com/run-house/runhouse
```
PyPi (📥 4.5K / month · 📦 1 · ⏱️ 10.03.2025):
```
 pip install runhouse
```

NeoML (🥉19 · ⭐ 790) - Machine learning framework for both deep learning and traditional.. Apache-2

GitHub (👨‍💻 41 · 🔀 130 · 📦 2 · 📋 91 - 40% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/neoml-lib/neoml
```
PyPi (📥 190 / month · ⏱️ 26.12.2023):
```
 pip install neoml
```

chefboost (🥉19 · ⭐ 480) - A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT

GitHub (👨‍💻 7 · 🔀 100 · 📦 72 · ⏱️ 09.07.2025):
```
 git clone https://github.com/serengil/chefboost
```
PyPi (📥 770 / month · ⏱️ 30.10.2024):
```
 pip install chefboost
```

ThunderGBM (🥉18 · ⭐ 710 · 💤) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2

GitHub (👨‍💻 12 · 🔀 88 · 📦 4 · 📋 81 - 48% open · ⏱️ 19.03.2025):
```
 git clone https://github.com/Xtra-Computing/thundergbm
```
PyPi (📥 220 / month · ⏱️ 19.09.2022):
```
 pip install thundergbm
```

Show 26 hidden projects...

dlib (🥈40 · ⭐ 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
Theano (🥈37 · ⭐ 10K · 💀) - Theano was a Python library that allows you to define, optimize, and.. BSD-3
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Chainer (🥈33 · ⭐ 5.9K · 💀) - A flexible framework of neural networks for deep learning. MIT
Turi Create (🥉32 · ⭐ 11K · 💀) - Turi Create simplifies the development of custom machine.. BSD-3
tensorpack (🥉32 · ⭐ 6.3K · 💀) - A Neural Net Training Interface on TensorFlow, with.. Apache-2
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
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EvaDB (🥉24 · ⭐ 2.7K · 💀) - Database system for AI-powered apps. Apache-2
neon (🥉22 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2
ThunderSVM (🥉22 · ⭐ 1.6K · 💀) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2
Torchbearer (🥉22 · ⭐ 640 · 💀) - torchbearer: A model fitting library for PyTorch. MIT
mace (🥉21 · ⭐ 5K · 💀) - MACE is a deep learning inference framework optimized for mobile.. Apache-2
Neural Tangents (🥉21 · ⭐ 2.4K · 💀) - Fast and Easy Infinite Neural Networks in Python. Apache-2
Objax (🥉20 · ⭐ 770 · 💀) - Objax is a machine learning framework that provides an Object.. Apache-2
elegy (🥉19 · ⭐ 480 · 💀) - A High Level API for Deep Learning in JAX. MIT
StarSpace (🥉16 · ⭐ 4K · 💀) - Learning embeddings for classification, retrieval and ranking. MIT
nanodl (🥉14 · ⭐ 300 · 💀) - A Jax-based library for building transformers, includes.. MIT

Data Visualization

General-purpose and task-specific data visualization libraries.

Matplotlib (🥇49 · ⭐ 22K) - matplotlib: plotting with Python. ❗Unlicensed

GitHub (👨‍💻 1.9K · 🔀 8.1K · 📦 1.9M · 📋 11K - 14% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/matplotlib/matplotlib
```
PyPi (📥 120M / month · 📦 68K · ⏱️ 09.10.2025):
```
 pip install matplotlib
```

Conda (📥 33M · ⏱️ 15.10.2025):

 conda install -c conda-forge matplotlib

Plotly (🥇47 · ⭐ 18K) - The interactive graphing library for Python. MIT

GitHub (👨‍💻 300 · 🔀 2.7K · 📥 550 · 📦 460K · 📋 3.3K - 21% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/plotly/plotly.py
```
PyPi (📥 37M / month · 📦 9.7K · ⏱️ 02.10.2025):
```
 pip install plotly
```
Conda (📥 12M · ⏱️ 03.10.2025):
```
 conda install -c conda-forge plotly
```
npm (📥 2.8K / month · 📦 9 · ⏱️ 12.01.2021):
```
 npm install plotlywidget
```

dash (🥇45 · ⭐ 24K) - Data Apps & Dashboards for Python. No JavaScript Required. MIT

GitHub (👨‍💻 190 · 🔀 2.2K · 📥 120 · 📦 89K · 📋 2.1K - 27% open · ⏱️ 21.10.2025):
```
 git clone https://github.com/plotly/dash
```
PyPi (📥 5.5M / month · 📦 1.9K · ⏱️ 22.10.2025):
```
 pip install dash
```
Conda (📥 2.1M · ⏱️ 11.08.2025):
```
 conda install -c conda-forge dash
```

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

GitHub (👨‍💻 720 · 🔀 4.2K · 📦 100K · 📋 8.1K - 10% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/bokeh/bokeh
```
PyPi (📥 5M / month · 📦 2.2K · ⏱️ 13.10.2025):
```
 pip install bokeh
```
Conda (📥 18M · ⏱️ 30.08.2025):
```
 conda install -c conda-forge bokeh
```

Seaborn (🥇42 · ⭐ 14K) - Statistical data visualization in Python. BSD-3

GitHub (👨‍💻 220 · 🔀 2K · 📥 510 · 📦 700K · 📋 2.6K - 6% open · ⏱️ 10.07.2025):
```
 git clone https://github.com/mwaskom/seaborn
```
PyPi (📥 31M / month · 📦 11K · ⏱️ 25.01.2024):
```
 pip install seaborn
```
Conda (📥 15M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge seaborn
```

Altair (🥇41 · ⭐ 10K) - Declarative visualization library for Python. BSD-3

GitHub (👨‍💻 180 · 🔀 800 · 📥 280 · 📦 240K · 📋 2.1K - 6% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/altair-viz/altair
```
PyPi (📥 37M / month · 📦 920 · ⏱️ 23.11.2024):
```
 pip install altair
```
Conda (📥 3M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge altair
```

FiftyOne (🥈39 · ⭐ 10K) - Visualize, create, and debug image and video datasets.. Apache-2

GitHub (👨‍💻 160 · 🔀 680 · 📦 1K · 📋 1.8K - 35% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/voxel51/fiftyone
```
PyPi (📥 170K / month · 📦 36 · ⏱️ 20.10.2025):
```
 pip install fiftyone
```

Graphviz (🥈39 · ⭐ 1.8K) - Simple Python interface for Graphviz. MIT

GitHub (👨‍💻 24 · 🔀 220 · 📦 95K · 📋 190 - 6% open · ⏱️ 26.10.2025):
```
 git clone https://github.com/xflr6/graphviz
```
PyPi (📥 26M / month · 📦 3.2K · ⏱️ 15.06.2025):
```
 pip install graphviz
```

Conda (📥 59K · ⏱️ 22.04.2025):

 conda install -c anaconda python-graphviz

PyVista (🥈38 · ⭐ 3.3K) - 3D plotting and mesh analysis through a streamlined interface for.. MIT

GitHub (👨‍💻 190 · 🔀 590 · 📥 960 · 📦 5.2K · 📋 2K - 35% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/pyvista/pyvista
```
PyPi (📥 1M / month · 📦 820 · ⏱️ 26.08.2025):
```
 pip install pyvista
```
Conda (📥 810K · ⏱️ 10.10.2025):
```
 conda install -c conda-forge pyvista
```

HoloViews (🥈38 · ⭐ 2.8K) - With Holoviews, your data visualizes itself. BSD-3

GitHub (👨‍💻 150 · 🔀 410 · 📦 17K · 📋 3.4K - 31% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/holoviz/holoviews
```
PyPi (📥 820K / month · 📦 490 · ⏱️ 29.10.2025):
```
 pip install holoviews
```

Conda (📥 2.4M · ⏱️ 25.06.2025):

 conda install -c conda-forge holoviews

npm (📥 380 / month · 📦 7 · ⏱️ 20.06.2025):
```
 npm install @pyviz/jupyterlab_pyviz
```

pyecharts (🥈37 · ⭐ 16K) - Python Echarts Plotting Library. MIT

GitHub (👨‍💻 45 · 🔀 2.9K · 📥 75 · 📦 5.5K · 📋 1.9K - 0% open · ⏱️ 10.10.2025):
```
 git clone https://github.com/pyecharts/pyecharts
```
PyPi (📥 530K / month · 📦 280 · ⏱️ 10.10.2025):
```
 pip install pyecharts
```

PyQtGraph (🥈37 · ⭐ 4.2K) - Fast data visualization and GUI tools for scientific / engineering.. MIT

GitHub (👨‍💻 300 · 🔀 1.1K · 📦 13K · 📋 1.4K - 31% open · ⏱️ 02.10.2025):
```
 git clone https://github.com/pyqtgraph/pyqtgraph
```
PyPi (📥 560K / month · 📦 1K · ⏱️ 29.04.2024):
```
 pip install pyqtgraph
```

Conda (📥 880K · ⏱️ 22.04.2025):

 conda install -c conda-forge pyqtgraph

pandas-profiling (🥈35 · ⭐ 13K) - 1 Line of code data quality profiling & exploratory.. MIT

GitHub (👨‍💻 140 · 🔀 1.7K · 📥 490 · 📦 6.9K · 📋 850 - 30% open · ⏱️ 19.09.2025):
```
 git clone https://github.com/ydataai/pandas-profiling
```
PyPi (📥 330K / month · 📦 180 · ⏱️ 03.02.2023):
```
 pip install pandas-profiling
```

Conda (📥 590K · ⏱️ 22.04.2025):

 conda install -c conda-forge pandas-profiling

plotnine (🥈35 · ⭐ 4.4K) - A Grammar of Graphics for Python. MIT

GitHub (👨‍💻 110 · 🔀 240 · 📦 13K · 📋 750 - 10% open · ⏱️ 16.10.2025):
```
 git clone https://github.com/has2k1/plotnine
```
PyPi (📥 2.2M / month · 📦 400 · ⏱️ 15.07.2025):
```
 pip install plotnine
```
Conda (📥 560K · ⏱️ 15.07.2025):
```
 conda install -c conda-forge plotnine
```

cartopy (🥈35 · ⭐ 1.5K) - Cartopy - a cartographic python library with matplotlib support. BSD-3

GitHub (👨‍💻 140 · 🔀 390 · 📦 8.1K · 📋 1.3K - 23% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/SciTools/cartopy
```
PyPi (📥 810K / month · 📦 970 · ⏱️ 01.08.2025):
```
 pip install cartopy
```
Conda (📥 5.6M · ⏱️ 27.10.2025):
```
 conda install -c conda-forge cartopy
```

VisPy (🥈34 · ⭐ 3.5K · 📉) - High-performance interactive 2D/3D data visualization library. BSD-3

GitHub (👨‍💻 210 · 🔀 620 · 📦 2.1K · 📋 1.5K - 25% open · ⏱️ 13.10.2025):
```
 git clone https://github.com/vispy/vispy
```
PyPi (📥 190K / month · 📦 200 · ⏱️ 19.05.2025):
```
 pip install vispy
```
Conda (📥 980K · ⏱️ 30.08.2025):
```
 conda install -c conda-forge vispy
```
npm (📥 12 / month · 📦 3 · ⏱️ 15.03.2020):
```
 npm install vispy
```

datashader (🥈34 · ⭐ 3.5K) - Quickly and accurately render even the largest data. BSD-3

GitHub (👨‍💻 63 · 🔀 380 · 📦 6.3K · 📋 620 - 24% open · ⏱️ 09.10.2025):
```
 git clone https://github.com/holoviz/datashader
```
PyPi (📥 280K / month · 📦 250 · ⏱️ 05.08.2025):
```
 pip install datashader
```

Conda (📥 1.6M · ⏱️ 05.08.2025):

 conda install -c conda-forge datashader

lets-plot (🥈34 · ⭐ 1.7K) - Multiplatform plotting library based on the Grammar of Graphics. MIT

GitHub (👨‍💻 21 · 🔀 54 · 📥 3.4K · 📦 190 · 📋 740 - 21% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/JetBrains/lets-plot
```
PyPi (📥 120K / month · 📦 16 · ⏱️ 12.09.2025):
```
 pip install lets-plot
```

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

GitHub (👨‍💻 75 · 🔀 2.3K · 📦 21 · 📋 560 - 24% open · ⏱️ 31.08.2025):
```
 git clone https://github.com/amueller/word_cloud
```
PyPi (📥 2M / month · 📦 550 · ⏱️ 10.11.2024):
```
 pip install wordcloud
```

Conda (📥 790K · ⏱️ 03.09.2025):

 conda install -c conda-forge wordcloud

Perspective (🥈33 · ⭐ 9.5K) - A data visualization and analytics component, especially.. Apache-2

GitHub (👨‍💻 100 · 🔀 1.2K · 📥 12K · 📦 190 · 📋 890 - 12% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/finos/perspective
```
PyPi (📥 17K / month · 📦 31 · ⏱️ 28.10.2025):
```
 pip install perspective-python
```

Conda (📥 2.4M · ⏱️ 28.10.2025):

 conda install -c conda-forge perspective

npm (📥 600 / month · 📦 6 · ⏱️ 03.09.2025):
```
 npm install @finos/perspective-jupyterlab
```

UMAP (🥈33 · ⭐ 8K) - Uniform Manifold Approximation and Projection. BSD-3

GitHub (👨‍💻 140 · 🔀 850 · 📦 1 · 📋 860 - 59% open · ⏱️ 26.10.2025):
```
 git clone https://github.com/lmcinnes/umap
```
PyPi (📥 2.7M / month · 📦 1.3K · ⏱️ 03.07.2025):
```
 pip install umap-learn
```

Conda (📥 3.2M · ⏱️ 03.07.2025):

 conda install -c conda-forge umap-learn

hvPlot (🥈32 · ⭐ 1.3K) - A high-level plotting API for pandas, dask, xarray, and networkx built.. BSD-3

GitHub (👨‍💻 52 · 🔀 110 · 📦 7.3K · 📋 940 - 41% open · ⏱️ 24.10.2025):
```
 git clone https://github.com/holoviz/hvplot
```
PyPi (📥 310K / month · 📦 270 · ⏱️ 29.08.2025):
```
 pip install hvplot
```
Conda (📥 860K · ⏱️ 04.09.2025):
```
 conda install -c conda-forge hvplot
```

mpld3 (🥉31 · ⭐ 2.4K · 📉) - An interactive data visualization tool which brings matplotlib.. BSD-3

GitHub (👨‍💻 54 · 🔀 360 · 📦 7.6K · 📋 370 - 59% open · ⏱️ 27.07.2025):
```
 git clone https://github.com/mpld3/mpld3
```
PyPi (📥 440K / month · 📦 160 · ⏱️ 27.07.2025):
```
 pip install mpld3
```
Conda (📥 280K · ⏱️ 28.07.2025):
```
 conda install -c conda-forge mpld3
```
npm (📥 900 / month · 📦 11 · ⏱️ 27.07.2025):
```
 npm install mpld3
```

bqplot (🥉30 · ⭐ 3.7K) - Plotting library for IPython/Jupyter notebooks. Apache-2

GitHub (👨‍💻 66 · 🔀 480 · 📦 62 · 📋 650 - 42% open · ⏱️ 25.08.2025):
```
 git clone https://github.com/bqplot/bqplot
```
PyPi (📥 230K / month · 📦 110 · ⏱️ 21.05.2025):
```
 pip install bqplot
```
Conda (📥 1.9M · ⏱️ 02.09.2025):
```
 conda install -c conda-forge bqplot
```
npm (📥 3K / month · 📦 21 · ⏱️ 03.09.2025):
```
 npm install bqplot
```

D-Tale (🥉29 · ⭐ 5K) - Visualizer for pandas data structures. ❗️LGPL-2.1

GitHub (👨‍💻 31 · 🔀 430 · 📦 1.5K · 📋 610 - 10% open · ⏱️ 30.07.2025):
```
 git clone https://github.com/man-group/dtale
```
PyPi (📥 31K / month · 📦 53 · ⏱️ 30.07.2025):
```
 pip install dtale
```
Conda (📥 480K · ⏱️ 30.07.2025):
```
 conda install -c conda-forge dtale
```

openTSNE (🥉29 · ⭐ 1.6K · 📈) - Extensible, parallel implementations of t-SNE. BSD-3

GitHub (👨‍💻 14 · 🔀 170 · 📦 1.1K · 📋 150 - 2% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/pavlin-policar/openTSNE
```
PyPi (📥 58K / month · 📦 69 · ⏱️ 27.10.2025):
```
 pip install opentsne
```
Conda (📥 500K · ⏱️ 27.10.2025):
```
 conda install -c conda-forge opentsne
```

Plotly-Resampler (🥉27 · ⭐ 1.2K) - Visualize large time series data with plotly.py. MIT

GitHub (👨‍💻 14 · 🔀 74 · 📦 2K · 📋 190 - 32% open · ⏱️ 03.09.2025):
```
 git clone https://github.com/predict-idlab/plotly-resampler
```
PyPi (📥 370K / month · 📦 38 · ⏱️ 29.08.2025):
```
 pip install plotly-resampler
```

Conda (📥 140K · ⏱️ 09.10.2025):

 conda install -c conda-forge plotly-resampler

HyperTools (🥉26 · ⭐ 1.9K) - A Python toolbox for gaining geometric insights into high-dimensional.. MIT

GitHub (👨‍💻 23 · 🔀 160 · 📥 73 · 📦 510 · 📋 200 - 34% open · ⏱️ 10.07.2025):
```
 git clone https://github.com/ContextLab/hypertools
```
PyPi (📥 1.1K / month · 📦 2 · ⏱️ 09.07.2025):
```
 pip install hypertools
```

data-validation (🥉25 · ⭐ 780) - Library for exploring and validating machine learning.. Apache-2

GitHub (👨‍💻 30 · 🔀 180 · 📥 1K · 📋 190 - 20% open · ⏱️ 23.06.2025):
```
 git clone https://github.com/tensorflow/data-validation
```
PyPi (📥 150K / month · 📦 32 · ⏱️ 09.06.2025):
```
 pip install tensorflow-data-validation
```

Chartify (🥉24 · ⭐ 3.6K · 💤) - Python library that makes it easy for data scientists to create.. Apache-2

GitHub (👨‍💻 27 · 🔀 340 · 📦 83 · 📋 86 - 62% open · ⏱️ 16.10.2024):
```
 git clone https://github.com/spotify/chartify
```
PyPi (📥 1.2K / month · 📦 9 · ⏱️ 16.10.2024):
```
 pip install chartify
```
Conda (📥 40K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge chartify
```

Popmon (🥉22 · ⭐ 510) - Monitor the stability of a Pandas or Spark dataframe. MIT

GitHub (👨‍💻 19 · 🔀 36 · 📥 280 · 📦 22 · 📋 57 - 28% open · ⏱️ 04.09.2025):
```
 git clone https://github.com/ing-bank/popmon
```
PyPi (📥 3.4K / month · 📦 4 · ⏱️ 04.09.2025):
```
 pip install popmon
```

vega (🥉22 · ⭐ 390 · 💤) - 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 (📥 26K / month · 📦 17 · ⏱️ 25.09.2024):
```
 pip install vega
```
Conda (📥 940K · ⏱️ 04.10.2025):
```
 conda install -c conda-forge vega
```

vegafusion (🥉21 · ⭐ 390) - Serverside scaling for Vega and Altair visualizations. BSD-3

GitHub (👨‍💻 6 · 🔀 26 · 📥 6.6K · 📋 150 - 36% open · ⏱️ 29.09.2025):
```
 git clone https://github.com/vegafusion/vegafusion
```
PyPi (📥 770 / month · 📦 2 · ⏱️ 09.05.2024):
```
 pip install vegafusion-jupyter
```

Conda (📥 520K · ⏱️ 27.10.2025):

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

npm (📥 1.9K / month · 📦 3 · ⏱️ 09.05.2024):
```
 npm install vegafusion-jupyter
```

Show 22 hidden projects...

missingno (🥉30 · ⭐ 4.2K · 💀) - Missing data visualization module for Python. MIT
Facets Overview (🥉28 · ⭐ 7.4K · 💀) - Visualizations for machine learning datasets. Apache-2
Cufflinks (🥉28 · ⭐ 3.1K · 💀) - Productivity Tools for Plotly + Pandas. MIT
pythreejs (🥉27 · ⭐ 980 · 💀) - A Jupyter - Three.js bridge. BSD-3
Sweetviz (🥉26 · ⭐ 3.1K · 💀) - Visualize and compare datasets, target values and associations, with.. MIT
AutoViz (🥉26 · ⭐ 1.9K · 💀) - Automatically Visualize any dataset, any size with a single line.. Apache-2
ridgeplot (🥉26 · ⭐ 240) - Beautiful ridgeline plots in Python. MIT
PandasGUI (🥉24 · ⭐ 3.3K) - A GUI for Pandas DataFrames. ❗️MIT-0
HiPlot (🥉24 · ⭐ 2.8K · 💀) - HiPlot makes understanding high dimensional data easy. MIT
python-ternary (🥉24 · ⭐ 770 · 💀) - Ternary plotting library for python with matplotlib. MIT
Multicore-TSNE (🥉23 · ⭐ 1.9K · 💀) - Parallel t-SNE implementation with Python and Torch.. BSD-3
Pandas-Bokeh (🥉22 · ⭐ 890 · 💀) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT
pivottablejs (🥉21 · ⭐ 710 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
joypy (🥉21 · ⭐ 600 · 💀) - Joyplots in Python with matplotlib & pandas. MIT
PyWaffle (🥉21 · ⭐ 600 · 💀) - Make Waffle Charts in Python. MIT
PDPbox (🥉20 · ⭐ 860 · 💀) - python partial dependence plot toolbox. MIT
animatplot (🥉18 · ⭐ 410 · 💀) - A python package for animating plots build on matplotlib. MIT
ivis (🥉18 · ⭐ 340 · 💀) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
pdvega (🥉16 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT
nx-altair (🥉16 · ⭐ 230 · 💀) - Draw interactive NetworkX graphs with Altair. MIT
data-describe (🥉15 · ⭐ 300 · 💀) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
nptsne (🥉11 · ⭐ 33 · 💀) - 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 (🥇54 · ⭐ 150K) - Transformers: the model-definition framework for.. Apache-2

GitHub (👨‍💻 3.6K · 🔀 31K · 📦 400K · 📋 19K - 11% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/huggingface/transformers
```
PyPi (📥 93M / month · 📦 11K · ⏱️ 14.10.2025):
```
 pip install transformers
```

Conda (📥 3.3M · ⏱️ 14.10.2025):

 conda install -c conda-forge transformers

nltk (🥇47 · ⭐ 14K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2

GitHub (👨‍💻 480 · 🔀 3K · 📦 410K · 📋 1.9K - 14% open · ⏱️ 22.10.2025):
```
 git clone https://github.com/nltk/nltk
```
PyPi (📥 42M / month · 📦 6.3K · ⏱️ 01.10.2025):
```
 pip install nltk
```
Conda (📥 3.4M · ⏱️ 01.10.2025):
```
 conda install -c conda-forge nltk
```

litellm (🥇45 · ⭐ 30K · 📉) - Python SDK, Proxy Server (LLM Gateway) to call 100+.. MIT o t h e r s

GitHub (👨‍💻 960 · 🔀 4.5K · 📥 800 · 📦 17K · 📋 7.8K - 17% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/BerriAI/litellm
```
PyPi (📥 34M / month · 📦 1.9K · ⏱️ 29.10.2025):
```
 pip install litellm
```

spaCy (🥇43 · ⭐ 33K · 📈) - Industrial-strength Natural Language Processing (NLP) in Python. MIT

GitHub (👨‍💻 780 · 🔀 4.5K · 📥 4.9K · 📦 140K · 📋 5.8K - 3% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/explosion/spaCy
```
PyPi (📥 17M / month · 📦 3.2K · ⏱️ 23.05.2025):
```
 pip install spacy
```
Conda (📥 6.5M · ⏱️ 06.07.2025):
```
 conda install -c conda-forge spacy
```

sentence-transformers (🥇42 · ⭐ 18K) - State-of-the-Art Text Embeddings. Apache-2

GitHub (👨‍💻 240 · 🔀 2.7K · 📦 120K · 📋 2.5K - 51% open · ⏱️ 22.10.2025):
```
 git clone https://github.com/UKPLab/sentence-transformers
```
PyPi (📥 17M / month · 📦 3.7K · ⏱️ 22.10.2025):
```
 pip install sentence-transformers
```

Conda (📥 1M · ⏱️ 22.10.2025):

 conda install -c conda-forge sentence-transformers

gensim (🥇42 · ⭐ 16K) - Topic Modelling for Humans. ❗️LGPL-2.1

GitHub (👨‍💻 460 · 🔀 4.4K · 📥 6.4K · 📦 78K · 📋 1.9K - 21% open · ⏱️ 16.10.2025):
```
 git clone https://github.com/RaRe-Technologies/gensim
```
PyPi (📥 5.2M / month · 📦 1.6K · ⏱️ 18.10.2025):
```
 pip install gensim
```
Conda (📥 1.8M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge gensim
```

sentencepiece (🥇42 · ⭐ 11K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2

GitHub (👨‍💻 100 · 🔀 1.3K · 📥 110K · 📦 120K · 📋 800 - 3% open · ⏱️ 04.10.2025):
```
 git clone https://github.com/google/sentencepiece
```
PyPi (📥 31M / month · 📦 2.4K · ⏱️ 12.08.2025):
```
 pip install sentencepiece
```

Conda (📥 1.7M · ⏱️ 22.09.2025):

 conda install -c conda-forge sentencepiece

Tokenizers (🥇40 · ⭐ 10K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2

GitHub (👨‍💻 130 · 🔀 970 · 📥 86 · 📦 180K · 📋 1.1K - 9% open · ⏱️ 16.10.2025):
```
 git clone https://github.com/huggingface/tokenizers
```
PyPi (📥 81M / month · 📦 1.7K · ⏱️ 19.09.2025):
```
 pip install tokenizers
```

Conda (📥 3.6M · ⏱️ 19.09.2025):

 conda install -c conda-forge tokenizers

NeMo (🥇38 · ⭐ 16K) - A scalable generative AI framework built for researchers and.. Apache-2

GitHub (👨‍💻 460 · 🔀 3.2K · 📥 520K · 📦 21 · 📋 2.8K - 4% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/NVIDIA/NeMo
```
PyPi (📥 810K / month · 📦 18 · ⏱️ 27.10.2025):
```
 pip install nemo-toolkit
```

haystack (🥇37 · ⭐ 23K) - AI orchestration framework to build customizable, production-ready.. Apache-2

GitHub (👨‍💻 310 · 🔀 2.5K · 📦 1.3K · 📋 4.1K - 2% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/deepset-ai/haystack
```
PyPi (📥 7.4K / month · 📦 5 · ⏱️ 15.12.2021):
```
 pip install haystack
```

Opik (🥇37 · ⭐ 15K) - Debug, evaluate, and monitor your LLM applications, RAG systems, and.. Apache-2

GitHub (👨‍💻 81 · 🔀 1.1K · 📦 17 · 📋 540 - 29% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/comet-ml/opik
```
PyPi (📥 850K / month · 📦 34 · ⏱️ 29.10.2025):
```
 pip install opik
```

ChatterBot (🥇37 · ⭐ 14K) - ChatterBot is a machine learning, conversational dialog engine for.. BSD-3

GitHub (👨‍💻 110 · 🔀 4.5K · 📦 6.5K · 📋 1.7K - 6% open · ⏱️ 25.10.2025):
```
 git clone https://github.com/gunthercox/ChatterBot
```
PyPi (📥 20K / month · 📦 19 · ⏱️ 16.10.2025):
```
 pip install chatterbot
```

flair (🥇37 · ⭐ 14K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT

GitHub (👨‍💻 280 · 🔀 2.1K · 📦 4.1K · 📋 2.4K - 1% open · ⏱️ 12.06.2025):
```
 git clone https://github.com/flairNLP/flair
```
PyPi (📥 180K / month · 📦 160 · ⏱️ 05.02.2025):
```
 pip install flair
```

Conda (📥 49K · ⏱️ 22.04.2025):

 conda install -c conda-forge python-flair

TextBlob (🥇37 · ⭐ 9.5K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT

GitHub (👨‍💻 37 · 🔀 1.2K · 📥 140 · 📦 60K · 📋 280 - 25% open · ⏱️ 18.10.2025):
```
 git clone https://github.com/sloria/TextBlob
```
PyPi (📥 1.5M / month · 📦 400 · ⏱️ 13.01.2025):
```
 pip install textblob
```
Conda (📥 340K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge textblob
```

fairseq (🥈36 · ⭐ 32K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT

GitHub (👨‍💻 430 · 🔀 6.6K · 📥 440 · 📦 4.4K · 📋 4.4K - 30% open · ⏱️ 30.09.2025):
```
 git clone https://github.com/facebookresearch/fairseq
```
PyPi (📥 77K / month · 📦 120 · ⏱️ 27.06.2022):
```
 pip install fairseq
```
Conda (📥 170K · ⏱️ 02.10.2025):
```
 conda install -c conda-forge fairseq
```

stanza (🥈36 · ⭐ 7.6K) - Stanford NLP Python library for tokenization, sentence segmentation,.. Apache-2

GitHub (👨‍💻 72 · 🔀 920 · 📦 4.1K · 📋 950 - 10% open · ⏱️ 05.10.2025):
```
 git clone https://github.com/stanfordnlp/stanza
```
PyPi (📥 770K / month · 📦 240 · ⏱️ 05.10.2025):
```
 pip install stanza
```
Conda (📥 9K · ⏱️ 25.03.2025):
```
 conda install -c stanfordnlp stanza
```

qdrant (🥈35 · ⭐ 27K) - Qdrant - High-performance, massive-scale Vector Database and Vector.. Apache-2

GitHub (👨‍💻 140 · 🔀 1.9K · 📥 500K · 📦 120 · 📋 1.6K - 22% open · ⏱️ 30.09.2025):
```
 git clone https://github.com/qdrant/qdrant
```

spark-nlp (🥈35 · ⭐ 4.1K) - State of the Art Natural Language Processing. Apache-2

GitHub (👨‍💻 120 · 🔀 730 · 📦 620 · 📋 910 - 2% open · ⏱️ 22.10.2025):
```
 git clone https://github.com/JohnSnowLabs/spark-nlp
```
PyPi (📥 1M / month · 📦 39 · ⏱️ 22.10.2025):
```
 pip install spark-nlp
```

Rasa (🥈34 · ⭐ 21K) - Open source machine learning framework to automate text- and voice-.. Apache-2

GitHub (👨‍💻 600 · 🔀 4.9K · 📋 6.8K - 2% open · ⏱️ 26.08.2025):
```
 git clone https://github.com/RasaHQ/rasa
```
PyPi (📥 110K / month · 📦 60 · ⏱️ 14.01.2025):
```
 pip install rasa
```

TensorFlow Text (🥈34 · ⭐ 1.3K) - Making text a first-class citizen in TensorFlow. Apache-2

GitHub (👨‍💻 190 · 🔀 360 · 📦 10K · 📋 370 - 53% open · ⏱️ 18.08.2025):
```
 git clone https://github.com/tensorflow/text
```
PyPi (📥 6.8M / month · 📦 230 · ⏱️ 04.04.2025):
```
 pip install tensorflow-text
```

snowballstemmer (🥈34 · ⭐ 810) - Snowball compiler and stemming algorithms. BSD-3

GitHub (👨‍💻 41 · 🔀 190 · 📦 11 · 📋 120 - 17% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/snowballstem/snowball
```
PyPi (📥 24M / month · 📦 550 · ⏱️ 09.05.2025):
```
 pip install snowballstemmer
```

Conda (📥 11M · ⏱️ 20.05.2025):

 conda install -c conda-forge snowballstemmer

torchtext (🥈32 · ⭐ 3.6K) - Models, data loaders and abstractions for language processing,.. BSD-3

GitHub (👨‍💻 160 · 🔀 810 · 📋 850 - 38% open · ⏱️ 10.09.2025):
```
 git clone https://github.com/pytorch/text
```
PyPi (📥 730K / month · 📦 280 · ⏱️ 24.04.2024):
```
 pip install torchtext
```

jellyfish (🥈32 · ⭐ 2.2K) - a python library for doing approximate and phonetic matching of strings. MIT

GitHub (👨‍💻 37 · 🔀 160 · 📦 15K · ⏱️ 11.10.2025):
```
 git clone https://github.com/jamesturk/jellyfish
```
PyPi (📥 8.6M / month · 📦 320 · ⏱️ 11.10.2025):
```
 pip install jellyfish
```

Conda (📥 1.7M · ⏱️ 22.04.2025):

 conda install -c conda-forge jellyfish

DeepPavlov (🥈31 · ⭐ 6.9K · 💤) - An open source library for deep learning end-to-end.. Apache-2

GitHub (👨‍💻 78 · 🔀 1.2K · 📦 440 · 📋 640 - 4% open · ⏱️ 26.11.2024):
```
 git clone https://github.com/deepmipt/DeepPavlov
```
PyPi (📥 11K / month · 📦 4 · ⏱️ 12.08.2024):
```
 pip install deeppavlov
```

ftfy (🥈31 · ⭐ 4K · 💤) - Fixes mojibake and other glitches in Unicode text, after the fact. Apache-2

GitHub (👨‍💻 22 · 🔀 120 · 📥 100 · 📦 33K · 📋 150 - 7% open · ⏱️ 30.10.2024):
```
 git clone https://github.com/rspeer/python-ftfy
```
PyPi (📥 11M / month · 📦 570 · ⏱️ 26.10.2024):
```
 pip install ftfy
```
Conda (📥 380K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge ftfy
```

SciSpacy (🥈31 · ⭐ 1.9K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2

GitHub (👨‍💻 38 · 🔀 240 · 📦 1.3K · 📋 330 - 11% open · ⏱️ 01.10.2025):
```
 git clone https://github.com/allenai/scispacy
```
PyPi (📥 42K / month · 📦 50 · ⏱️ 01.10.2025):
```
 pip install scispacy
```

CLTK (🥈31 · ⭐ 870 · 📉) - The Classical Language Toolkit. MIT

GitHub (👨‍💻 120 · 🔀 340 · 📥 160 · 📦 300 · 📋 580 - 0% open · ⏱️ 21.10.2025):
```
 git clone https://github.com/cltk/cltk
```
PyPi (📥 14K / month · 📦 17 · ⏱️ 21.10.2025):
```
 pip install cltk
```

english-words (🥈29 · ⭐ 12K · 💤) - A text file containing 479k English words for all your.. Unlicense

GitHub (👨‍💻 34 · 🔀 2K · 📦 2 · 📋 170 - 75% open · ⏱️ 06.01.2025):
```
 git clone https://github.com/dwyl/english-words
```
PyPi (📥 78K / month · 📦 15 · ⏱️ 14.08.2025):
```
 pip install english-words
```

rubrix (🥈29 · ⭐ 4.7K) - Argilla is a collaboration tool for AI engineers and domain experts.. Apache-2

GitHub (👨‍💻 110 · 🔀 460 · 📦 3.1K · 📋 2.2K - 0% open · ⏱️ 05.08.2025):
```
 git clone https://github.com/recognai/rubrix
```
PyPi (📥 1.2K / month · ⏱️ 24.10.2022):
```
 pip install rubrix
```
Conda (📥 52K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge rubrix
```

Dedupe (🥈29 · ⭐ 4.4K · 📈) - A python library for accurate and scalable fuzzy matching, record.. MIT

GitHub (👨‍💻 72 · 🔀 560 · 📦 370 · 📋 820 - 9% open · ⏱️ 29.07.2025):
```
 git clone https://github.com/dedupeio/dedupe
```
PyPi (📥 59K / month · 📦 19 · ⏱️ 15.08.2024):
```
 pip install dedupe
```
Conda (📥 130K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge dedupe
```

TextDistance (🥈28 · ⭐ 3.5K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT

GitHub (👨‍💻 18 · 🔀 260 · 📥 1.1K · 📦 8.8K · ⏱️ 18.04.2025):
```
 git clone https://github.com/life4/textdistance
```
PyPi (📥 1.3M / month · 📦 99 · ⏱️ 16.07.2024):
```
 pip install textdistance
```

Conda (📥 970K · ⏱️ 22.04.2025):

 conda install -c conda-forge textdistance

spacy-transformers (🥈28 · ⭐ 1.4K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy

GitHub (👨‍💻 23 · 🔀 170 · 📥 610 · 📦 2.4K · ⏱️ 26.05.2025):
```
 git clone https://github.com/explosion/spacy-transformers
```
PyPi (📥 270K / month · 📦 110 · ⏱️ 26.05.2025):
```
 pip install spacy-transformers
```

Conda (📥 140K · ⏱️ 22.04.2025):

 conda install -c conda-forge spacy-transformers

detoxify (🥉26 · ⭐ 1.1K) - Trained models & code to predict toxic comments on all 3 Jigsaw.. Apache-2

GitHub (👨‍💻 14 · 🔀 130 · 📥 1.9M · 📦 980 · 📋 67 - 55% open · ⏱️ 29.07.2025):
```
 git clone https://github.com/unitaryai/detoxify
```
PyPi (📥 140K / month · 📦 30 · ⏱️ 01.02.2024):
```
 pip install detoxify
```

scattertext (🥉25 · ⭐ 2.3K) - Beautiful visualizations of how language differs among document.. Apache-2

GitHub (👨‍💻 14 · 🔀 290 · 📦 670 · 📋 100 - 22% open · ⏱️ 29.04.2025):
```
 git clone https://github.com/JasonKessler/scattertext
```
PyPi (📥 7.5K / month · 📦 5 · ⏱️ 23.09.2024):
```
 pip install scattertext
```

Conda (📥 140K · ⏱️ 22.04.2025):

 conda install -c conda-forge scattertext

T5 (🥉24 · ⭐ 6.4K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2

GitHub (👨‍💻 61 · 🔀 780 · 📋 450 - 23% open · ⏱️ 28.04.2025):

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

PyPi (📥 83K / month · 📦 2 · ⏱️ 18.10.2021):
```
 pip install t5
```

DeepKE (🥉24 · ⭐ 4.2K) - [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and.. MIT

GitHub (👨‍💻 34 · 🔀 730 · 📦 25 · ⏱️ 19.07.2025):
```
 git clone https://github.com/zjunlp/deepke
```
PyPi (📥 950 / month · ⏱️ 21.09.2023):
```
 pip install deepke
```

sense2vec (🥉24 · ⭐ 1.7K) - Contextually-keyed word vectors. MIT

GitHub (👨‍💻 20 · 🔀 240 · 📥 73K · 📦 470 · 📋 120 - 20% open · ⏱️ 23.04.2025):
```
 git clone https://github.com/explosion/sense2vec
```
PyPi (📥 3.4K / month · 📦 13 · ⏱️ 19.04.2021):
```
 pip install sense2vec
```

Conda (📥 67K · ⏱️ 22.04.2025):

 conda install -c conda-forge sense2vec

finetune (🥉23 · ⭐ 720) - Scikit-learn style model finetuning for NLP. MPL-2.0

GitHub (👨‍💻 24 · 🔀 79 · 📦 16 · 📋 190 - 39% open · ⏱️ 21.10.2025):
```
 git clone https://github.com/IndicoDataSolutions/finetune
```
PyPi (📥 2.7K / month · 📦 2 · ⏱️ 29.09.2023):
```
 pip install finetune
```

happy-transformer (🥉23 · ⭐ 540 · 💤) - Happy Transformer makes it easy to fine-tune and.. Apache-2 huggingface

GitHub (👨‍💻 14 · 🔀 69 · 📦 330 · 📋 130 - 16% open · ⏱️ 22.03.2025):
```
 git clone https://github.com/EricFillion/happy-transformer
```
PyPi (📥 2.7K / month · 📦 5 · ⏱️ 05.08.2023):
```
 pip install happytransformer
```

Sockeye (🥉21 · ⭐ 1.2K · 💤) - Sequence-to-sequence framework with a focus on Neural.. Apache-2

GitHub (👨‍💻 60 · 🔀 320 · 📥 21 · 📋 310 - 3% open · ⏱️ 24.10.2024):
```
 git clone https://github.com/awslabs/sockeye
```
PyPi (📥 580 / month · ⏱️ 03.03.2023):
```
 pip install sockeye
```

UForm (🥉21 · ⭐ 1.2K) - Pocket-Sized Multimodal AI for content understanding and.. Apache-2

GitHub (👨‍💻 21 · 🔀 76 · 📥 710 · 📦 36 · 📋 39 - 38% open · ⏱️ 03.09.2025):
```
 git clone https://github.com/unum-cloud/uform
```
PyPi (📥 490 / month · 📦 2 · ⏱️ 03.09.2025):
```
 pip install uform
```

small-text (🥉20 · ⭐ 630) - Active Learning for Text Classification in Python. MIT

GitHub (👨‍💻 10 · 🔀 76 · 📦 34 · 📋 74 - 28% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/webis-de/small-text
```
PyPi (📥 390 / month · ⏱️ 17.08.2025):
```
 pip install small-text
```

Conda (📥 19K · ⏱️ 17.08.2025):

 conda install -c conda-forge small-text

textaugment (🥉19 · ⭐ 430) - TextAugment: Text Augmentation Library. MIT

GitHub (👨‍💻 10 · 🔀 60 · 📥 140 · 📦 180 · 📋 29 - 37% open · ⏱️ 09.09.2025):
```
 git clone https://github.com/dsfsi/textaugment
```
PyPi (📥 4.2K / month · 📦 4 · ⏱️ 16.11.2023):
```
 pip install textaugment
```

VizSeq (🥉15 · ⭐ 450) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT

GitHub (👨‍💻 4 · 🔀 61 · 📦 13 · 📋 16 - 43% open · ⏱️ 24.06.2025):
```
 git clone https://github.com/facebookresearch/vizseq
```
PyPi (📥 120 / month · ⏱️ 07.08.2020):
```
 pip install vizseq
```

Show 59 hidden projects...

AllenNLP (🥈36 · ⭐ 12K · 💀) - An open-source NLP research library, built on PyTorch. Apache-2
fastText (🥈34 · ⭐ 26K · 💀) - Library for fast text representation and classification. MIT
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langid (🥉26 · ⭐ 2.4K · 💀) - Stand-alone language identification system. BSD-3
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whoosh (🥉25 · ⭐ 640 · 💀) - Pure-Python full-text search library. ❗️BSD-1-Clause
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OpenPrompt (🥉24 · ⭐ 4.7K · 💀) - An Open-Source Framework for Prompt-Learning. Apache-2
Snips NLU (🥉24 · ⭐ 3.9K · 💀) - Snips Python library to extract meaning from text. Apache-2
MatchZoo (🥉24 · ⭐ 3.9K · 💀) - Facilitating the design, comparison and sharing of deep.. Apache-2
promptsource (🥉24 · ⭐ 3K · 💀) - Toolkit for creating, sharing and using natural language.. Apache-2
YouTokenToMe (🥉24 · ⭐ 970 · 💀) - Unsupervised text tokenizer focused on computational efficiency. MIT
Kashgari (🥉23 · ⭐ 2.4K · 💀) - Kashgari is a production-level NLP Transfer learning.. Apache-2
FARM (🥉23 · ⭐ 1.8K · 💀) - Fast & easy transfer learning for NLP. Harvesting language.. Apache-2
gpt-2-simple (🥉22 · ⭐ 3.4K · 💀) - Python package to easily retrain OpenAIs GPT-2 text-.. MIT
Texar (🥉22 · ⭐ 2.4K · 💀) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
jiant (🥉22 · ⭐ 1.7K · 💀) - jiant is an nlp toolkit. MIT
stop-words (🥉22 · ⭐ 160) - Get list of common stop words in various languages in Python. BSD-3
NLP Architect (🥉21 · ⭐ 2.9K · 💀) - A model library for exploring state-of-the-art deep.. Apache-2
Texthero (🥉21 · ⭐ 2.9K · 💀) - Text preprocessing, representation and visualization from zero to.. MIT
anaGo (🥉21 · ⭐ 1.5K · 💀) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,.. MIT
lightseq (🥉20 · ⭐ 3.3K · 💀) - LightSeq: A High Performance Library for Sequence Processing.. Apache-2
fast-bert (🥉20 · ⭐ 1.9K · 💀) - Super easy library for BERT based NLP models. 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 (🥉19 · ⭐ 230 · 💀) - A Python module to convert natural language numerics into ints and.. MIT
pyfasttext (🥉19 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
DeepMatcher (🥉18 · ⭐ 5.2K · 💀) - Python package for performing Entity and Text Matching using.. BSD-3
nboost (🥉18 · ⭐ 670 · 💀) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
fastT5 (🥉18 · ⭐ 590 · 💀) - boost inference speed of T5 models by 5x & reduce the model size.. Apache-2
Camphr (🥉18 · ⭐ 340 · 💀) - Camphr - NLP libary for creating pipeline components. Apache-2 spacy
NeuroNER (🥉17 · ⭐ 1.7K · 💀) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
OpenNRE (🥉16 · ⭐ 4.4K · 💀) - An Open-Source Package for Neural Relation Extraction (NRE). 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
Translate (🥉15 · ⭐ 830 · 💀) - Translate - a PyTorch Language Library. BSD-3
skift (🥉15 · ⭐ 240 · 💀) - scikit-learn wrappers for Python fastText. MIT
ONNX-T5 (🥉14 · ⭐ 260 · 💀) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2
NeuralQA (🥉14 · ⭐ 230 · 💀) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
TransferNLP (🥉13 · ⭐ 290 · 💀) - NLP library designed for reproducible experimentation.. MIT
Headliner (🥉13 · ⭐ 230 · 💀) - Easy training and deployment of seq2seq models. MIT
textvec (🥉12 · ⭐ 200 · 💀) - Text vectorization tool to outperform TFIDF for classification.. MIT
spacy-dbpedia-spotlight (🥉12 · ⭐ 110 · 💀) - A spaCy wrapper for DBpedia Spotlight. MIT spacy

Image Data

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

Pillow (🥇49 · ⭐ 13K) - Python Imaging Library (Fork). ❗️PIL

GitHub (👨‍💻 490 · 🔀 2.3K · 📦 2.4M · 📋 3.4K - 3% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/python-pillow/Pillow
```
PyPi (📥 220M / month · 📦 20K · ⏱️ 15.10.2025):
```
 pip install Pillow
```
Conda (📥 62M · ⏱️ 28.10.2025):
```
 conda install -c conda-forge pillow
```

PyTorch Image Models (🥇42 · ⭐ 36K) - The largest collection of PyTorch image encoders /.. Apache-2

GitHub (👨‍💻 180 · 🔀 5.1K · 📥 8.4M · 📦 62K · 📋 1K - 4% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/rwightman/pytorch-image-models
```
PyPi (📥 11M / month · 📦 1.5K · ⏱️ 24.10.2025):
```
 pip install timm
```
Conda (📥 470K · ⏱️ 24.10.2025):
```
 conda install -c conda-forge timm
```

torchvision (🥇42 · ⭐ 17K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

GitHub (👨‍💻 660 · 🔀 7.2K · 📥 41K · 📦 21 · 📋 3.8K - 30% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/pytorch/vision
```
PyPi (📥 26M / month · 📦 8.4K · ⏱️ 15.10.2025):
```
 pip install torchvision
```

Conda (📥 3.1M · ⏱️ 23.10.2025):

 conda install -c conda-forge torchvision

MoviePy (🥇42 · ⭐ 14K) - Video editing with Python. MIT

GitHub (👨‍💻 190 · 🔀 1.9K · 📦 67K · 📋 1.7K - 3% open · ⏱️ 25.09.2025):
```
 git clone https://github.com/Zulko/moviepy
```
PyPi (📥 4.3M / month · 📦 1.2K · ⏱️ 21.05.2025):
```
 pip install moviepy
```
Conda (📥 360K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge moviepy
```

Kornia (🥇39 · ⭐ 11K) - Geometric Computer Vision Library for Spatial AI. Apache-2

GitHub (👨‍💻 300 · 🔀 1.1K · 📥 2.2K · 📦 17K · 📋 1K - 32% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/kornia/kornia
```
PyPi (📥 3M / month · 📦 340 · ⏱️ 08.05.2025):
```
 pip install kornia
```
Conda (📥 260K · ⏱️ 08.05.2025):
```
 conda install -c conda-forge kornia
```

imageio (🥇39 · ⭐ 1.7K) - Python library for reading and writing image data. BSD-2

GitHub (👨‍💻 130 · 🔀 330 · 📥 1.9K · 📦 180K · 📋 620 - 16% open · ⏱️ 24.10.2025):
```
 git clone https://github.com/imageio/imageio
```
PyPi (📥 36M / month · 📦 2.6K · ⏱️ 20.01.2025):
```
 pip install imageio
```
Conda (📥 8.5M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge imageio
```

deepface (🥈38 · ⭐ 21K · 📉) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT

GitHub (👨‍💻 96 · 🔀 2.8K · 📦 8.4K · 📋 1.2K - 0% open · ⏱️ 21.10.2025):
```
 git clone https://github.com/serengil/deepface
```
PyPi (📥 280K / month · 📦 78 · ⏱️ 05.08.2025):
```
 pip install deepface
```

InsightFace (🥈37 · ⭐ 27K) - State-of-the-art 2D and 3D Face Analysis Project. MIT

GitHub (👨‍💻 67 · 🔀 5.7K · 📥 11M · 📦 4.8K · 📋 2.6K - 46% open · ⏱️ 27.09.2025):
```
 git clone https://github.com/deepinsight/insightface
```
PyPi (📥 350K / month · 📦 30 · ⏱️ 17.12.2022):
```
 pip install insightface
```

Albumentations (🥈36 · ⭐ 15K) - Fast and flexible image augmentation library. Paper about.. MIT

GitHub (👨‍💻 170 · 🔀 1.7K · 📋 1.5K - 14% open · ⏱️ 25.06.2025):
```
 git clone https://github.com/albumentations-team/albumentations
```
PyPi (📥 4.6M / month · 📦 730 · ⏱️ 27.05.2025):
```
 pip install albumentations
```

Conda (📥 340K · ⏱️ 28.05.2025):

 conda install -c conda-forge albumentations

opencv-python (🥈36 · ⭐ 5.1K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT

GitHub (👨‍💻 56 · 🔀 950 · 📦 610K · 📋 890 - 19% open · ⏱️ 30.07.2025):
```
 git clone https://github.com/opencv/opencv-python
```
PyPi (📥 29M / month · 📦 15K · ⏱️ 07.07.2025):
```
 pip install opencv-python
```

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

GitHub (👨‍💻 280 · 🔀 7.5K · 📦 2.6K · 📋 3.6K - 14% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/facebookresearch/detectron2
```
PyPi (📦 13 · ⏱️ 06.02.2020):
```
 pip install detectron2
```

Conda (📥 820K · ⏱️ 02.06.2025):

 conda install -c conda-forge detectron2

Wand (🥈34 · ⭐ 1.5K) - The ctypes-based simple ImageMagick binding for Python. MIT

GitHub (👨‍💻 110 · 🔀 200 · 📥 52K · 📦 21K · 📋 440 - 5% open · ⏱️ 06.10.2025):
```
 git clone https://github.com/emcconville/wand
```
PyPi (📥 2.2M / month · 📦 260 · ⏱️ 03.11.2023):
```
 pip install wand
```
Conda (📥 180K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge wand
```

ImageHash (🥈32 · ⭐ 3.7K) - A Python Perceptual Image Hashing Module. BSD-2

GitHub (👨‍💻 29 · 🔀 340 · 📦 18K · 📋 150 - 15% open · ⏱️ 17.04.2025):
```
 git clone https://github.com/JohannesBuchner/imagehash
```
PyPi (📥 5.6M / month · 📦 270 · ⏱️ 01.02.2025):
```
 pip install ImageHash
```

Conda (📥 500K · ⏱️ 22.04.2025):

 conda install -c conda-forge imagehash

vit-pytorch (🥈31 · ⭐ 24K) - Implementation of Vision Transformer, a simple way to achieve.. MIT

GitHub (👨‍💻 24 · 🔀 3.4K · 📦 21 · 📋 290 - 49% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/lucidrains/vit-pytorch
```
PyPi (📥 31K / month · 📦 28 · ⏱️ 27.10.2025):
```
 pip install vit-pytorch
```

PaddleSeg (🥈31 · ⭐ 9.2K) - Easy-to-use image segmentation library with awesome pre-.. Apache-2

GitHub (👨‍💻 130 · 🔀 1.7K · 📦 1.5K · 📋 2.2K - 0% open · ⏱️ 10.10.2025):
```
 git clone https://github.com/PaddlePaddle/PaddleSeg
```
PyPi (📥 3.8K / month · 📦 7 · ⏱️ 30.11.2022):
```
 pip install paddleseg
```

sahi (🥈31 · ⭐ 4.9K) - Framework agnostic sliced/tiled inference + interactive ui + error analysis.. MIT

GitHub (👨‍💻 69 · 🔀 700 · 📥 43K · 📦 1.9K · ⏱️ 28.10.2025):
```
 git clone https://github.com/obss/sahi
```
PyPi (📥 140K / month · 📦 43 · ⏱️ 28.09.2025):
```
 pip install sahi
```
Conda (📥 120K · ⏱️ 29.09.2025):
```
 conda install -c conda-forge sahi
```

lightly (🥈31 · ⭐ 3.6K) - A python library for self-supervised learning on images. MIT

GitHub (👨‍💻 72 · 🔀 310 · 📦 510 · 📋 610 - 12% open · ⏱️ 25.09.2025):
```
 git clone https://github.com/lightly-ai/lightly
```
PyPi (📥 190K / month · 📦 20 · ⏱️ 22.07.2025):
```
 pip install lightly
```

doctr (🥈29 · ⭐ 5.6K) - docTR (Document Text Recognition) - a seamless, high-.. Apache-2

GitHub (👨‍💻 68 · 🔀 580 · 📥 6.5M · 📋 440 - 6% open · ⏱️ 07.09.2025):
```
 git clone https://github.com/mindee/doctr
```
PyPi (📥 2M / month · 📦 18 · ⏱️ 09.07.2025):
```
 pip install python-doctr
```

PaddleDetection (🥉28 · ⭐ 14K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2

GitHub (👨‍💻 190 · 🔀 3K · 📋 5.7K - 17% open · ⏱️ 10.10.2025):
```
 git clone https://github.com/PaddlePaddle/PaddleDetection
```
PyPi (📥 2.2K / month · 📦 2 · ⏱️ 19.09.2022):
```
 pip install paddledet
```

mtcnn (🥉27 · ⭐ 2.4K · 💤) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT

GitHub (👨‍💻 15 · 🔀 530 · 📥 76 · 📦 9.2K · 📋 130 - 37% open · ⏱️ 08.10.2024):
```
 git clone https://github.com/ipazc/mtcnn
```
PyPi (📥 210K / month · 📦 73 · ⏱️ 08.10.2024):
```
 pip install mtcnn
```
Conda (📥 16K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge mtcnn
```

CellProfiler (🥉27 · ⭐ 1.1K) - An open-source application for biological image analysis. BSD-3

GitHub (👨‍💻 150 · 🔀 410 · 📥 24K · 📦 28 · 📋 3.4K - 10% open · ⏱️ 24.09.2025):
```
 git clone https://github.com/CellProfiler/CellProfiler
```
PyPi (📥 1.6K / month · 📦 2 · ⏱️ 16.09.2024):
```
 pip install cellprofiler
```

mahotas (🥉27 · ⭐ 880) - Computer Vision in Python. MIT

GitHub (👨‍💻 35 · 🔀 150 · 📦 1.6K · 📋 92 - 21% open · ⏱️ 05.08.2025):
```
 git clone https://github.com/luispedro/mahotas
```
PyPi (📥 42K / month · 📦 63 · ⏱️ 17.07.2024):
```
 pip install mahotas
```
Conda (📥 790K · ⏱️ 21.10.2025):
```
 conda install -c conda-forge mahotas
```

Image Deduplicator (🥉26 · ⭐ 5.5K) - Finding duplicate images made easy!. Apache-2

GitHub (👨‍💻 19 · 🔀 460 · 📥 29 · 📦 200 · 📋 140 - 25% open · ⏱️ 15.08.2025):
```
 git clone https://github.com/idealo/imagededup
```
PyPi (📥 69K / month · 📦 29 · ⏱️ 15.08.2025):
```
 pip install imagededup
```

tensorflow-graphics (🥉26 · ⭐ 2.8K · 💤) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2

GitHub (👨‍💻 39 · 🔀 370 · 📋 240 - 60% open · ⏱️ 03.02.2025):
```
 git clone https://github.com/tensorflow/graphics
```
PyPi (📥 61K / month · 📦 11 · ⏱️ 03.12.2021):
```
 pip install tensorflow-graphics
```

Norfair (🥉26 · ⭐ 2.5K) - Lightweight Python library for adding real-time multi-object tracking.. BSD-3

GitHub (👨‍💻 32 · 🔀 260 · 📥 360 · 📦 340 · 📋 180 - 16% open · ⏱️ 30.04.2025):
```
 git clone https://github.com/tryolabs/norfair
```
PyPi (📥 44K / month · 📦 9 · ⏱️ 30.04.2025):
```
 pip install norfair
```

pyvips (🥉26 · ⭐ 740) - python binding for libvips using cffi. MIT

GitHub (👨‍💻 17 · 🔀 53 · 📦 1.2K · 📋 670 - 29% open · ⏱️ 04.09.2025):
```
 git clone https://github.com/libvips/pyvips
```
PyPi (📥 190K / month · 📦 94 · ⏱️ 28.04.2025):
```
 pip install pyvips
```
Conda (📥 260K · ⏱️ 04.09.2025):
```
 conda install -c conda-forge pyvips
```

pytorchvideo (🥉25 · ⭐ 3.5K) - A deep learning library for video understanding research. Apache-2

GitHub (👨‍💻 59 · 🔀 420 · 📋 210 - 50% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/facebookresearch/pytorchvideo
```
PyPi (📥 53K / month · 📦 24 · ⏱️ 20.01.2022):
```
 pip install pytorchvideo
```

MMF (🥉24 · ⭐ 5.6K) - A modular framework for vision & language multimodal research from.. BSD-3

GitHub (👨‍💻 120 · 🔀 920 · 📦 23 · 📋 690 - 21% open · ⏱️ 24.04.2025):
```
 git clone https://github.com/facebookresearch/mmf
```
PyPi (📥 190 / month · 📦 1 · ⏱️ 12.06.2020):
```
 pip install mmf
```

kubric (🥉22 · ⭐ 2.6K) - A data generation pipeline for creating semi-realistic synthetic.. Apache-2

GitHub (👨‍💻 32 · 🔀 250 · 📦 7 · 📋 200 - 35% open · ⏱️ 06.05.2025):
```
 git clone https://github.com/google-research/kubric
```
PyPi (📥 6.6K / month · ⏱️ 27.12.2023):
```
 pip install kubric-nightly
```

icevision (🥉22 · ⭐ 870 · 💤) - An Agnostic Computer Vision Framework - Pluggable to any.. Apache-2

GitHub (👨‍💻 41 · 🔀 130 · 📋 570 - 10% open · ⏱️ 31.10.2024):
```
 git clone https://github.com/airctic/icevision
```
PyPi (📥 2.3K / month · 📦 6 · ⏱️ 10.02.2022):
```
 pip install icevision
```

PySlowFast (🥉21 · ⭐ 7.2K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2

GitHub (👨‍💻 35 · 🔀 1.2K · 📦 23 · 📋 720 - 59% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/facebookresearch/SlowFast
```
PyPi (📥 22 / month · ⏱️ 15.01.2020):
```
 pip install pyslowfast
```

Image Super-Resolution (🥉21 · ⭐ 4.8K · 💤) - Super-scale your images and run experiments with.. Apache-2

GitHub (👨‍💻 11 · 🔀 760 · 📋 220 - 48% open · ⏱️ 18.12.2024):
```
 git clone https://github.com/idealo/image-super-resolution
```
PyPi (📥 3.9K / month · 📦 5 · ⏱️ 08.01.2020):
```
 pip install ISR
```
Docker Hub (📥 290 · ⭐ 1 · ⏱️ 01.04.2019):
```
 docker pull idealo/image-super-resolution-gpu
```

Caer (🥉21 · ⭐ 800) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT

GitHub (👨‍💻 8 · 🔀 110 · 📥 48 · ⏱️ 11.08.2025):
```
 git clone https://github.com/jasmcaus/caer
```
PyPi (📥 3.8K / month · 📦 3 · ⏱️ 11.08.2025):
```
 pip install caer
```

scenic (🥉16 · ⭐ 3.7K) - Scenic: A Jax Library for Computer Vision Research and Beyond. Apache-2

GitHub (👨‍💻 95 · 🔀 460 · 📋 400 - 70% open · ⏱️ 06.08.2025):
```
 git clone https://github.com/google-research/scenic
```

Show 30 hidden projects...

scikit-image (🥇41 · ⭐ 6.4K · 📈) - Image processing in Python. ❗Unlicensed
glfw (🥈38 · ⭐ 14K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
MMDetection (🥈37 · ⭐ 32K · 💀) - OpenMMLab Detection Toolbox and Benchmark. Apache-2
imgaug (🥈36 · ⭐ 15K · 💀) - Image augmentation for machine learning experiments. MIT
Face Recognition (🥈35 · ⭐ 56K · 💀) - The worlds simplest facial recognition api for Python.. MIT
imutils (🥈31 · ⭐ 4.6K · 💀) - A series of convenience functions to make basic image processing.. MIT
PyTorch3D (🥈30 · ⭐ 9.6K) - PyTorch3D is FAIRs library of reusable components for.. ❗Unlicensed
imageai (🥈30 · ⭐ 8.8K · 💀) - A python library built to empower developers to build applications.. MIT
Face Alignment (🥉28 · ⭐ 7.4K · 💀) - 2D and 3D Face alignment library build using pytorch. BSD-3
GluonCV (🥉27 · ⭐ 5.9K · 💀) - Gluon CV Toolkit. Apache-2
Augmentor (🥉27 · ⭐ 5.1K · 💀) - Image augmentation library in Python for machine learning. MIT
vidgear (🥉27 · ⭐ 3.6K · 💀) - A High-performance cross-platform Video Processing Python.. Apache-2
chainercv (🥉27 · ⭐ 1.5K · 💀) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
facenet-pytorch (🥉26 · ⭐ 5K · 💀) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT
Pillow-SIMD (🥉25 · ⭐ 2.2K · 💀) - The friendly PIL fork. ❗️PIL
layout-parser (🥉24 · ⭐ 5.6K · 💀) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2
segmentation_models (🥉24 · ⭐ 4.9K · 💀) - Segmentation models with pretrained backbones. Keras.. MIT
ffcv (🥉23 · ⭐ 3K · 💀) - FFCV: Fast Forward Computer Vision (and other ML workloads!). Apache-2
Classy Vision (🥉23 · ⭐ 1.6K · 💀) - An end-to-end PyTorch framework for image and video.. MIT
deep-daze (🥉22 · ⭐ 4.3K · 💀) - Simple command line tool for text to image generation using.. MIT
vissl (🥉22 · ⭐ 3.3K · 💀) - VISSL is FAIRs library of extensible, modular and scalable.. MIT
Luminoth (🥉22 · ⭐ 2.4K · 💀) - Deep Learning toolkit for Computer Vision. BSD-3
detecto (🥉21 · ⭐ 620 · 💀) - Build fully-functioning computer vision models with PyTorch. MIT
DE⫶TR (🥉20 · ⭐ 15K · 💀) - End-to-End Object Detection with Transformers. Apache-2
image-match (🥉20 · ⭐ 3K · 💀) - Quickly search over billions of images. Apache-2
solt (🥉19 · ⭐ 260) - Streaming over lightweight data transformations. MIT
pycls (🥉18 · ⭐ 2.2K · 💀) - Codebase for Image Classification Research, written in PyTorch. MIT
Torch Points 3D (🥉17 · ⭐ 260 · 💀) - Pytorch framework for doing deep learning on point.. BSD-3
nude.py (🥉16 · ⭐ 920 · 💀) - Nudity detection with Python. MIT
HugsVision (🥉14 · ⭐ 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 (🥇46 · ⭐ 16K) - Network Analysis in Python. BSD-3

GitHub (👨‍💻 790 · 🔀 3.4K · 📥 110 · 📦 430K · 📋 3.5K - 10% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/networkx/networkx
```
PyPi (📥 130M / month · 📦 12K · ⏱️ 29.05.2025):
```
 pip install networkx
```
Conda (📥 26M · ⏱️ 04.06.2025):
```
 conda install -c conda-forge networkx
```

PyTorch Geometric (🥇41 · ⭐ 23K) - Graph Neural Network Library for PyTorch. MIT

GitHub (👨‍💻 560 · 🔀 3.9K · 📦 11K · 📋 4K - 30% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/pyg-team/pytorch_geometric
```
PyPi (📥 940K / month · 📦 730 · ⏱️ 15.10.2025):
```
 pip install torch-geometric
```

Conda (📥 190K · ⏱️ 16.10.2025):

 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 · 📦 4.1K · 📋 3K - 20% open · ⏱️ 31.07.2025):
```
 git clone https://github.com/dmlc/dgl
```
PyPi (📥 150K / month · 📦 150 · ⏱️ 13.05.2024):
```
 pip install dgl
```

pygraphistry (🥈29 · ⭐ 2.4K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3

GitHub (👨‍💻 48 · 🔀 220 · 📋 420 - 51% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/graphistry/pygraphistry
```
PyPi (📥 8.5K / month · 📦 9 · ⏱️ 21.10.2025):
```
 pip install graphistry
```

ogb (🥈29 · ⭐ 2K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT

GitHub (👨‍💻 32 · 🔀 400 · 📦 2.6K · 📋 310 - 11% open · ⏱️ 06.05.2025):
```
 git clone https://github.com/snap-stanford/ogb
```
PyPi (📥 100K / month · 📦 73 · ⏱️ 07.04.2023):
```
 pip install ogb
```
Conda (📥 63K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge ogb
```

PyKEEN (🥈28 · ⭐ 1.9K) - A Python library for learning and evaluating knowledge graph embeddings. MIT

GitHub (👨‍💻 43 · 🔀 210 · 📥 240 · 📦 350 · 📋 590 - 20% open · ⏱️ 18.07.2025):
```
 git clone https://github.com/pykeen/pykeen
```
PyPi (📥 31K / month · 📦 28 · ⏱️ 24.04.2025):
```
 pip install pykeen
```

pytorch_geometric_temporal (🥈27 · ⭐ 2.9K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT

GitHub (👨‍💻 39 · 🔀 400 · 📋 210 - 18% open · ⏱️ 18.09.2025):

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

PyPi (📥 6.7K / month · 📦 12 · ⏱️ 16.07.2025):
```
 pip install torch-geometric-temporal
```

torch-cluster (🥈24 · ⭐ 900) - PyTorch Extension Library of Optimized Graph Cluster.. MIT

GitHub (👨‍💻 40 · 🔀 150 · 📋 190 - 16% open · ⏱️ 12.08.2025):
```
 git clone https://github.com/rusty1s/pytorch_cluster
```
PyPi (📥 34K / month · 📦 62 · ⏱️ 12.10.2023):
```
 pip install torch-cluster
```

Conda (📥 440K · ⏱️ 22.09.2025):

 conda install -c conda-forge pytorch_cluster

Show 28 hidden projects...

igraph (🥇34 · ⭐ 1.4K) - Python interface for igraph. ❗️GPL-2.0
Spektral (🥈28 · ⭐ 2.4K · 💀) - Graph Neural Networks with Keras and Tensorflow 2. MIT
StellarGraph (🥈27 · ⭐ 3K · 💀) - StellarGraph - Machine Learning on Graphs. Apache-2
pygal (🥈26 · ⭐ 2.7K · 💀) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
Paddle Graph Learning (🥈26 · ⭐ 1.6K · 💀) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2
AmpliGraph (🥈25 · ⭐ 2.2K · 💀) - Python library for Representation Learning on Knowledge.. Apache-2
Node2Vec (🥈25 · ⭐ 1.3K · 💀) - Implementation of the node2vec algorithm. MIT
Karate Club (🥈24 · ⭐ 2.3K · 💀) - Karate Club: An API Oriented Open-source Python Framework.. ❗️GPL-3.0
graph-nets (🥉22 · ⭐ 5.4K · 💀) - Build Graph Nets in Tensorflow. Apache-2
PyTorch-BigGraph (🥉21 · ⭐ 3.4K · 💀) - Generate embeddings from large-scale graph-structured.. BSD-3
graph4nlp (🥉21 · ⭐ 1.7K · 💀) - Graph4nlp is the library for the easy use of Graph.. Apache-2
jraph (🥉21 · ⭐ 1.5K · 💀) - A Graph Neural Network Library in Jax. Apache-2
DeepWalk (🥉20 · ⭐ 2.7K · 💀) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
DIG (🥉20 · ⭐ 2K · 💀) - A library for graph deep learning research. ❗️GPL-3.0
deepsnap (🥉20 · ⭐ 560 · 💀) - Python library assists deep learning on graphs. MIT
pyRDF2Vec (🥉20 · ⭐ 260 · 💀) - Python Implementation and Extension of RDF2Vec. MIT
GraphGym (🥉17 · ⭐ 1.8K · 💀) - Platform for designing and evaluating Graph Neural Networks (GNN). MIT
Sematch (🥉17 · ⭐ 440 · 💀) - semantic similarity framework for knowledge graph. Apache-2
DeepGraph (🥉17 · ⭐ 320) - Analyze Data with Pandas-based Networks. Documentation:. ❗Unlicensed
AutoGL (🥉16 · ⭐ 1.1K · 💀) - An autoML framework & toolkit for machine learning on graphs. Apache-2
kglib (🥉16 · ⭐ 550 · 💀) - TypeDB-ML is the Machine Learning integrations library for TypeDB. Apache-2
ptgnn (🥉16 · ⭐ 380 · 💀) - A PyTorch Graph Neural Network Library. MIT
Euler (🥉15 · ⭐ 2.9K · 💀) - A distributed graph deep learning framework. Apache-2
GraphEmbedding (🥉14 · ⭐ 3.8K · 💀) - Implementation and experiments of graph embedding.. MIT
GraphSAGE (🥉14 · ⭐ 3.6K · 💀) - Representation learning on large graphs using stochastic.. MIT
OpenNE (🥉14 · ⭐ 1.7K · 💀) - An Open-Source Package for Network Embedding (NE). MIT
GraphVite (🥉14 · ⭐ 1.3K · 💀) - GraphVite: A General and High-performance Graph Embedding.. Apache-2
OpenKE (🥉13 · ⭐ 4K · 💀) - 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 (🥇38 · ⭐ 11K) - A PyTorch-based Speech Toolkit. Apache-2

GitHub (👨‍💻 260 · 🔀 1.5K · 📦 3.9K · 📋 1.2K - 12% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/speechbrain/speechbrain
```
PyPi (📥 1.1M / month · 📦 79 · ⏱️ 07.04.2025):
```
 pip install speechbrain
```

espnet (🥇38 · ⭐ 9.5K) - End-to-End Speech Processing Toolkit. Apache-2

GitHub (👨‍💻 520 · 🔀 2.3K · 📥 84 · 📦 480 · 📋 2.5K - 3% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/espnet/espnet
```
PyPi (📥 24K / month · 📦 19 · ⏱️ 13.09.2025):
```
 pip install espnet
```

torchaudio (🥇37 · ⭐ 2.8K) - Data manipulation and transformation for audio signal.. BSD-2

GitHub (👨‍💻 240 · 🔀 730 · 📋 1.1K - 31% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/pytorch/audio
```
PyPi (📥 15M / month · 📦 2.4K · ⏱️ 15.10.2025):
```
 pip install torchaudio
```

SpeechRecognition (🥈34 · ⭐ 8.9K) - Speech recognition module for Python, supporting several.. BSD-3

GitHub (👨‍💻 56 · 🔀 2.4K · 📦 21 · 📋 670 - 48% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/Uberi/speech_recognition
```
PyPi (📥 2.2M / month · 📦 730 · ⏱️ 12.05.2025):
```
 pip install SpeechRecognition
```

Conda (📥 360K · ⏱️ 12.05.2025):

 conda install -c conda-forge speechrecognition

librosa (🥈34 · ⭐ 8K) - Python library for audio and music analysis. ISC

GitHub (👨‍💻 130 · 🔀 1K · 📋 1.3K - 5% open · ⏱️ 19.05.2025):
```
 git clone https://github.com/librosa/librosa
```
PyPi (📥 5.6M / month · 📦 1.6K · ⏱️ 11.03.2025):
```
 pip install librosa
```
Conda (📥 1.1M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge librosa
```

DeepSpeech (🥈33 · ⭐ 27K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0

GitHub (👨‍💻 160 · 🔀 4.1K · 📥 660K · 📦 540 · 📋 2.1K - 7% open · ⏱️ 19.06.2025):
```
 git clone https://github.com/mozilla/DeepSpeech
```
PyPi (📥 5.5K / month · 📦 24 · ⏱️ 19.12.2020):
```
 pip install deepspeech
```

Conda (📥 4.2K · ⏱️ 22.04.2025):

 conda install -c conda-forge deepspeech

audioread (🥈33 · ⭐ 520 · 📈) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio.. MIT

GitHub (👨‍💻 27 · 🔀 110 · 📦 35K · 📋 98 - 40% open · ⏱️ 26.10.2025):
```
 git clone https://github.com/beetbox/audioread
```
PyPi (📥 4.8M / month · 📦 180 · ⏱️ 26.10.2025):
```
 pip install audioread
```

Conda (📥 1.2M · ⏱️ 02.10.2025):

 conda install -c conda-forge audioread

spleeter (🥈32 · ⭐ 27K) - Deezer source separation library including pretrained models. MIT

GitHub (👨‍💻 22 · 🔀 3K · 📥 4.4M · 📦 1.1K · 📋 830 - 32% open · ⏱️ 02.04.2025):
```
 git clone https://github.com/deezer/spleeter
```
PyPi (📥 26K / month · 📦 18 · ⏱️ 03.04.2025):
```
 pip install spleeter
```
Conda (📥 120K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge spleeter
```

audiomentations (🥈32 · ⭐ 2.2K) - A Python library for audio data augmentation. Useful for.. MIT

GitHub (👨‍💻 34 · 🔀 200 · 📦 840 · 📋 210 - 26% open · ⏱️ 26.09.2025):
```
 git clone https://github.com/iver56/audiomentations
```
PyPi (📥 110K / month · 📦 38 · ⏱️ 13.09.2025):
```
 pip install audiomentations
```

Coqui TTS (🥈32 · ⭐ 1.9K) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0

GitHub (👨‍💻 200 · 🔀 240 · 📥 3.8K · 📦 760 · 📋 160 - 14% open · ⏱️ 16.10.2025):
```
 git clone https://github.com/idiap/coqui-ai-TTS
```
PyPi (📥 94K / month · 📦 34 · ⏱️ 25.09.2025):
```
 pip install coqui-tts
```

Magenta (🥈31 · ⭐ 20K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2

GitHub (👨‍💻 160 · 🔀 3.7K · 📦 600 · 📋 1K - 41% open · ⏱️ 08.07.2025):
```
 git clone https://github.com/magenta/magenta
```
PyPi (📥 4.8K / month · 📦 5 · ⏱️ 01.08.2022):
```
 pip install magenta
```

Porcupine (🥉29 · ⭐ 4.5K) - On-device wake word detection powered by deep learning. Apache-2

GitHub (👨‍💻 43 · 🔀 550 · 📦 51 · 📋 600 - 0% open · ⏱️ 17.10.2025):
```
 git clone https://github.com/Picovoice/Porcupine
```
PyPi (📥 25K / month · 📦 38 · ⏱️ 05.02.2025):
```
 pip install pvporcupine
```

pyAudioAnalysis (🥉28 · ⭐ 6.2K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2

GitHub (👨‍💻 28 · 🔀 1.2K · 📦 670 · 📋 330 - 62% open · ⏱️ 04.08.2025):
```
 git clone https://github.com/tyiannak/pyAudioAnalysis
```
PyPi (📥 24K / month · 📦 12 · ⏱️ 07.02.2022):
```
 pip install pyAudioAnalysis
```

python-soundfile (🥉27 · ⭐ 800) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3

GitHub (👨‍💻 38 · 🔀 120 · 📥 21K · 📋 260 - 46% open · ⏱️ 28.04.2025):
```
 git clone https://github.com/bastibe/python-soundfile
```
PyPi (📥 9.5M / month · 📦 1.1K · ⏱️ 25.01.2025):
```
 pip install soundfile
```
Conda:
```
 conda install -c anaconda pysoundfile
```

tinytag (🥉27 · ⭐ 780) - Python library for reading audio file metadata. MIT

GitHub (👨‍💻 27 · 🔀 100 · 📦 1.3K · 📋 120 - 4% open · ⏱️ 13.08.2025):
```
 git clone https://github.com/devsnd/tinytag
```
PyPi (📥 120K / month · 📦 130 · ⏱️ 13.08.2025):
```
 pip install tinytag
```

kapre (🥉25 · ⭐ 930 · 📈) - kapre: Keras Audio Preprocessors. MIT

GitHub (👨‍💻 13 · 🔀 150 · 📥 33 · 📦 2.5K · 📋 99 - 17% open · ⏱️ 26.10.2025):
```
 git clone https://github.com/keunwoochoi/kapre
```
PyPi (📥 3.2K / month · 📦 11 · ⏱️ 26.10.2025):
```
 pip install kapre
```

nnAudio (🥉22 · ⭐ 1.1K) - Audio processing by using pytorch 1D convolution network. MIT

GitHub (👨‍💻 16 · 🔀 96 · 📦 410 · 📋 65 - 30% open · ⏱️ 16.05.2025):
```
 git clone https://github.com/KinWaiCheuk/nnAudio
```
PyPi (📥 59K / month · 📦 4 · ⏱️ 13.02.2024):
```
 pip install nnAudio
```

Julius (🥉21 · ⭐ 450 · 💤) - Fast PyTorch based DSP for audio and 1D signals. MIT

GitHub (👨‍💻 3 · 🔀 26 · 📋 12 - 16% open · ⏱️ 17.02.2025):
```
 git clone https://github.com/adefossez/julius
```
PyPi (📥 840K / month · 📦 44 · ⏱️ 20.09.2022):
```
 pip install julius
```

Show 11 hidden projects...

Pydub (🥈36 · ⭐ 9.6K · 💀) - Manipulate audio with a simple and easy high level interface. MIT
aubio (🥉27 · ⭐ 3.5K) - a library for audio and music analysis. ❗️GPL-3.0
Essentia (🥉27 · ⭐ 3.3K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
Madmom (🥉27 · ⭐ 1.5K · 💀) - Python audio and music signal processing library. BSD-3
TTS (🥉26 · ⭐ 10K · 💀) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
python_speech_features (🥉26 · ⭐ 2.4K · 💀) - This library provides common speech features for ASR.. MIT
DDSP (🥉25 · ⭐ 3.1K · 💀) - DDSP: Differentiable Digital Signal Processing. Apache-2
Dejavu (🥉23 · ⭐ 6.7K · 💀) - Audio fingerprinting and recognition in Python. MIT
TimeSide (🥉21 · ⭐ 390 · 💤) - scalable audio processing framework and server written in.. ❗️AGPL-3.0
Muda (🥉18 · ⭐ 240 · 💀) - A library for augmenting annotated audio data. ISC
textlesslib (🥉10 · ⭐ 550 · 💀) - 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 · ⭐ 14K) - WebGL2 powered visualization framework. MIT

GitHub (👨‍💻 310 · 🔀 2.2K · 📦 9.2K · 📋 3.3K - 13% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/visgl/deck.gl
```
PyPi (📥 16M / month · 📦 160 · ⏱️ 21.03.2025):
```
 pip install pydeck
```
Conda (📥 850K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pydeck
```
npm (📥 750K / month · 📦 360 · ⏱️ 16.10.2025):
```
 npm install deck.gl
```

folium (🥇40 · ⭐ 7.3K) - Python Data. Leaflet.js Maps. MIT

GitHub (👨‍💻 180 · 🔀 2.2K · 📦 65K · 📋 1.2K - 6% open · ⏱️ 06.10.2025):
```
 git clone https://github.com/python-visualization/folium
```
PyPi (📥 2.8M / month · 📦 1K · ⏱️ 16.06.2025):
```
 pip install folium
```
Conda (📥 4.4M · ⏱️ 16.06.2025):
```
 conda install -c conda-forge folium
```

Shapely (🥇40 · ⭐ 4.3K) - Manipulation and analysis of geometric objects. BSD-3

GitHub (👨‍💻 170 · 🔀 600 · 📥 4K · 📦 110K · 📋 1.3K - 18% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/shapely/shapely
```
PyPi (📥 62M / month · 📦 4.7K · ⏱️ 24.09.2025):
```
 pip install shapely
```
Conda (📥 14M · ⏱️ 28.10.2025):
```
 conda install -c conda-forge shapely
```

GeoPandas (🥈39 · ⭐ 4.9K) - Python tools for geographic data. BSD-3

GitHub (👨‍💻 250 · 🔀 980 · 📥 3.1K · 📦 60K · 📋 1.8K - 24% open · ⏱️ 25.10.2025):
```
 git clone https://github.com/geopandas/geopandas
```
PyPi (📥 11M / month · 📦 3.8K · ⏱️ 26.06.2025):
```
 pip install geopandas
```

Conda (📥 5.4M · ⏱️ 06.10.2025):

 conda install -c conda-forge geopandas

Rasterio (🥈37 · ⭐ 2.4K) - Rasterio reads and writes geospatial raster datasets. BSD-3

GitHub (👨‍💻 170 · 🔀 540 · 📥 1K · 📦 19K · 📋 1.9K - 8% open · ⏱️ 26.09.2025):
```
 git clone https://github.com/rasterio/rasterio
```
PyPi (📥 2.8M / month · 📦 1.5K · ⏱️ 02.12.2024):
```
 pip install rasterio
```
Conda (📥 5.3M · ⏱️ 17.09.2025):
```
 conda install -c conda-forge rasterio
```

pyproj (🥈37 · ⭐ 1.2K) - Python interface to PROJ (cartographic projections and coordinate.. MIT

GitHub (👨‍💻 74 · 🔀 230 · 📦 47K · 📋 660 - 6% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/pyproj4/pyproj
```
PyPi (📥 14M / month · 📦 2.3K · ⏱️ 14.08.2025):
```
 pip install pyproj
```
Conda (📥 12M · ⏱️ 15.09.2025):
```
 conda install -c conda-forge pyproj
```

ArcGIS API (🥈36 · ⭐ 2.1K) - Documentation and samples for ArcGIS API for Python. Apache-2

GitHub (👨‍💻 99 · 🔀 1.1K · 📥 16K · 📦 1K · 📋 920 - 8% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/Esri/arcgis-python-api
```
PyPi (📥 150K / month · 📦 44 · ⏱️ 27.10.2025):
```
 pip install arcgis
```

Docker Hub:

 docker pull esridocker/arcgis-api-python-notebook

Fiona (🥈34 · ⭐ 1.2K · 💤) - Fiona reads and writes geographic data files. BSD-3

GitHub (👨‍💻 78 · 🔀 210 · 📦 27K · 📋 820 - 5% open · ⏱️ 20.02.2025):
```
 git clone https://github.com/Toblerity/Fiona
```
PyPi (📥 5.6M / month · 📦 380 · ⏱️ 16.09.2024):
```
 pip install fiona
```
Conda (📥 7.9M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge fiona
```

ipyleaflet (🥉33 · ⭐ 1.5K) - A Jupyter - Leaflet.js bridge. MIT

GitHub (👨‍💻 94 · 🔀 360 · 📦 18K · 📋 660 - 44% open · ⏱️ 19.06.2025):
```
 git clone https://github.com/jupyter-widgets/ipyleaflet
```
PyPi (📥 230K / month · 📦 340 · ⏱️ 13.06.2025):
```
 pip install ipyleaflet
```

Conda (📥 1.8M · ⏱️ 13.06.2025):

 conda install -c conda-forge ipyleaflet

npm (📥 2.7K / month · 📦 9 · ⏱️ 13.06.2025):
```
 npm install jupyter-leaflet
```

geojson (🥉31 · ⭐ 970 · 💤) - Python bindings and utilities for GeoJSON. BSD-3

GitHub (👨‍💻 58 · 🔀 120 · 📦 21K · 📋 100 - 26% open · ⏱️ 21.12.2024):
```
 git clone https://github.com/jazzband/geojson
```
PyPi (📥 3.6M / month · 📦 720 · ⏱️ 21.12.2024):
```
 pip install geojson
```
Conda (📥 1.1M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge geojson
```

PySAL (🥉30 · ⭐ 1.4K) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3

GitHub (👨‍💻 79 · 🔀 310 · 📦 1.8K · 📋 660 - 3% open · ⏱️ 08.09.2025):
```
 git clone https://github.com/pysal/pysal
```
PyPi (📥 42K / month · 📦 65 · ⏱️ 31.07.2025):
```
 pip install pysal
```
Conda (📥 730K · ⏱️ 01.08.2025):
```
 conda install -c conda-forge pysal
```

GeoViews (🥉28 · ⭐ 620) - Simple, concise geographical visualization in Python. BSD-3

GitHub (👨‍💻 34 · 🔀 79 · 📦 5 · 📋 360 - 31% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/holoviz/geoviews
```
PyPi (📥 69K / month · 📦 76 · ⏱️ 14.08.2025):
```
 pip install geoviews
```
Conda (📥 340K · ⏱️ 14.08.2025):
```
 conda install -c conda-forge geoviews
```

EarthPy (🥉28 · ⭐ 530) - A package built to support working with spatial data using open source.. BSD-3

GitHub (👨‍💻 44 · 🔀 160 · 📥 75 · 📦 440 · 📋 250 - 16% open · ⏱️ 31.07.2025):
```
 git clone https://github.com/earthlab/earthpy
```
PyPi (📥 14K / month · 📦 17 · ⏱️ 01.10.2021):
```
 pip install earthpy
```
Conda (📥 98K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge earthpy
```

pymap3d (🥉25 · ⭐ 430) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2

GitHub (👨‍💻 19 · 🔀 87 · 📦 540 · 📋 59 - 8% open · ⏱️ 08.07.2025):
```
 git clone https://github.com/geospace-code/pymap3d
```
PyPi (📥 490K / month · 📦 50 · ⏱️ 08.07.2025):
```
 pip install pymap3d
```
Conda (📥 120K · ⏱️ 08.07.2025):
```
 conda install -c conda-forge pymap3d
```

Mapbox GL (🥉22 · ⭐ 680 · 💤) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT

GitHub (👨‍💻 23 · 🔀 140 · 📋 110 - 38% open · ⏱️ 06.02.2025):
```
 git clone https://github.com/mapbox/mapboxgl-jupyter
```
PyPi (📥 10K / month · 📦 12 · ⏱️ 02.06.2019):
```
 pip install mapboxgl
```

Show 7 hidden projects...

Satpy (🥈34 · ⭐ 1.1K) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
geopy (🥉32 · ⭐ 4.7K · 💀) - Geocoding library for Python. MIT
Geocoder (🥉32 · ⭐ 1.6K · 💀) - Python Geocoder. MIT
prettymaps (🥉24 · ⭐ 12K) - Draw pretty maps from OpenStreetMap data! Built with osmnx.. ❗️AGPL-3.0
Sentinelsat (🥉24 · ⭐ 1K · 💀) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
gmaps (🥉22 · ⭐ 760 · 💀) - Google maps for Jupyter notebooks. BSD-3
geoplotlib (🥉21 · ⭐ 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 · ⭐ 20K) - Download market data from Yahoo! Finances API. Apache-2

GitHub (👨‍💻 140 · 🔀 2.8K · 📦 86K · 📋 1.7K - 9% open · ⏱️ 18.09.2025):
```
 git clone https://github.com/ranaroussi/yfinance
```
PyPi (📥 5.9M / month · 📦 1.2K · ⏱️ 17.09.2025):
```
 pip install yfinance
```
Conda (📥 99K · ⏱️ 25.03.2025):
```
 conda install -c ranaroussi yfinance
```

Qlib (🥇32 · ⭐ 33K) - Qlib is an AI-oriented Quant investment platform that aims to use AI tech.. MIT

GitHub (👨‍💻 140 · 🔀 5K · 📥 910 · 📦 21 · 📋 1K - 28% open · ⏱️ 17.10.2025):
```
 git clone https://github.com/microsoft/qlib
```
PyPi (📥 16K / month · 📦 3 · ⏱️ 15.08.2025):
```
 pip install pyqlib
```

bt (🥈30 · ⭐ 2.7K) - bt - flexible backtesting for Python. MIT

GitHub (👨‍💻 35 · 🔀 450 · 📦 1.7K · 📋 350 - 23% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/pmorissette/bt
```
PyPi (📥 11K / month · 📦 15 · ⏱️ 12.04.2025):
```
 pip install bt
```
Conda (📥 110K · ⏱️ 02.10.2025):
```
 conda install -c conda-forge bt
```

Alpha Vantage (🥈27 · ⭐ 4.6K) - A python wrapper for Alpha Vantage API for financial data. MIT

GitHub (👨‍💻 44 · 🔀 760 · 📋 290 - 0% open · ⏱️ 27.07.2025):
```
 git clone https://github.com/RomelTorres/alpha_vantage
```
PyPi (📥 140K / month · 📦 35 · ⏱️ 18.07.2024):
```
 pip install alpha_vantage
```

Conda (📥 10K · ⏱️ 22.04.2025):

 conda install -c conda-forge alpha_vantage

ffn (🥈27 · ⭐ 2.4K) - ffn - a financial function library for Python. MIT

GitHub (👨‍💻 36 · 🔀 330 · 📦 580 · 📋 140 - 17% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/pmorissette/ffn
```
PyPi (📥 25K / month · 📦 22 · ⏱️ 11.02.2025):
```
 pip install ffn
```
Conda (📥 26K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge ffn
```

stockstats (🥉26 · ⭐ 1.4K) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3

GitHub (👨‍💻 10 · 🔀 310 · 📦 1.3K · 📋 130 - 10% open · ⏱️ 18.05.2025):
```
 git clone https://github.com/jealous/stockstats
```
PyPi (📥 51K / month · 📦 14 · ⏱️ 18.05.2025):
```
 pip install stockstats
```

tf-quant-finance (🥉21 · ⭐ 5K · 💤) - High-performance TensorFlow library for quantitative.. Apache-2

GitHub (👨‍💻 48 · 🔀 630 · 📋 65 - 56% open · ⏱️ 21.03.2025):
```
 git clone https://github.com/google/tf-quant-finance
```
PyPi (📥 410 / month · 📦 3 · ⏱️ 19.08.2022):
```
 pip install tf-quant-finance
```

finmarketpy (🥉21 · ⭐ 3.7K · 💤) - Python library for backtesting trading strategies &.. Apache-2

GitHub (👨‍💻 19 · 🔀 510 · 📥 57 · 📦 16 · 📋 35 - 88% open · ⏱️ 10.03.2025):
```
 git clone https://github.com/cuemacro/finmarketpy
```
PyPi (📥 340 / month · ⏱️ 10.03.2025):
```
 pip install finmarketpy
```

Show 17 hidden projects...

arch (🥇33 · ⭐ 1.5K) - ARCH models in Python. ❗Unlicensed
zipline (🥇32 · ⭐ 19K · 💀) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2
ta (🥇32 · ⭐ 4.8K · 💀) - Technical Analysis Library using Pandas and Numpy. MIT
pyfolio (🥈31 · ⭐ 6.1K · 💀) - Portfolio and risk analytics in Python. Apache-2
backtrader (🥈29 · ⭐ 19K · 💀) - Python Backtesting library for trading strategies. ❗️GPL-3.0
IB-insync (🥈28 · ⭐ 3.1K · 💀) - Python sync/async framework for Interactive Brokers API. BSD-2
Alphalens (🥈27 · ⭐ 4K · 💀) - Performance analysis of predictive (alpha) stock factors. Apache-2
Enigma Catalyst (🥈27 · ⭐ 2.5K · 💀) - An Algorithmic Trading Library for Crypto-Assets in.. Apache-2
empyrical (🥈27 · ⭐ 1.4K · 💀) - Common financial risk and performance metrics. Used by.. Apache-2
Backtesting.py (🥉26 · ⭐ 7.4K) - Backtest trading strategies in Python. ❗️AGPL-3.0
TensorTrade (🥉26 · ⭐ 5.6K · 💀) - An open source reinforcement learning framework for.. Apache-2
PyAlgoTrade (🥉25 · ⭐ 4.6K · 💀) - Python Algorithmic Trading Library. Apache-2
FinTA (🥉24 · ⭐ 2.2K · 💀) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
Crypto Signals (🥉22 · ⭐ 5.4K · 💀) - Github.com/CryptoSignal - Trading & Technical Analysis Bot -.. MIT
FinQuant (🥉22 · ⭐ 1.6K · 💀) - 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 (🥉9 · ⭐ 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 (🥇41 · ⭐ 9.3K) - A unified framework for machine learning with time series. BSD-3

GitHub (👨‍💻 520 · 🔀 1.7K · 📥 110 · 📦 4.7K · 📋 3.1K - 39% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/alan-turing-institute/sktime
```
PyPi (📥 1M / month · 📦 160 · ⏱️ 25.09.2025):
```
 pip install sktime
```

Conda (📥 1.2M · ⏱️ 18.09.2025):

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

Prophet (🥇34 · ⭐ 20K) - Tool for producing high quality forecasts for time series data that has.. MIT

GitHub (👨‍💻 190 · 🔀 4.6K · 📥 3.2K · 📦 21 · 📋 2.2K - 20% open · ⏱️ 21.10.2025):
```
 git clone https://github.com/facebook/prophet
```
PyPi (📥 84K / month · 📦 91 · ⏱️ 05.09.2020):
```
 pip install fbprophet
```
Conda (📥 1.5M · ⏱️ 22.10.2025):
```
 conda install -c conda-forge prophet
```

StatsForecast (🥇34 · ⭐ 4.6K) - Lightning fast forecasting with statistical and econometric.. Apache-2

GitHub (👨‍💻 56 · 🔀 340 · 📦 2K · 📋 400 - 34% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/Nixtla/statsforecast
```
PyPi (📥 990K / month · 📦 91 · ⏱️ 29.10.2025):
```
 pip install statsforecast
```

Conda (📥 220K · ⏱️ 30.10.2025):

 conda install -c conda-forge statsforecast

tslearn (🥈33 · ⭐ 3.1K) - The machine learning toolkit for time series analysis in Python. BSD-2

GitHub (👨‍💻 46 · 🔀 350 · 📦 1.9K · 📋 380 - 38% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/tslearn-team/tslearn
```
PyPi (📥 400K / month · 📦 110 · ⏱️ 02.07.2025):
```
 pip install tslearn
```
Conda (📥 1.7M · ⏱️ 03.07.2025):
```
 conda install -c conda-forge tslearn
```

skforecast (🥈33 · ⭐ 1.4K) - Time series forecasting with machine learning models. BSD-3

GitHub (👨‍💻 23 · 🔀 170 · 📦 490 · 📋 210 - 8% open · ⏱️ 22.09.2025):
```
 git clone https://github.com/JoaquinAmatRodrigo/skforecast
```
PyPi (📥 96K / month · 📦 18 · ⏱️ 22.09.2025):
```
 pip install skforecast
```

Darts (🥈32 · ⭐ 9K) - A python library for user-friendly forecasting and anomaly detection on.. Apache-2

GitHub (👨‍💻 140 · 🔀 970 · 📋 1.8K - 13% open · ⏱️ 26.10.2025):
```
 git clone https://github.com/unit8co/darts
```
PyPi (📥 86K / month · 📦 10 · ⏱️ 03.10.2025):
```
 pip install u8darts
```

Conda (📥 94K · ⏱️ 05.10.2025):

 conda install -c conda-forge u8darts-all

Docker Hub (📥 2.1K · ⏱️ 03.10.2025):
```
 docker pull unit8/darts
```

pytorch-forecasting (🥈32 · ⭐ 4.6K) - Time series forecasting with PyTorch. MIT

GitHub (👨‍💻 79 · 🔀 710 · 📦 670 · 📋 920 - 59% open · ⏱️ 19.10.2025):
```
 git clone https://github.com/jdb78/pytorch-forecasting
```
PyPi (📥 270K / month · 📦 27 · ⏱️ 10.10.2025):
```
 pip install pytorch-forecasting
```

Conda (📥 87K · ⏱️ 05.07.2025):

 conda install -c conda-forge pytorch-forecasting

pmdarima (🥈32 · ⭐ 1.7K · 💤) - A statistical library designed to fill the void in Pythons time.. MIT

GitHub (👨‍💻 23 · 🔀 250 · 📦 13K · 📋 340 - 19% open · ⏱️ 07.11.2024):
```
 git clone https://github.com/alkaline-ml/pmdarima
```
PyPi (📥 7.5M / month · 📦 150 · ⏱️ 23.10.2023):
```
 pip install pmdarima
```
Conda (📥 1.4M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pmdarima
```

tsfresh (🥈31 · ⭐ 9K) - Automatic extraction of relevant features from time series:. MIT

GitHub (👨‍💻 100 · 🔀 1.3K · 📦 21 · 📋 550 - 12% open · ⏱️ 30.08.2025):
```
 git clone https://github.com/blue-yonder/tsfresh
```
PyPi (📥 340K / month · 📦 120 · ⏱️ 30.08.2025):
```
 pip install tsfresh
```
Conda (📥 1.5M · ⏱️ 31.08.2025):
```
 conda install -c conda-forge tsfresh
```

STUMPY (🥈30 · ⭐ 4K) - STUMPY is a powerful and scalable Python library for modern time series.. BSD-3

GitHub (👨‍💻 41 · 🔀 340 · 📦 1.6K · 📋 540 - 13% open · ⏱️ 02.09.2025):
```
 git clone https://github.com/TDAmeritrade/stumpy
```
PyPi (📥 380K / month · 📦 30 · ⏱️ 09.07.2024):
```
 pip install stumpy
```
Conda (📥 1.1M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge stumpy
```

NeuralForecast (🥈30 · ⭐ 3.8K) - Scalable and user friendly neural forecasting algorithms. Apache-2

GitHub (👨‍💻 55 · 🔀 450 · 📋 650 - 17% open · ⏱️ 01.10.2025):
```
 git clone https://github.com/Nixtla/neuralforecast
```
PyPi (📥 160K / month · 📦 30 · ⏱️ 01.10.2025):
```
 pip install neuralforecast
```

Conda (📥 47K · ⏱️ 06.10.2025):

 conda install -c conda-forge neuralforecast

GluonTS (🥈29 · ⭐ 5K) - Probabilistic time series modeling in Python. Apache-2

GitHub (👨‍💻 120 · 🔀 790 · 📋 970 - 34% open · ⏱️ 14.08.2025):
```
 git clone https://github.com/awslabs/gluon-ts
```
PyPi (📥 1.9M / month · 📦 41 · ⏱️ 27.06.2025):
```
 pip install gluonts
```
Conda (📥 3.2K · ⏱️ 22.04.2025):
```
 conda install -c anaconda gluonts
```

Streamz (🥉28 · ⭐ 1.3K · 💤) - Real-time stream processing for python. BSD-3

GitHub (👨‍💻 49 · 🔀 150 · 📦 570 · 📋 270 - 44% open · ⏱️ 22.11.2024):
```
 git clone https://github.com/python-streamz/streamz
```
PyPi (📥 26K / month · 📦 57 · ⏱️ 27.07.2022):
```
 pip install streamz
```
Conda (📥 2.9M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge streamz
```

pyts (🥉27 · ⭐ 1.9K) - A Python package for time series classification. BSD-3

GitHub (👨‍💻 15 · 🔀 180 · 📦 900 · 📋 88 - 59% open · ⏱️ 18.06.2025):
```
 git clone https://github.com/johannfaouzi/pyts
```
PyPi (📥 190K / month · 📦 45 · ⏱️ 18.06.2023):
```
 pip install pyts
```
Conda (📥 35K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pyts
```

TSFEL (🥉26 · ⭐ 1.1K) - An intuitive library to extract features from time series. BSD-3

GitHub (👨‍💻 21 · 🔀 150 · 📦 220 · 📋 87 - 5% open · ⏱️ 20.08.2025):
```
 git clone https://github.com/fraunhoferportugal/tsfel
```
PyPi (📥 9.4K / month · 📦 14 · ⏱️ 20.08.2025):
```
 pip install tsfel
```

greykite (🥉22 · ⭐ 1.8K · 💤) - A flexible, intuitive and fast forecasting library. BSD-2

GitHub (👨‍💻 10 · 🔀 110 · 📥 39 · 📦 47 · 📋 110 - 11% open · ⏱️ 20.02.2025):
```
 git clone https://github.com/linkedin/greykite
```
PyPi (📥 11K / month · ⏱️ 20.02.2025):
```
 pip install greykite
```

Show 13 hidden projects...

NeuralProphet (🥉26 · ⭐ 4.2K · 💀) - NeuralProphet: A simple forecasting package. MIT
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 · ⭐ 1.2K · 💀) - A Python toolkit for rule-based/unsupervised anomaly detection in.. MPL-2.0
seglearn (🥉21 · ⭐ 580 · 💀) - Python module for machine learning time series:. BSD-3
pydlm (🥉21 · ⭐ 480 · 💀) - A python library for Bayesian time series modeling. BSD-3
tick (🥉20 · ⭐ 520 · 💀) - Module for statistical learning, with a particular emphasis on time-.. BSD-3
matrixprofile-ts (🥉19 · ⭐ 740 · 💀) - A Python library for detecting patterns and anomalies.. Apache-2
tsflex (🥉19 · ⭐ 430 · 💀) - Flexible time series feature extraction & processing. MIT
Auto TS (🥉17 · ⭐ 760 · 💀) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost.. Apache-2
tsaug (🥉15 · ⭐ 360 · 💀) - A Python package for time series augmentation. Apache-2
atspy (🥉14 · ⭐ 520 · 💀) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT
tslumen (🥉8 · ⭐ 71 · 💀) - 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.

Nilearn (🥇38 · ⭐ 1.3K) - Machine learning for NeuroImaging in Python. BSD-3

GitHub (👨‍💻 260 · 🔀 610 · 📥 410 · 📦 4.4K · 📋 2.4K - 12% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/nilearn/nilearn
```
PyPi (📥 270K / month · 📦 350 · ⏱️ 03.09.2025):
```
 pip install nilearn
```
Conda (📥 400K · ⏱️ 04.09.2025):
```
 conda install -c conda-forge nilearn
```

MONAI (🥇37 · ⭐ 7K) - AI Toolkit for Healthcare Imaging. Apache-2

GitHub (👨‍💻 240 · 🔀 1.3K · 📦 4.5K · 📋 3.3K - 14% open · ⏱️ 10.10.2025):
```
 git clone https://github.com/Project-MONAI/MONAI
```
PyPi (📥 320K / month · 📦 200 · ⏱️ 22.09.2025):
```
 pip install monai
```
Conda (📥 60K · ⏱️ 22.09.2025):
```
 conda install -c conda-forge monai
```

MNE (🥇37 · ⭐ 3.1K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3

GitHub (👨‍💻 410 · 🔀 1.4K · 📋 5.1K - 11% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/mne-tools/mne-python
```
PyPi (📥 280K / month · 📦 530 · ⏱️ 14.10.2025):
```
 pip install mne
```
Conda (📥 620K · ⏱️ 14.10.2025):
```
 conda install -c conda-forge mne
```

Hail (🥈34 · ⭐ 1K) - Cloud-native genomic dataframes and batch computing. MIT

GitHub (👨‍💻 100 · 🔀 260 · 📦 170 · 📋 2.6K - 11% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/hail-is/hail
```
PyPi (📥 110K / month · 📦 44 · ⏱️ 09.09.2025):
```
 pip install hail
```

NiBabel (🥈34 · ⭐ 740) - Python package to access a cacophony of neuro-imaging file formats. MIT

GitHub (👨‍💻 110 · 🔀 260 · 📦 30K · 📋 550 - 23% open · ⏱️ 21.10.2025):
```
 git clone https://github.com/nipy/nibabel
```
PyPi (📥 910K / month · 📦 1.2K · ⏱️ 23.10.2024):
```
 pip install nibabel
```
Conda (📥 1M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge nibabel
```

NIPYPE (🥈33 · ⭐ 790) - Workflows and interfaces for neuroimaging packages. Apache-2

GitHub (👨‍💻 260 · 🔀 530 · 📦 7.2K · 📋 1.4K - 30% open · ⏱️ 28.04.2025):
```
 git clone https://github.com/nipy/nipype
```
PyPi (📥 360K / month · 📦 150 · ⏱️ 19.03.2025):
```
 pip install nipype
```
Conda (📥 990K · ⏱️ 05.05.2025):
```
 conda install -c conda-forge nipype
```

Lifelines (🥈32 · ⭐ 2.5K · 💤) - Survival analysis in Python. MIT

GitHub (👨‍💻 120 · 🔀 560 · 📦 4.2K · 📋 980 - 27% open · ⏱️ 29.10.2024):
```
 git clone https://github.com/CamDavidsonPilon/lifelines
```
PyPi (📥 1.5M / month · 📦 160 · ⏱️ 29.10.2024):
```
 pip install lifelines
```

Conda (📥 500K · ⏱️ 22.04.2025):

 conda install -c conda-forge lifelines

DeepVariant (🥉27 · ⭐ 3.5K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3

GitHub (👨‍💻 41 · 🔀 760 · 📥 4.9K · 📦 4 · 📋 960 - 0% open · ⏱️ 10.09.2025):
```
 git clone https://github.com/google/deepvariant
```
Conda (📥 79K · ⏱️ 24.05.2025):
```
 conda install -c bioconda deepvariant
```

Brainiak (🥉19 · ⭐ 360 · 💤) - Brain Imaging Analysis Kit. Apache-2

GitHub (👨‍💻 35 · 🔀 140 · 📋 230 - 38% open · ⏱️ 06.01.2025):
```
 git clone https://github.com/brainiak/brainiak
```
PyPi (📥 1.3K / month · ⏱️ 07.01.2025):
```
 pip install brainiak
```
Docker Hub (📥 2K · ⭐ 1 · ⏱️ 07.01.2025):
```
 docker pull brainiak/brainiak
```

Show 10 hidden projects...

DIPY (🥈31 · ⭐ 790) - DIPY is the paragon 3D/4D+ medical imaging library in Python... ❗Unlicensed
NiftyNet (🥉24 · ⭐ 1.4K · 💀) - [unmaintained] An open-source convolutional neural.. Apache-2
NIPY (🥉24 · ⭐ 400 · 💤) - Neuroimaging in Python FMRI analysis package. ❗Unlicensed
MedPy (🥉23 · ⭐ 610 · 💀) - Medical image processing in Python. ❗️GPL-3.0
DLTK (🥉20 · ⭐ 1.4K · 💀) - Deep Learning Toolkit for Medical Image Analysis. Apache-2
Glow (🥉19 · ⭐ 290 · 💤) - An open-source toolkit for large-scale genomic analysis. Apache-2
MedicalTorch (🥉17 · ⭐ 870 · 💀) - A medical imaging framework for Pytorch. Apache-2
Medical Detection Toolkit (🥉14 · ⭐ 1.3K · 💀) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2
DeepNeuro (🥉14 · ⭐ 130 · 💀) - A deep learning python package for neuroimaging data. Made by:. MIT
MedicalNet (🥉12 · ⭐ 2.1K · 💀) - Many studies have shown that the performance on deep learning is.. MIT

Tabular Data

Libraries for processing tabular and structured data.

skrub (🥇30 · ⭐ 1.5K) - Machine learning with dataframes. BSD-3

GitHub (👨‍💻 82 · 🔀 170 · 📦 100 · 📋 580 - 21% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/skrub-data/skrub
```
PyPi (📥 45K / month · 📦 20 · ⏱️ 25.09.2025):
```
 pip install skrub
```

pytorch_tabular (🥈23 · ⭐ 1.6K) - A standard framework for modelling Deep Learning Models.. MIT

GitHub (👨‍💻 27 · 🔀 160 · 📥 64 · 📋 180 - 5% open · ⏱️ 19.04.2025):
```
 git clone https://github.com/manujosephv/pytorch_tabular
```
PyPi (📥 5.5K / month · 📦 9 · ⏱️ 28.11.2024):
```
 pip install pytorch_tabular
```

upgini (🥈21 · ⭐ 350) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3

GitHub (👨‍💻 14 · 🔀 25 · 📦 9 · ⏱️ 28.10.2025):
```
 git clone https://github.com/upgini/upgini
```
PyPi (📥 5.9K / month · ⏱️ 28.10.2025):
```
 pip install upgini
```

Show 3 hidden projects...

miceforest (🥈21 · ⭐ 390) - Multiple Imputation with LightGBM in Python. ❗Unlicensed
carefree-learn (🥉18 · ⭐ 410 · 💀) - Deep Learning PyTorch. MIT
deltapy (🥉13 · ⭐ 550 · 💀) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT

Optical Character Recognition

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

PaddleOCR (🥇44 · ⭐ 62K) - Turn any PDF or image document into structured data for your.. Apache-2

GitHub (👨‍💻 320 · 🔀 9.2K · 📥 2M · 📦 6.2K · 📋 10K - 1% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/PaddlePaddle/PaddleOCR
```
PyPi (📥 750K / month · 📦 210 · ⏱️ 29.10.2025):
```
 pip install paddleocr
```

OCRmyPDF (🥇37 · ⭐ 32K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0

GitHub (👨‍💻 120 · 🔀 2.2K · 📥 15K · 📦 1.4K · 📋 1.3K - 11% open · ⏱️ 25.10.2025):
```
 git clone https://github.com/ocrmypdf/OCRmyPDF
```
PyPi (📥 400K / month · 📦 58 · ⏱️ 16.10.2025):
```
 pip install ocrmypdf
```
Conda (📥 110K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge ocrmypdf
```

Tesseract (🥈32 · ⭐ 6.2K · 💤) - Python-tesseract is an optical character recognition (OCR).. Apache-2

GitHub (👨‍💻 50 · 🔀 730 · 📋 370 - 3% open · ⏱️ 17.02.2025):
```
 git clone https://github.com/madmaze/pytesseract
```
PyPi (📥 5.6M / month · 📦 970 · ⏱️ 16.08.2024):
```
 pip install pytesseract
```

Conda (📥 690K · ⏱️ 22.04.2025):

 conda install -c conda-forge pytesseract

tesserocr (🥈32 · ⭐ 2.1K) - A Python wrapper for the tesseract-ocr API. MIT

GitHub (👨‍💻 34 · 🔀 260 · 📥 1.2K · 📦 1.3K · 📋 290 - 14% open · ⏱️ 10.10.2025):
```
 git clone https://github.com/sirfz/tesserocr
```
PyPi (📥 210K / month · 📦 56 · ⏱️ 10.10.2025):
```
 pip install tesserocr
```

Conda (📥 290K · ⏱️ 22.04.2025):

 conda install -c conda-forge tesserocr

MMOCR (🥉27 · ⭐ 4.7K · 💤) - OpenMMLab Text Detection, Recognition and Understanding Toolbox. Apache-2

GitHub (👨‍💻 90 · 🔀 770 · 📦 240 · 📋 930 - 20% open · ⏱️ 27.11.2024):
```
 git clone https://github.com/open-mmlab/mmocr
```
PyPi (📥 6K / month · 📦 4 · ⏱️ 05.05.2022):
```
 pip install mmocr
```

keras-ocr (🥉25 · ⭐ 1.5K) - A packaged and flexible version of the CRAFT text detector and.. MIT

GitHub (👨‍💻 19 · 🔀 340 · 📥 2.1M · 📦 720 · 📋 220 - 46% open · ⏱️ 22.09.2025):
```
 git clone https://github.com/faustomorales/keras-ocr
```
PyPi (📥 18K / month · 📦 8 · ⏱️ 06.11.2023):
```
 pip install keras-ocr
```
Conda (📥 450 · ⏱️ 22.04.2025):
```
 conda install -c anaconda keras-ocr
```

Show 6 hidden projects...

EasyOCR (🥈34 · ⭐ 28K · 💀) - Ready-to-use OCR with 80+ supported languages and all popular.. Apache-2
calamari (🥉22 · ⭐ 1.2K) - 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 · ⭐ 690 · 💀) - 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 ( ⭐ 4.2K) - 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 ( ⭐ 4.2K) - 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 ( ⭐ 2.6K) - 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 ( ⭐ 4.2K) - Libraries for data batch- and stream-processing,..

Show 1 hidden projects...

pyclugen (🥇10 · ⭐ 10) - Multidimensional cluster generation in Python. MIT

Distributed Machine Learning

Libraries that provide capabilities to distrib

lukasmasuch/best-of-ml-python