GitHub - ml-tooling/best-of-ml-python: 🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.

Best-of Machine Learning with Python

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

This curated list contains 910 awesome open-source projects with a total of 3.5M stars grouped into 34 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

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Machine Learning Frameworks 58 projects
Data Visualization 54 projects
Text Data & NLP 100 projects
Image Data 64 projects
Graph Data 36 projects
Audio Data 29 projects
Geospatial Data 22 projects
Financial Data 25 projects
Time Series Data 28 projects
Medical Data 20 projects
Tabular Data 5 projects
Optical Character Recognition 12 projects
Data Containers & Structures 1 projects
Data Loading & Extraction 1 projects
Web Scraping & Crawling 1 projects
Data Pipelines & Streaming 1 projects
Distributed Machine Learning 36 projects
Hyperparameter Optimization & AutoML 52 projects
Reinforcement Learning 23 projects
Recommender Systems 17 projects
Privacy Machine Learning 7 projects
Workflow & Experiment Tracking 39 projects
Model Serialization & Deployment 20 projects
Model Interpretability 54 projects
Vector Similarity Search (ANN) 12 projects
Probabilistics & Statistics 23 projects
Adversarial Robustness 9 projects
GPU & Accelerator Utilities 20 projects
Tensorflow Utilities 16 projects
Jax Utilities 3 projects
Sklearn Utilities 19 projects
Pytorch Utilities 32 projects
Database Clients 1 projects
Others 65 projects

Explanation

🥇🥈🥉 Combined project-quality score
⭐️ Star count from GitHub
🐣 New project (less than 6 months old)
💤 Inactive project (6 months no activity)
💀 Dead project (12 months no activity)
📈📉 Project is trending up or down
➕ Project was recently added
❗️ Warning (e.g. missing/risky license)
👨‍💻 Contributors count from GitHub
🔀 Fork count from GitHub
📋 Issue count from GitHub
⏱️ Last update timestamp on package manager
📥 Download count from package manager
📦 Number of dependent projects
Tensorflow related project
Sklearn related project
PyTorch related project
MxNet related project
Apache Spark related project
Jupyter related project
PaddlePaddle related project
Pandas related project
Jax related project

Machine Learning Frameworks

General-purpose machine learning and deep learning frameworks.

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

GitHub (👨‍💻 4.2K · 🔀 87K · 📦 230K · 📋 36K - 6% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/tensorflow/tensorflow
```
PyPi (📥 15M / month · 📦 14K · ⏱️ 18.11.2022):
```
 pip install tensorflow
```

Conda (📥 3.8M · ⏱️ 25.09.2022):

 conda install -c conda-forge tensorflow

Docker Hub (📥 70M · ⭐ 2.1K · ⏱️ 01.12.2022):
```
 docker pull tensorflow/tensorflow
```

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

GitHub (👨‍💻 2.8K · 🔀 24K · 📥 830 · 📦 420K · 📋 10K - 20% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/scikit-learn/scikit-learn
```
PyPi (📥 34M / month · 📦 26K · ⏱️ 05.08.2022):
```
 pip install scikit-learn
```

Conda (📥 17M · ⏱️ 29.11.2022):

 conda install -c conda-forge scikit-learn

PyTorch (🥇50 · ⭐ 61K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3

GitHub (👨‍💻 3.7K · 🔀 17K · 📥 8.4K · 📋 30K - 34% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/pytorch/pytorch
```
PyPi (📥 8.7M / month · 📦 7.6K · ⏱️ 28.06.2022):
```
 pip install torch
```
Conda (📥 21M · ⏱️ 26.10.2022):
```
 conda install -c pytorch pytorch
```

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

GitHub (👨‍💻 1.1K · 🔀 19K · 📋 12K - 2% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/keras-team/keras
```
PyPi (📥 9.6M / month · 📦 330 · ⏱️ 13.05.2022):
```
 pip install keras
```
Conda (📥 2.7M · ⏱️ 21.11.2022):
```
 conda install -c conda-forge keras
```

PySpark (🥇44 · ⭐ 34K · 📈) - Apache Spark Python API. Apache-2

GitHub (👨‍💻 2.8K · 🔀 26K · ⏱️ 01.12.2022):
```
 git clone https://github.com/apache/spark
```
PyPi (📥 27M / month · 📦 840 · ⏱️ 15.06.2022):
```
 pip install pyspark
```
Conda (📥 2.2M · ⏱️ 25.10.2022):
```
 conda install -c conda-forge pyspark
```

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

GitHub (👨‍💻 580 · 🔀 8.5K · 📥 5.5K · 📦 40K · 📋 4.7K - 7% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/dmlc/xgboost
```
PyPi (📥 8.6M / month · 📦 1.4K · ⏱️ 09.05.2022):
```
 pip install xgboost
```
Conda (📥 3.4M · ⏱️ 07.11.2022):
```
 conda install -c conda-forge xgboost
```

jax (🥇44 · ⭐ 21K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2

GitHub (👨‍💻 480 · 🔀 2K · 📦 6.2K · 📋 4K - 30% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/google/jax
```
PyPi (📥 640K / month · 📦 320 · ⏱️ 28.06.2022):
```
 pip install jax
```
Conda (📥 540K · ⏱️ 16.11.2022):
```
 conda install -c conda-forge jaxlib
```

StatsModels (🥇44 · ⭐ 8K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3

GitHub (👨‍💻 400 · 🔀 2.6K · 📥 26 · 📦 74K · 📋 5K - 48% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/statsmodels/statsmodels
```
PyPi (📥 9.5M / month · 📦 4.7K · ⏱️ 08.02.2022):
```
 pip install statsmodels
```

Conda (📥 8M · ⏱️ 04.11.2022):

 conda install -c conda-forge statsmodels

LightGBM (🥈43 · ⭐ 14K · 📈) - A fast, distributed, high performance gradient boosting (GBT, GBDT,.. MIT

GitHub (👨‍💻 280 · 🔀 3.6K · 📥 170K · 📦 17K · 📋 2.9K - 8% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/microsoft/LightGBM
```
PyPi (📥 6.6M / month · 📦 640 · ⏱️ 07.01.2022):
```
 pip install lightgbm
```
Conda (📥 1.4M · ⏱️ 28.10.2022):
```
 conda install -c conda-forge lightgbm
```

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

GitHub (👨‍💻 880 · 🔀 4.8K · 📥 15K · 📦 170 · 📋 17K - 18% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/PaddlePaddle/Paddle
```
PyPi (📥 95K / month · 📦 50 · ⏱️ 05.07.2022):
```
 pip install paddlepaddle
```

Fastai (🥈40 · ⭐ 23K) - The fastai deep learning library. Apache-2

GitHub (👨‍💻 650 · 🔀 7.3K · 📦 12K · 📋 1.7K - 7% open · ⏱️ 02.11.2022):
```
 git clone https://github.com/fastai/fastai
```
PyPi (📥 350K / month · 📦 300 · ⏱️ 04.07.2022):
```
 pip install fastai
```

pytorch-lightning (🥈40 · ⭐ 21K) - Build and train PyTorch models and connect them to.. Apache-2

GitHub (👨‍💻 800 · 🔀 2.7K · 📥 9.5K · 📦 120 · 📋 5.7K - 11% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/Lightning-AI/lightning
```
PyPi (📥 3M / month · 📦 400 · ⏱️ 01.06.2022):
```
 pip install pytorch-lightning
```

Conda (📥 620K · ⏱️ 23.09.2022):

 conda install -c conda-forge pytorch-lightning

Catboost (🥈40 · ⭐ 6.8K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2

GitHub (👨‍💻 1K · 🔀 1.1K · 📥 100K · 📋 1.9K - 23% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/catboost/catboost
```
PyPi (📥 2.5M / month · 📦 240 · ⏱️ 19.05.2022):
```
 pip install catboost
```
Conda (📥 1.2M · ⏱️ 01.11.2022):
```
 conda install -c conda-forge catboost
```

Jina (🥈39 · ⭐ 17K) - The most advanced MLOps platform for multimodal AI on the cloud Neural.. Apache-2

GitHub (👨‍💻 160 · 🔀 2K · 📦 400 · 📋 1.7K - 1% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/jina-ai/jina
```
PyPi (📥 71K / month · 📦 2 · ⏱️ 06.07.2022):
```
 pip install jina
```

Conda (📥 32K · ⏱️ 16.08.2022):

 conda install -c conda-forge jina-core

Docker Hub (📥 1.2M · ⭐ 7 · ⏱️ 30.11.2022):
```
 docker pull jinaai/jina
```

PyFlink (🥈37 · ⭐ 20K) - Apache Flink Python API. Apache-2

GitHub (👨‍💻 1.7K · 🔀 11K · ⏱️ 01.12.2022):
```
 git clone https://github.com/apache/flink
```
PyPi (📥 64K / month · 📦 16 · ⏱️ 05.07.2022):
```
 pip install apache-flink
```

MXNet (🥈37 · ⭐ 20K) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning.. Apache-2

GitHub (👨‍💻 980 · 🔀 6.9K · 📥 26K · 📋 9.5K - 18% open · ⏱️ 26.09.2022):
```
 git clone https://github.com/apache/incubator-mxnet
```
PyPi (📥 400K / month · 📦 280 · ⏱️ 17.05.2022):
```
 pip install mxnet
```
Conda (📥 8.6K · 📦 5 · ⏱️ 24.10.2022):
```
 conda install -c anaconda mxnet
```

Flax (🥈36 · ⭐ 3.8K) - Flax is a neural network library for JAX that is designed for.. Apache-2

GitHub (👨‍💻 180 · 🔀 430 · 📥 42 · 📦 1.7K · 📋 640 - 18% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/google/flax
```
PyPi (📥 240K / month · 📦 75 · ⏱️ 21.06.2022):
```
 pip install flax
```
Conda (📥 15K · ⏱️ 04.10.2022):
```
 conda install -c conda-forge flax
```

Thinc (🥈36 · ⭐ 2.6K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT

GitHub (👨‍💻 56 · 🔀 260 · 📦 25K · 📋 140 - 18% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/explosion/thinc
```
PyPi (📥 4M / month · 📦 620 · ⏱️ 22.06.2022):
```
 pip install thinc
```
Conda (📥 2.3M · ⏱️ 15.11.2022):
```
 conda install -c conda-forge thinc
```

Vowpal Wabbit (🥈35 · ⭐ 8.1K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3

GitHub (👨‍💻 320 · 🔀 1.8K · 📋 1.2K - 12% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/VowpalWabbit/vowpal_wabbit
```
PyPi (📥 110K / month · 📦 31 · ⏱️ 06.04.2022):
```
 pip install vowpalwabbit
```

Conda (📥 92K · ⏱️ 09.11.2022):

 conda install -c conda-forge vowpalwabbit

Chainer (🥈34 · ⭐ 5.7K) - A flexible framework of neural networks for deep learning. MIT

GitHub (👨‍💻 320 · 🔀 1.4K · 📦 2.8K · 📋 2K - 0% open · ⏱️ 17.10.2022):
```
 git clone https://github.com/chainer/chainer
```
PyPi (📥 19K / month · 📦 400 · ⏱️ 05.01.2022):
```
 pip install chainer
```
Conda (📥 11K · ⏱️ 21.01.2022):
```
 conda install -c conda-forge chainer
```

Ludwig (🥉33 · ⭐ 8.6K) - Data-centric declarative deep learning framework. Apache-2

GitHub (👨‍💻 130 · 🔀 1K · 📦 140 · 📋 890 - 25% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/ludwig-ai/ludwig
```
PyPi (📥 1.6K / month · 📦 9 · ⏱️ 25.06.2022):
```
 pip install ludwig
```

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

GitHub (👨‍💻 300 · 🔀 1.4K · 📋 1.5K - 2% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/mlpack/mlpack
```
PyPi (📥 6.7K / month · 📦 1 · ⏱️ 28.10.2020):
```
 pip install mlpack
```
Conda (📥 120K · ⏱️ 11.11.2022):
```
 conda install -c conda-forge mlpack
```

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

GitHub (👨‍💻 4.2K · 🔀 74 · 📥 20 · 📋 340 - 19% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
```
PyPi (📥 2.9K / month · 📦 5 · ⏱️ 05.06.2022):
```
 pip install tensorflow-rocm
```

ivy (🥉32 · ⭐ 7.7K) - The Unified Machine Learning Framework. Apache-2

GitHub (👨‍💻 600 · 🔀 2.6K · 📋 3.6K - 15% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/unifyai/ivy
```
PyPi (📥 230 / month · 📦 6 · ⏱️ 01.06.2022):
```
 pip install ivy-core
```

tensorpack (🥉32 · ⭐ 6.2K) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2

GitHub (👨‍💻 58 · 🔀 1.8K · 📥 140 · 📦 1.1K · 📋 1.4K - 0% open · ⏱️ 26.11.2022):
```
 git clone https://github.com/tensorpack/tensorpack
```
PyPi (📥 15K / month · 📦 46 · ⏱️ 22.01.2021):
```
 pip install tensorpack
```

Conda (📥 5.4K · ⏱️ 06.02.2022):

 conda install -c conda-forge tensorpack

einops (🥉32 · ⭐ 6.1K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT

GitHub (👨‍💻 22 · 🔀 260 · 📋 130 - 25% open · ⏱️ 09.11.2022):
```
 git clone https://github.com/arogozhnikov/einops
```
PyPi (📥 1.8M / month · 📦 260 · ⏱️ 04.03.2022):
```
 pip install einops
```
Conda (📥 52K · ⏱️ 04.03.2022):
```
 conda install -c conda-forge einops
```

Sonnet (🥉31 · ⭐ 9.4K) - TensorFlow-based neural network library. Apache-2

GitHub (👨‍💻 56 · 🔀 1.3K · 📦 940 · 📋 180 - 15% open · ⏱️ 02.11.2022):
```
 git clone https://github.com/deepmind/sonnet
```
PyPi (📥 19K / month · 📦 52 · ⏱️ 27.03.2020):
```
 pip install dm-sonnet
```
Conda (📥 19K · ⏱️ 14.11.2020):
```
 conda install -c conda-forge sonnet
```

dyNET (🥉31 · ⭐ 3.3K) - DyNet: The Dynamic Neural Network Toolkit. Apache-2

GitHub (👨‍💻 160 · 🔀 700 · 📥 8K · 📦 230 · 📋 930 - 28% open · ⏱️ 14.08.2022):
```
 git clone https://github.com/clab/dynet
```
PyPi (📥 10K / month · 📦 28 · ⏱️ 21.10.2020):
```
 pip install dyNET
```

skorch (🥉30 · ⭐ 4.9K) - A scikit-learn compatible neural network library that wraps.. BSD-3

GitHub (👨‍💻 52 · 🔀 330 · 📦 610 · 📋 460 - 11% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/skorch-dev/skorch
```
PyPi (📥 34K / month · 📦 41 · ⏱️ 31.10.2021):
```
 pip install skorch
```
Conda (📥 670K · ⏱️ 30.11.2021):
```
 conda install -c conda-forge skorch
```

Ignite (🥉30 · ⭐ 4.1K) - High-level library to help with training and evaluating neural.. BSD-3

GitHub (👨‍💻 180 · 🔀 560 · 📋 1.2K - 12% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/pytorch/ignite
```
PyPi (📥 82K / month · ⏱️ 08.11.2022):
```
 pip install pytorch-ignite
```
Conda (📥 110K · ⏱️ 05.09.2022):
```
 conda install -c pytorch ignite
```

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

GitHub (👨‍💻 69 · 🔀 320 · 📥 540 · 📋 92 - 40% open · ⏱️ 21.11.2022):
```
 git clone https://github.com/sony/nnabla
```
PyPi (📥 2.5K / month · 📦 51 · ⏱️ 19.06.2022):
```
 pip install nnabla
```

Haiku (🥉30 · ⭐ 2.3K) - JAX-based neural network library. Apache-2

GitHub (👨‍💻 68 · 🔀 190 · 📦 640 · 📋 240 - 38% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/deepmind/dm-haiku
```
PyPi (📥 120K / month · 📦 42 · ⏱️ 04.07.2022):
```
 pip install dm-haiku
```
Conda (📥 7K · ⏱️ 21.09.2022):
```
 conda install -c conda-forge dm-haiku
```

CNTK (🥉29 · ⭐ 17K) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT

GitHub (👨‍💻 270 · 🔀 4.4K · 📥 14K · 📋 3.4K - 24% open · ⏱️ 23.09.2022):
```
 git clone https://github.com/microsoft/CNTK
```
PyPi (📥 890 / month · 📦 18 · ⏱️ 09.12.2020):
```
 pip install cntk
```

ktrain (🥉29 · ⭐ 1.1K) - ktrain is a Python library that makes deep learning and AI more.. Apache-2

GitHub (👨‍💻 15 · 🔀 260 · 📦 350 · 📋 430 - 0% open · ⏱️ 08.11.2022):
```
 git clone https://github.com/amaiya/ktrain
```
PyPi (📥 20K / month · 📦 3 · ⏱️ 20.05.2022):
```
 pip install ktrain
```

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

GitHub (👨‍💻 23 · 🔀 210 · 📥 260 · 📦 54 · 📋 130 - 38% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/google/neural-tangents
```
PyPi (📥 4.8K / month · 📦 1 · ⏱️ 23.02.2022):
```
 pip install neural-tangents
```

Towhee (🥉26 · ⭐ 1.6K) - Towhee is a framework that is dedicated to making neural data.. Apache-2

GitHub (👨‍💻 29 · 🔀 180 · 📥 250 · 📋 520 - 2% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/towhee-io/towhee
```
PyPi (📥 740 / month · ⏱️ 07.07.2022):
```
 pip install towhee
```

Geomstats (🥉26 · ⭐ 860) - Computations and statistics on manifolds with geometric structures. MIT

GitHub (👨‍💻 73 · 🔀 190 · 📋 470 - 37% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/geomstats/geomstats
```
PyPi (📥 690 / month · ⏱️ 22.04.2022):
```
 pip install geomstats
```

Conda (📥 830 · ⏱️ 01.06.2022):

 conda install -c conda-forge geomstats

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

GitHub (👨‍💻 30 · 🔀 530 · 📥 3.6K · 📦 99 · 📋 310 - 62% open · ⏱️ 05.06.2022):
```
 git clone https://github.com/aksnzhy/xlearn
```
PyPi (📥 3.2K / month · 📦 12 · ⏱️ 04.12.2018):
```
 pip install xlearn
```

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

GitHub (👨‍💻 50 · 🔀 160 · 📦 13 · 📋 59 - 61% open · ⏱️ 21.10.2022):
```
 git clone https://github.com/nubank/fklearn
```
PyPi (📥 2.1K / month · ⏱️ 30.12.2021):
```
 pip install fklearn
```

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

GitHub (👨‍💻 64 · 🔀 810 · 📥 1.4K · 📋 670 - 8% open · ⏱️ 30.05.2022):
```
 git clone https://github.com/XiaoMi/mace
```

Objax (🥉22 · ⭐ 720) - Objax is a machine learning framework that provides an Object.. Apache-2

GitHub (👨‍💻 24 · 🔀 67 · 📦 25 · 📋 110 - 43% open · ⏱️ 30.08.2022):
```
 git clone https://github.com/google/objax
```
PyPi (📥 2.7K / month · 📦 3 · ⏱️ 31.01.2022):
```
 pip install objax
```

ThunderSVM (🥉20 · ⭐ 1.4K · 💤) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2

GitHub (👨‍💻 34 · 🔀 200 · 📥 2.5K · 📋 210 - 29% open · ⏱️ 09.04.2022):
```
 git clone https://github.com/Xtra-Computing/thundersvm
```
PyPi (📥 350 / month · ⏱️ 13.03.2020):
```
 pip install thundersvm
```

NeoML (🥉20 · ⭐ 700) - Machine learning framework for both deep learning and traditional.. Apache-2

GitHub (👨‍💻 33 · 🔀 110 · 📋 78 - 37% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/neoml-lib/neoml
```
PyPi (📥 69 / month · ⏱️ 31.05.2022):
```
 pip install neoml
```

chefboost (🥉19 · ⭐ 370 · 💤) - A Lightweight Decision Tree Framework supporting regular.. MIT

GitHub (👨‍💻 6 · 🔀 92 · 📦 29 · 📋 31 - 16% open · ⏱️ 21.05.2022):
```
 git clone https://github.com/serengil/chefboost
```
PyPi (📥 1.6K / month · ⏱️ 16.02.2022):
```
 pip install chefboost
```

elegy (🥉17 · ⭐ 420 · 💤) - A High Level API for Deep Learning in JAX. MIT

GitHub (👨‍💻 18 · 🔀 26 · 📋 100 - 35% open · ⏱️ 23.05.2022):
```
 git clone https://github.com/poets-ai/elegy
```
PyPi (📥 300 / month · ⏱️ 22.04.2022):
```
 pip install elegy
```

ThunderGBM (🥉16 · ⭐ 650) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2

GitHub (👨‍💻 10 · 🔀 84 · 📦 2 · 📋 75 - 44% open · ⏱️ 13.09.2022):
```
 git clone https://github.com/Xtra-Computing/thundergbm
```
PyPi (📥 110 / month · ⏱️ 01.05.2020):
```
 pip install thundergbm
```

Show 12 hidden projects...

dlib (🥈38 · ⭐ 12K) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
Theano (🥈37 · ⭐ 9.6K · 💀) - Theano was a Python library that allows you to define, optimize, and.. BSD-3
MindsDB (🥈34 · ⭐ 12K) - In-Database Machine Learning. ❗️GPL-3.0
Turi Create (🥉33 · ⭐ 11K · 💀) - Turi Create simplifies the development of custom machine.. BSD-3
TFlearn (🥉32 · ⭐ 9.6K · 💀) - Deep learning library featuring a higher-level API for TensorFlow. MIT
NuPIC (🥉28 · ⭐ 6.3K · 💀) - Numenta Platform for Intelligent Computing is an implementation.. ❗️AGPL-3.0
Lasagne (🥉28 · ⭐ 3.8K · 💀) - Lightweight library to build and train neural networks in Theano. MIT
SHOGUN (🥉26 · ⭐ 2.9K · 💀) - Unified and efficient Machine Learning. BSD-3
NeuPy (🥉25 · ⭐ 730 · 💀) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT
neon (🥉22 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2
Torchbearer (🥉21 · ⭐ 630 · 💀) - torchbearer: A model fitting library for PyTorch. MIT
StarSpace (🥉16 · ⭐ 3.8K · 💀) - Learning embeddings for classification, retrieval and ranking. MIT

Data Visualization

General-purpose and task-specific data visualization libraries.

Matplotlib (🥇49 · ⭐ 16K) - matplotlib: plotting with Python. Python-2.0

GitHub (👨‍💻 1.4K · 🔀 6.6K · 📦 670K · 📋 9.4K - 20% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/matplotlib/matplotlib
```
PyPi (📥 32M / month · 📦 55K · ⏱️ 08.10.2022):
```
 pip install matplotlib
```

Conda (📥 15M · ⏱️ 04.11.2022):

 conda install -c conda-forge matplotlib

Bokeh (🥇43 · ⭐ 17K) - Interactive Data Visualization in the browser, from Python. BSD-3

GitHub (👨‍💻 620 · 🔀 4K · 📦 170 · 📋 7.1K - 9% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/bokeh/bokeh
```
PyPi (📥 3.6M / month · 📦 3.6K · ⏱️ 05.07.2022):
```
 pip install bokeh
```
Conda (📥 9.4M · ⏱️ 15.11.2022):
```
 conda install -c conda-forge bokeh
```

Seaborn (🥇42 · ⭐ 10K) - Statistical data visualization in Python. BSD-3

GitHub (👨‍💻 180 · 🔀 1.7K · 📥 240 · 📋 2.2K - 5% open · ⏱️ 26.11.2022):
```
 git clone https://github.com/mwaskom/seaborn
```
PyPi (📥 8.4M / month · 📦 9.4K · ⏱️ 27.06.2022):
```
 pip install seaborn
```
Conda (📥 5.3M · ⏱️ 18.10.2022):
```
 conda install -c conda-forge seaborn
```

Plotly (🥇41 · ⭐ 13K) - The interactive graphing library for Python (includes Plotly Express). MIT

GitHub (👨‍💻 200 · 🔀 2.2K · 📦 13 · 📋 2.5K - 51% open · ⏱️ 27.10.2022):
```
 git clone https://github.com/plotly/plotly.py
```
PyPi (📥 8.5M / month · 📦 4.1K · ⏱️ 24.06.2022):
```
 pip install plotly
```
Conda (📥 3.4M · ⏱️ 29.10.2022):
```
 conda install -c conda-forge plotly
```
npm (📥 44K / month · 📦 4 · ⏱️ 12.01.2021):
```
 npm install plotlywidget
```

dash (🥇40 · ⭐ 18K) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript Required. MIT

GitHub (👨‍💻 130 · 🔀 1.8K · 📦 38K · 📋 1.4K - 49% open · ⏱️ 07.11.2022):
```
 git clone https://github.com/plotly/dash
```
PyPi (📥 1.1M / month · 📦 1.2K · ⏱️ 13.06.2022):
```
 pip install dash
```
Conda (📥 720K · ⏱️ 03.11.2022):
```
 conda install -c conda-forge dash
```

pandas-profiling (🥇39 · ⭐ 9.9K) - Create HTML profiling reports from pandas DataFrame.. MIT

GitHub (👨‍💻 100 · 🔀 1.4K · 📦 9.8K · 📋 630 - 21% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/ydataai/pandas-profiling
```
PyPi (📥 1M / month · 📦 160 · ⏱️ 27.09.2021):
```
 pip install pandas-profiling
```

Conda (📥 310K · ⏱️ 23.11.2022):

 conda install -c conda-forge pandas-profiling

Altair (🥇39 · ⭐ 7.9K) - Declarative statistical visualization library for Python. BSD-3

GitHub (👨‍💻 140 · 🔀 700 · 📦 38K · 📋 1.7K - 14% open · ⏱️ 27.11.2022):
```
 git clone https://github.com/altair-viz/altair
```
PyPi (📥 9M / month · 📦 340 · ⏱️ 29.12.2021):
```
 pip install altair
```
Conda (📥 1.5M · ⏱️ 29.12.2021):
```
 conda install -c conda-forge altair
```

PyQtGraph (🥈36 · ⭐ 3K) - Fast data visualization and GUI tools for scientific / engineering.. MIT

GitHub (👨‍💻 240 · 🔀 970 · 📋 1.1K - 29% open · ⏱️ 26.11.2022):
```
 git clone https://github.com/pyqtgraph/pyqtgraph
```
PyPi (📥 150K / month · 📦 820 · ⏱️ 04.03.2022):
```
 pip install pyqtgraph
```

Conda (📥 330K · ⏱️ 03.10.2022):

 conda install -c conda-forge pyqtgraph

pyecharts (🥈35 · ⭐ 13K) - Python Echarts Plotting Library. MIT

GitHub (👨‍💻 31 · 🔀 2.7K · 📦 2.6K · 📋 1.6K - 2% open · ⏱️ 30.08.2022):
```
 git clone https://github.com/pyecharts/pyecharts
```
PyPi (📥 75K / month · 📦 220 · ⏱️ 16.11.2021):
```
 pip install pyecharts
```

UMAP (🥈35 · ⭐ 5.9K) - Uniform Manifold Approximation and Projection. BSD-3

GitHub (👨‍💻 110 · 🔀 690 · 📦 6.8K · 📋 670 - 54% open · ⏱️ 11.11.2022):
```
 git clone https://github.com/lmcinnes/umap
```
PyPi (📥 810K / month · 📦 330 · ⏱️ 13.04.2022):
```
 pip install umap-learn
```

Conda (📥 1.5M · ⏱️ 14.04.2022):

 conda install -c conda-forge umap-learn

HoloViews (🥈35 · ⭐ 2.3K) - With Holoviews, your data visualizes itself. BSD-3

GitHub (👨‍💻 130 · 🔀 360 · 📋 2.9K - 32% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/holoviz/holoviews
```
PyPi (📥 510K / month · 📦 220 · ⏱️ 07.07.2022):
```
 pip install holoviews
```

Conda (📥 990K · ⏱️ 04.11.2022):

 conda install -c conda-forge holoviews

npm (📥 1.1K / month · ⏱️ 24.05.2020):
```
 npm install @pyviz/jupyterlab_pyviz
```

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

GitHub (👨‍💻 180 · 🔀 600 · 📦 920 · 📋 1.4K - 22% open · ⏱️ 14.11.2022):
```
 git clone https://github.com/vispy/vispy
```
PyPi (📥 50K / month · 📦 100 · ⏱️ 04.07.2022):
```
 pip install vispy
```
Conda (📥 320K · ⏱️ 14.11.2022):
```
 conda install -c conda-forge vispy
```
npm (📥 11 / month · ⏱️ 15.03.2020):
```
 npm install vispy
```

FiftyOne (🥈34 · ⭐ 2.2K) - Visualize, create, and debug image and video datasets.. Apache-2

GitHub (👨‍💻 64 · 🔀 260 · 📦 210 · 📋 1.1K - 35% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/voxel51/fiftyone
```
PyPi (📥 34K / month · 📦 2 · ⏱️ 24.06.2022):
```
 pip install fiftyone
```

Graphviz (🥈34 · ⭐ 1.3K) - Simple Python interface for Graphviz. MIT

GitHub (👨‍💻 19 · 🔀 180 · 📦 37K · 📋 150 - 4% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/xflr6/graphviz
```
PyPi (📥 9.1M / month · 📦 3K · ⏱️ 16.04.2022):
```
 pip install graphviz
```

Conda (📥 32K · ⏱️ 10.08.2022):

 conda install -c anaconda python-graphviz

plotnine (🥈33 · ⭐ 3.3K) - A grammar of graphics for Python. MIT

GitHub (👨‍💻 99 · 🔀 180 · 📋 530 - 13% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/has2k1/plotnine
```
PyPi (📥 400K / month · 📦 220 · ⏱️ 01.07.2022):
```
 pip install plotnine
```
Conda (📥 220K · ⏱️ 10.10.2022):
```
 conda install -c conda-forge plotnine
```

wordcloud (🥈32 · ⭐ 9.1K) - A little word cloud generator in Python. MIT

GitHub (👨‍💻 65 · 🔀 2.2K · 📋 500 - 25% open · ⏱️ 10.11.2022):
```
 git clone https://github.com/amueller/word_cloud
```
PyPi (📥 920K / month · 📦 740 · ⏱️ 27.06.2022):
```
 pip install wordcloud
```

Conda (📥 350K · ⏱️ 25.08.2022):

 conda install -c conda-forge wordcloud

datashader (🥈32 · ⭐ 2.9K) - Quickly and accurately render even the largest data. BSD-3

GitHub (👨‍💻 51 · 🔀 360 · 📦 1.6K · 📋 520 - 23% open · ⏱️ 17.11.2022):
```
 git clone https://github.com/holoviz/datashader
```
PyPi (📥 51K / month · 📦 96 · ⏱️ 21.06.2022):
```
 pip install datashader
```

Conda (📥 440K · ⏱️ 18.11.2022):

 conda install -c conda-forge datashader

PyVista (🥈32 · ⭐ 1.6K) - 3D plotting and mesh analysis through a streamlined interface for.. MIT

GitHub (👨‍💻 110 · 🔀 290 · 📥 680 · 📋 1K - 32% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/pyvista/pyvista
```
PyPi (📥 88K / month · 📦 110 · ⏱️ 30.06.2022):
```
 pip install pyvista
```
Conda (📥 260K · ⏱️ 03.11.2022):
```
 conda install -c conda-forge pyvista
```

D-Tale (🥈30 · ⭐ 3.7K) - Visualizer for pandas data structures. ❗️LGPL-2.1

GitHub (👨‍💻 29 · 🔀 310 · 📦 560 · 📋 490 - 10% open · ⏱️ 04.11.2022):
```
 git clone https://github.com/man-group/dtale
```
PyPi (📥 250K / month · 📦 12 · ⏱️ 17.06.2022):
```
 pip install dtale
```
Conda (📥 170K · ⏱️ 04.11.2022):
```
 conda install -c conda-forge dtale
```

bqplot (🥈30 · ⭐ 3.4K) - Plotting library for IPython/Jupyter notebooks. Apache-2

GitHub (👨‍💻 59 · 🔀 470 · 📦 35 · 📋 600 - 39% open · ⏱️ 29.09.2022):
```
 git clone https://github.com/bqplot/bqplot
```
PyPi (📥 130K / month · 📦 97 · ⏱️ 11.02.2022):
```
 pip install bqplot
```
Conda (📥 1.1M · ⏱️ 02.09.2022):
```
 conda install -c conda-forge bqplot
```
npm (📥 4.6K / month · 📦 11 · ⏱️ 02.09.2022):
```
 npm install bqplot
```

hvPlot (🥈30 · ⭐ 680) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3

GitHub (👨‍💻 39 · 🔀 76 · 📦 2.1K · 📋 570 - 39% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/holoviz/hvplot
```
PyPi (📥 150K / month · 📦 65 · ⏱️ 23.06.2022):
```
 pip install hvplot
```
Conda (📥 270K · ⏱️ 25.11.2022):
```
 conda install -c conda-forge hvplot
```

Perspective (🥉29 · ⭐ 5K) - A data visualization and analytics component, especially.. Apache-2

GitHub (👨‍💻 72 · 🔀 550 · 📦 6 · 📋 580 - 16% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/finos/perspective
```
PyPi (📥 2K / month · 📦 9 · ⏱️ 06.06.2022):
```
 pip install perspective-python
```

Conda (📥 220K · ⏱️ 09.10.2022):

 conda install -c conda-forge perspective

npm (📥 700 / month · ⏱️ 25.11.2022):

 npm install @finos/perspective-jupyterlab

missingno (🥉29 · ⭐ 3.4K · 💤) - Missing data visualization module for Python. MIT

GitHub (👨‍💻 17 · 🔀 430 · 📦 9.3K · 📋 120 - 6% open · ⏱️ 27.02.2022):
```
 git clone https://github.com/ResidentMario/missingno
```
PyPi (📥 740K / month · 📦 120 · ⏱️ 27.02.2022):
```
 pip install missingno
```

Conda (📥 240K · ⏱️ 15.02.2020):

 conda install -c conda-forge missingno

pythreejs (🥉29 · ⭐ 840) - A Jupyter - Three.js bridge. BSD-3

GitHub (👨‍💻 30 · 🔀 180 · 📦 21 · 📋 220 - 25% open · ⏱️ 25.08.2022):
```
 git clone https://github.com/jupyter-widgets/pythreejs
```
PyPi (📥 66K / month · 📦 42 · ⏱️ 26.02.2021):
```
 pip install pythreejs
```

Conda (📥 440K · ⏱️ 06.09.2022):

 conda install -c conda-forge pythreejs

npm (📥 4.5K / month · 📦 7 · ⏱️ 24.08.2022):
```
 npm install jupyter-threejs
```

data-validation (🥉29 · ⭐ 680) - Library for exploring and validating machine learning.. Apache-2

GitHub (👨‍💻 25 · 🔀 140 · 📥 370 · 📦 570 · 📋 170 - 21% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/tensorflow/data-validation
```
PyPi (📥 1.1M / month · 📦 27 · ⏱️ 29.06.2022):
```
 pip install tensorflow-data-validation
```

mpld3 (🥉27 · ⭐ 2.2K) - D3 Renderings of Matplotlib Graphics. BSD-3

GitHub (👨‍💻 51 · 🔀 350 · 📦 31 · 📋 360 - 59% open · ⏱️ 03.08.2022):
```
 git clone https://github.com/mpld3/mpld3
```
PyPi (📥 260K / month · 📦 400 · ⏱️ 27.05.2022):
```
 pip install mpld3
```
Conda (📥 160K · ⏱️ 27.05.2022):
```
 conda install -c conda-forge mpld3
```
npm (📥 380 / month · 📦 4 · ⏱️ 27.05.2022):
```
 npm install mpld3
```

AutoViz (🥉27 · ⭐ 1K) - Automatically Visualize any dataset, any size with a single line of.. Apache-2

GitHub (👨‍💻 14 · 🔀 130 · 📦 300 · 📋 61 - 4% open · ⏱️ 26.10.2022):
```
 git clone https://github.com/AutoViML/AutoViz
```
PyPi (📥 160K / month · 📦 6 · ⏱️ 17.06.2022):
```
 pip install autoviz
```
Conda (📥 22K · ⏱️ 03.10.2022):
```
 conda install -c conda-forge autoviz
```

Chartify (🥉26 · ⭐ 3.2K) - Python library that makes it easy for data scientists to create.. Apache-2

GitHub (👨‍💻 23 · 🔀 290 · 📦 69 · 📋 74 - 58% open · ⏱️ 18.10.2022):
```
 git clone https://github.com/spotify/chartify
```
PyPi (📥 11K / month · 📦 9 · ⏱️ 02.11.2020):
```
 pip install chartify
```
Conda (📥 23K · ⏱️ 07.11.2020):
```
 conda install -c conda-forge chartify
```

openTSNE (🥉26 · ⭐ 1.1K) - Extensible, parallel implementations of t-SNE. BSD-3

GitHub (👨‍💻 10 · 🔀 130 · 📦 410 · 📋 110 - 5% open · ⏱️ 09.11.2022):
```
 git clone https://github.com/pavlin-policar/openTSNE
```
PyPi (📥 64K / month · 📦 11 · ⏱️ 18.03.2022):
```
 pip install opentsne
```
Conda (📥 170K · ⏱️ 28.10.2022):
```
 conda install -c conda-forge opentsne
```

lets-plot (🥉26 · ⭐ 810) - An open-source plotting library for statistical data. MIT

GitHub (👨‍💻 17 · 🔀 39 · 📥 340 · 📦 18 · 📋 300 - 23% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/JetBrains/lets-plot
```
PyPi (📥 2.9K / month · 📦 1 · ⏱️ 20.06.2022):
```
 pip install lets-plot
```

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

GitHub (👨‍💻 21 · 🔀 160 · 📥 23 · 📦 220 · 📋 200 - 34% open · ⏱️ 12.02.2022):
```
 git clone https://github.com/ContextLab/hypertools
```
PyPi (📥 580 / month · 📦 10 · ⏱️ 12.02.2022):
```
 pip install hypertools
```

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

GitHub (👨‍💻 8 · 🔀 120 · 📦 5 · 📋 82 - 14% open · ⏱️ 16.11.2022):
```
 git clone https://github.com/facebookresearch/hiplot
```
PyPi (📥 36K / month · 📦 12 · ⏱️ 05.07.2022):
```
 pip install hiplot
```
Conda (📥 110K · ⏱️ 31.05.2022):
```
 conda install -c conda-forge hiplot
```

Popmon (🥉23 · ⭐ 400) - Monitor the stability of a Pandas or Spark dataframe. MIT

GitHub (👨‍💻 16 · 🔀 32 · 📥 35 · 📦 18 · 📋 46 - 28% open · ⏱️ 19.10.2022):
```
 git clone https://github.com/ing-bank/popmon
```
PyPi (📥 34K / month · 📦 2 · ⏱️ 21.06.2022):
```
 pip install popmon
```

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

GitHub (👨‍💻 11 · 🔀 59 · 📋 95 - 13% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/vega/ipyvega
```
PyPi (📥 12K / month · 📦 84 · ⏱️ 10.02.2022):
```
 pip install vega
```
Conda (📥 520K · ⏱️ 10.02.2022):
```
 conda install -c conda-forge vega
```

Sweetviz (🥉22 · ⭐ 2.2K) - Visualize and compare datasets, target values and associations, with one.. MIT

GitHub (👨‍💻 6 · 🔀 220 · 📋 100 - 30% open · ⏱️ 08.06.2022):
```
 git clone https://github.com/fbdesignpro/sweetviz
```
PyPi (📥 79K / month · 📦 8 · ⏱️ 14.06.2022):
```
 pip install sweetviz
```
Conda (📥 17K · ⏱️ 15.06.2022):
```
 conda install -c conda-forge sweetviz
```

Pandas-Bokeh (🥉22 · ⭐ 820 · 💤) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT

GitHub (👨‍💻 14 · 🔀 100 · 📋 100 - 33% open · ⏱️ 25.03.2022):
```
 git clone https://github.com/PatrikHlobil/Pandas-Bokeh
```
PyPi (📥 23K / month · 📦 11 · ⏱️ 11.04.2021):
```
 pip install pandas-bokeh
```

python-ternary (🥉22 · ⭐ 610) - Ternary plotting library for python with matplotlib. MIT

GitHub (👨‍💻 27 · 🔀 140 · 📥 18 · 📦 110 · 📋 140 - 28% open · ⏱️ 06.11.2022):
```
 git clone https://github.com/marcharper/python-ternary
```
PyPi (📥 52K / month · 📦 21 · ⏱️ 17.02.2021):
```
 pip install python-ternary
```

Conda (📥 69K · ⏱️ 17.02.2021):

 conda install -c conda-forge python-ternary

joypy (🥉22 · ⭐ 450 · 💤) - Joyplots in Python with matplotlib & pandas. MIT

GitHub (👨‍💻 6 · 🔀 48 · 📦 220 · 📋 48 - 22% open · ⏱️ 19.12.2021):
```
 git clone https://github.com/leotac/joypy
```
PyPi (📥 19K / month · 📦 5 · ⏱️ 19.12.2021):
```
 pip install joypy
```
Conda (📥 17K · ⏱️ 28.12.2020):
```
 conda install -c conda-forge joypy
```

Plotly-Resampler (🥉21 · ⭐ 580) - Visualize large time series data with plotly.py. MIT

GitHub (👨‍💻 8 · 🔀 35 · 📋 71 - 29% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/predict-idlab/plotly-resampler
```
PyPi (📥 28K / month · ⏱️ 29.06.2022):
```
 pip install plotly-resampler
```

Conda (📥 10K · ⏱️ 25.08.2022):

 conda install -c conda-forge plotly-resampler

PyWaffle (🥉19 · ⭐ 520 · 📉) - Make Waffle Charts in Python. MIT

GitHub (👨‍💻 6 · 🔀 98 · 📦 170 · 📋 18 - 22% open · ⏱️ 08.06.2022):
```
 git clone https://github.com/gyli/PyWaffle
```
PyPi (📥 7.4K / month · 📦 2 · ⏱️ 08.06.2022):
```
 pip install pywaffle
```
Conda (📥 7.8K · ⏱️ 05.06.2022):
```
 conda install -c conda-forge pywaffle
```

Show 14 hidden projects...

cartopy (🥈32 · ⭐ 1.1K) - Cartopy - a cartographic python library with matplotlib support. ❗️LGPL-3.0
Cufflinks (🥉29 · ⭐ 2.7K · 💀) - Productivity Tools for Plotly + Pandas. MIT
Facets Overview (🥉28 · ⭐ 7K · 💀) - Visualizations for machine learning datasets. Apache-2
Multicore-TSNE (🥉24 · ⭐ 1.7K · 💀) - Parallel t-SNE implementation with Python and Torch.. BSD-3
PandasGUI (🥉23 · ⭐ 2.8K · 💤) - A GUI for Pandas DataFrames. ❗️MIT-0
PDPbox (🥉23 · ⭐ 710 · 💀) - python partial dependence plot toolbox. MIT
pivottablejs (🥉22 · ⭐ 500 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
ivis (🥉19 · ⭐ 280) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
animatplot (🥉17 · ⭐ 400 · 💀) - A python package for animating plots build on matplotlib. MIT
pdvega (🥉17 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT
data-describe (🥉17 · ⭐ 290 · 💀) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
vegafusion (🥉17 · ⭐ 120) - Serverside acceleration for the Vega visualization grammar. ❗️AGPL-3.0
nx-altair (🥉15 · ⭐ 200 · 💀) - Draw interactive NetworkX graphs with Altair. MIT
nptsne (🥉12 · ⭐ 29 · 💀) - 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 (🥇50 · ⭐ 75K) - Transformers: State-of-the-art Machine Learning for.. Apache-2

GitHub (👨‍💻 1.6K · 🔀 17K · 📥 620 · 📦 41K · 📋 11K - 5% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/huggingface/transformers
```
PyPi (📥 8.2M / month · 📦 980 · ⏱️ 21.06.2022):
```
 pip install transformers
```

Conda (📥 620K · ⏱️ 03.11.2022):

 conda install -c conda-forge transformers

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

GitHub (👨‍💻 710 · 🔀 4K · 📥 3.1K · 📦 46K · 📋 5.3K - 1% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/explosion/spaCy
```
PyPi (📥 4.5M / month · 📦 2.4K · ⏱️ 05.04.2022):
```
 pip install spacy
```
Conda (📥 2.9M · ⏱️ 16.11.2022):
```
 conda install -c conda-forge spacy
```

nltk (🥇43 · ⭐ 11K · 📉) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2

GitHub (👨‍💻 430 · 🔀 2.7K · 📦 160K · 📋 1.7K - 14% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/nltk/nltk
```
PyPi (📥 12M / month · 📦 12K · ⏱️ 09.02.2022):
```
 pip install nltk
```
Conda (📥 1.6M · ⏱️ 17.11.2022):
```
 conda install -c conda-forge nltk
```

Rasa (🥇39 · ⭐ 15K) - Open source machine learning framework to automate text- and voice-.. Apache-2

GitHub (👨‍💻 560 · 🔀 4.2K · 📋 6.7K - 10% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/RasaHQ/rasa
```
PyPi (📥 170K / month · 📦 60 · ⏱️ 06.07.2022):
```
 pip install rasa
```

gensim (🥇39 · ⭐ 14K) - Topic Modelling for Humans. ❗️LGPL-2.1

GitHub (👨‍💻 430 · 🔀 4.3K · 📥 4K · 📦 38K · 📋 1.8K - 21% open · ⏱️ 03.11.2022):
```
 git clone https://github.com/RaRe-Technologies/gensim
```
PyPi (📥 4.7M / month · 📦 2.9K · ⏱️ 01.05.2022):
```
 pip install gensim
```
Conda (📥 930K · ⏱️ 29.07.2022):
```
 conda install -c conda-forge gensim
```

flair (🥇38 · ⭐ 12K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT

GitHub (👨‍💻 240 · 🔀 2K · 📦 1.7K · 📋 2K - 4% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/flairNLP/flair
```
PyPi (📥 140K / month · 📦 76 · ⏱️ 20.05.2022):
```
 pip install flair
```

Conda (📥 14K · ⏱️ 21.05.2022):

 conda install -c conda-forge python-flair

AllenNLP (🥇37 · ⭐ 11K) - An open-source NLP research library, built on PyTorch. Apache-2

GitHub (👨‍💻 260 · 🔀 2.2K · 📥 47 · 📦 2.9K · 📋 2.6K - 3% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/allenai/allennlp
```
PyPi (📥 110K / month · 📦 180 · ⏱️ 14.04.2022):
```
 pip install allennlp
```
Conda (📥 92K · ⏱️ 15.07.2022):
```
 conda install -c conda-forge allennlp
```

fairseq (🥇36 · ⭐ 20K · 📉) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT

GitHub (👨‍💻 410 · 🔀 5K · 📥 280 · 📦 1.1K · 📋 3.8K - 21% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/facebookresearch/fairseq
```
PyPi (📥 59K / month · 📦 39 · ⏱️ 27.06.2022):
```
 pip install fairseq
```
Conda (📥 22K · ⏱️ 13.07.2022):
```
 conda install -c conda-forge fairseq
```

sentence-transformers (🥇36 · ⭐ 8.9K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2

GitHub (👨‍💻 110 · 🔀 1.7K · 📦 4.8K · 📋 1.6K - 52% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/UKPLab/sentence-transformers
```
PyPi (📥 2M / month · 📦 130 · ⏱️ 26.06.2022):
```
 pip install sentence-transformers
```

Conda (📥 53K · ⏱️ 27.06.2022):

 conda install -c conda-forge sentence-transformers

spark-nlp (🥇36 · ⭐ 3K) - State of the Art Natural Language Processing. Apache-2

GitHub (👨‍💻 130 · 🔀 620 · 📦 200 · 📋 750 - 4% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/JohnSnowLabs/spark-nlp
```
PyPi (📥 2.8M / month · 📦 13 · ⏱️ 01.07.2022):
```
 pip install spark-nlp
```

ParlAI (🥈35 · ⭐ 9.6K) - A framework for training and evaluating AI models on a variety of.. MIT

GitHub (👨‍💻 200 · 🔀 1.9K · 📦 96 · 📋 1.5K - 5% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/facebookresearch/ParlAI
```
PyPi (📥 3.4K / month · 📦 3 · ⏱️ 30.03.2022):
```
 pip install parlai
```

sentencepiece (🥈35 · ⭐ 6.3K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2

GitHub (👨‍💻 71 · 🔀 840 · 📥 24K · 📦 20K · 📋 570 - 5% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/google/sentencepiece
```
PyPi (📥 7.5M / month · 📦 410 · ⏱️ 18.06.2021):
```
 pip install sentencepiece
```

Conda (📥 270K · ⏱️ 08.04.2022):

 conda install -c conda-forge sentencepiece

fastText (🥈34 · ⭐ 24K · 💤) - Library for fast text representation and classification. MIT

GitHub (👨‍💻 59 · 🔀 4.5K · 📦 3.5K · 📋 1.1K - 45% open · ⏱️ 04.03.2022):
```
 git clone https://github.com/facebookresearch/fastText
```
PyPi (📥 970K / month · 📦 190 · ⏱️ 28.04.2020):
```
 pip install fasttext
```
Conda (📥 44K · ⏱️ 01.11.2022):
```
 conda install -c conda-forge fasttext
```

stanza (🥈34 · ⭐ 6.4K) - Official Stanford NLP Python Library for Many Human Languages. Apache-2

GitHub (👨‍💻 54 · 🔀 820 · 📦 1.3K · 📋 730 - 9% open · ⏱️ 15.09.2022):
```
 git clone https://github.com/stanfordnlp/stanza
```
PyPi (📥 180K / month · 📦 70 · ⏱️ 23.04.2022):
```
 pip install stanza
```
Conda (📥 6K · ⏱️ 14.09.2022):
```
 conda install -c stanfordnlp stanza
```

OpenNMT (🥈34 · ⭐ 5.8K) - Open Source Neural Machine Translation in PyTorch. MIT

GitHub (👨‍💻 180 · 🔀 2.1K · 📦 160 · 📋 1.4K - 7% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/OpenNMT/OpenNMT-py
```
PyPi (📥 4.8K / month · 📦 9 · ⏱️ 14.09.2021):
```
 pip install OpenNMT-py
```

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

GitHub (👨‍💻 140 · 🔀 750 · 📋 760 - 38% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/pytorch/text
```
PyPi (📥 300K / month · 📦 440 · ⏱️ 28.06.2022):
```
 pip install torchtext
```

Tokenizers (🥈33 · ⭐ 6.1K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2

GitHub (👨‍💻 62 · 🔀 510 · 📦 53 · 📋 700 - 31% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/huggingface/tokenizers
```
PyPi (📥 8.1M / month · 📦 130 · ⏱️ 13.04.2022):
```
 pip install tokenizers
```

Conda (📥 580K · ⏱️ 28.10.2022):

 conda install -c conda-forge tokenizers

NeMo (🥈33 · ⭐ 5.1K) - NeMo: a toolkit for conversational AI. Apache-2

GitHub (👨‍💻 190 · 🔀 1.2K · 📥 11K · 📋 1.4K - 5% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/NVIDIA/NeMo
```
PyPi (📥 15K / month · 📦 7 · ⏱️ 01.07.2022):
```
 pip install nemo-toolkit
```

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

GitHub (👨‍💻 98 · 🔀 250 · 📦 2.5K · 📋 250 - 39% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/tensorflow/text
```
PyPi (📥 3.2M / month · 📦 83 · ⏱️ 18.05.2022):
```
 pip install tensorflow-text
```

jellyfish (🥈32 · ⭐ 1.8K) - a python library for doing approximate and phonetic matching of.. BSD-2

GitHub (👨‍💻 27 · 🔀 150 · 📦 4.6K · 📋 120 - 10% open · ⏱️ 07.11.2022):
```
 git clone https://github.com/jamesturk/jellyfish
```
PyPi (📥 2.6M / month · 📦 410 · ⏱️ 07.01.2022):
```
 pip install jellyfish
```

Conda (📥 400K · ⏱️ 28.10.2022):

 conda install -c conda-forge jellyfish

snowballstemmer (🥈32 · ⭐ 600) - Snowball compiler and stemming algorithms. BSD-3

GitHub (👨‍💻 30 · 🔀 160 · 📦 4 · 📋 83 - 39% open · ⏱️ 16.11.2022):
```
 git clone https://github.com/snowballstem/snowball
```
PyPi (📥 7.9M / month · 📦 6.7K · ⏱️ 16.11.2021):
```
 pip install snowballstemmer
```

Conda (📥 5.6M · ⏱️ 17.11.2021):

 conda install -c conda-forge snowballstemmer

haystack (🥈31 · ⭐ 6.1K) - Haystack is an open source NLP framework that leverages pre-trained.. Apache-2

GitHub (👨‍💻 150 · 🔀 940 · 📥 15 · 📋 1.8K - 16% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/deepset-ai/haystack
```
PyPi (📥 1.1K / month · 📦 85 · ⏱️ 15.12.2021):
```
 pip install haystack
```

DeepPavlov (🥈31 · ⭐ 5.9K) - An open source library for deep learning end-to-end dialog.. Apache-2

GitHub (👨‍💻 73 · 🔀 1.1K · 📦 310 · 📋 620 - 8% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/deepmipt/DeepPavlov
```
PyPi (📥 7.6K / month · 📦 6 · ⏱️ 31.05.2022):
```
 pip install deeppavlov
```

Dedupe (🥈31 · ⭐ 3.6K) - A python library for accurate and scalable fuzzy matching, record.. MIT

GitHub (👨‍💻 67 · 🔀 480 · 📋 780 - 8% open · ⏱️ 31.10.2022):
```
 git clone https://github.com/dedupeio/dedupe
```
PyPi (📥 320K / month · 📦 48 · ⏱️ 06.07.2022):
```
 pip install dedupe
```
Conda (📥 19K · ⏱️ 02.11.2022):
```
 conda install -c conda-forge dedupe
```

nlpaug (🥈30 · ⭐ 3.7K) - Data augmentation for NLP. MIT

GitHub (👨‍💻 33 · 🔀 410 · 📦 470 · 📋 200 - 22% open · ⏱️ 07.07.2022):
```
 git clone https://github.com/makcedward/nlpaug
```
PyPi (📥 170K / month · 📦 19 · ⏱️ 07.07.2022):
```
 pip install nlpaug
```
Conda (📥 6K · ⏱️ 07.07.2022):
```
 conda install -c conda-forge nlpaug
```

SciSpacy (🥈30 · ⭐ 1.3K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2

GitHub (👨‍💻 27 · 🔀 170 · 📦 550 · 📋 270 - 10% open · ⏱️ 06.11.2022):
```
 git clone https://github.com/allenai/scispacy
```
PyPi (📥 36K / month · 📦 19 · ⏱️ 10.03.2022):
```
 pip install scispacy
```

TextDistance (🥈29 · ⭐ 3K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT

GitHub (👨‍💻 13 · 🔀 240 · 📥 870 · 📦 3.1K · ⏱️ 18.09.2022):
```
 git clone https://github.com/life4/textdistance
```
PyPi (📥 600K / month · 📦 43 · ⏱️ 29.06.2022):
```
 pip install textdistance
```

Conda (📥 270K · ⏱️ 18.09.2022):

 conda install -c conda-forge textdistance

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

GitHub (👨‍💻 24 · 🔀 480 · 📦 1.5K · 📋 110 - 13% open · ⏱️ 23.10.2022):
```
 git clone https://github.com/miso-belica/sumy
```
PyPi (📥 19K / month · 📦 100 · ⏱️ 21.04.2022):
```
 pip install sumy
```
Conda (📥 3.3K · ⏱️ 25.10.2022):
```
 conda install -c conda-forge sumy
```

vaderSentiment (🥈28 · ⭐ 3.8K · 💤) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary.. MIT

GitHub (👨‍💻 11 · 🔀 900 · 📦 4.4K · 📋 110 - 31% open · ⏱️ 01.04.2022):
```
 git clone https://github.com/cjhutto/vaderSentiment
```
PyPi (📥 150K / month · 📦 170 · ⏱️ 22.05.2020):
```
 pip install vadersentiment
```

Conda (📥 10K · ⏱️ 22.03.2021):

 conda install -c conda-forge vadersentiment

ftfy (🥈28 · ⭐ 3.4K) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT

GitHub (👨‍💻 18 · 🔀 110 · 📦 7.8K · 📋 130 - 9% open · ⏱️ 25.10.2022):
```
 git clone https://github.com/rspeer/python-ftfy
```
PyPi (📥 2.7M / month · 📦 490 · ⏱️ 09.02.2022):
```
 pip install ftfy
```
Conda (📥 210K · ⏱️ 13.03.2022):
```
 conda install -c conda-forge ftfy
```

fastNLP (🥈28 · ⭐ 2.8K) - fastNLP: A Modularized and Extensible NLP Framework. Currently still.. Apache-2

GitHub (👨‍💻 61 · 🔀 440 · 📥 66 · 📦 100 · 📋 200 - 25% open · ⏱️ 31.10.2022):
```
 git clone https://github.com/fastnlp/fastNLP
```
PyPi (📥 3.6K / month · 📦 3 · ⏱️ 04.02.2019):
```
 pip install fastnlp
```

textacy (🥈28 · ⭐ 2K · 💤) - NLP, before and after spaCy. Apache-2

GitHub (👨‍💻 32 · 🔀 240 · 📋 250 - 11% open · ⏱️ 06.03.2022):
```
 git clone https://github.com/chartbeat-labs/textacy
```
PyPi (📥 31K / month · 📦 100 · ⏱️ 06.12.2021):
```
 pip install textacy
```
Conda (📥 120K · ⏱️ 06.02.2022):
```
 conda install -c conda-forge textacy
```

PyTextRank (🥈28 · ⭐ 1.9K) - Python implementation of TextRank algorithms (textgraphs) for phrase.. MIT

GitHub (👨‍💻 18 · 🔀 330 · 📦 310 · 📋 92 - 21% open · ⏱️ 27.07.2022):
```
 git clone https://github.com/DerwenAI/pytextrank
```
PyPi (📥 84K / month · 📦 13 · ⏱️ 06.03.2022):
```
 pip install pytextrank
```

spacy-transformers (🥈28 · ⭐ 1.2K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy

GitHub (👨‍💻 19 · 🔀 150 · 📦 720 · ⏱️ 17.11.2022):

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

PyPi (📥 150K / month · 📦 22 · ⏱️ 05.07.2022):
```
 pip install spacy-transformers
```

Conda (📥 6.7K · ⏱️ 13.08.2022):

 conda install -c conda-forge spacy-transformers

CLTK (🥈28 · ⭐ 750) - The Classical Language Toolkit. MIT

GitHub (👨‍💻 120 · 🔀 310 · 📥 25 · 📦 210 · 📋 530 - 5% open · ⏱️ 16.10.2022):
```
 git clone https://github.com/cltk/cltk
```
PyPi (📥 1K / month · 📦 42 · ⏱️ 09.06.2022):
```
 pip install cltk
```

Ciphey (🥉27 · ⭐ 11K) - Automatically decrypt encryptions without knowing the key or cipher, decode.. MIT

GitHub (👨‍💻 46 · 🔀 680 · 📋 300 - 16% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/Ciphey/Ciphey
```
PyPi (📥 27K / month · ⏱️ 06.06.2021):
```
 pip install ciphey
```
Docker Hub (📥 17K · ⭐ 9 · ⏱️ 27.05.2022):
```
 docker pull remnux/ciphey
```

english-words (🥉27 · ⭐ 8.4K) - A text file containing 479k English words for all your.. Unlicense

GitHub (👨‍💻 30 · 🔀 1.6K · 📋 100 - 68% open · ⏱️ 08.11.2022):
```
 git clone https://github.com/dwyl/english-words
```
PyPi (📥 140K / month · 📦 6 · ⏱️ 29.01.2022):
```
 pip install english-words
```

T5 (🥉27 · ⭐ 4.5K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2

GitHub (👨‍💻 53 · 🔀 610 · 📦 120 · 📋 400 - 15% open · ⏱️ 10.11.2022):

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

PyPi (📥 8.7K / month · 📦 2 · ⏱️ 18.10.2021):
```
 pip install t5
```

DeepKE (🥉27 · ⭐ 1.5K) - An Open Toolkit for Knowledge Graph Extraction and Construction.. MIT

GitHub (👨‍💻 15 · 🔀 400 · 📦 10 · ⏱️ 28.11.2022):
```
 git clone https://github.com/zjunlp/deepke
```
PyPi (📥 1.9K / month · ⏱️ 05.07.2022):
```
 pip install deepke
```

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

GitHub (👨‍💻 13 · 🔀 260 · 📦 320 · 📋 92 - 19% open · ⏱️ 11.11.2022):
```
 git clone https://github.com/JasonKessler/scattertext
```
PyPi (📥 5.4K / month · 📦 10 · ⏱️ 26.03.2022):
```
 pip install scattertext
```

Conda (📥 72K · ⏱️ 11.11.2022):

 conda install -c conda-forge scattertext

rubrix (🥉25 · ⭐ 1.4K) - Open-source tool for data-centric NLP. Argilla helps domain experts.. Apache-2

GitHub (👨‍💻 31 · 🔀 130 · 📋 740 - 13% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/recognai/rubrix
```
PyPi (📥 720 / month · ⏱️ 08.06.2022):
```
 pip install rubrix
```
Conda (📥 15K · ⏱️ 06.10.2022):
```
 conda install -c conda-forge rubrix
```

PyText (🥉24 · ⭐ 6.4K) - A natural language modeling framework based on PyTorch. BSD-3

GitHub (👨‍💻 230 · 🔀 800 · 📥 310 · 📋 220 - 66% open · ⏱️ 17.10.2022):
```
 git clone https://github.com/facebookresearch/pytext
```
PyPi (📥 160 / month · 📦 1 · ⏱️ 08.06.2020):
```
 pip install pytext-nlp
```

lightseq (🥉24 · ⭐ 2.5K) - LightSeq: A High Performance Library for Sequence Processing and.. Apache-2

GitHub (👨‍💻 14 · 🔀 270 · 📥 650 · 📋 240 - 57% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/bytedance/lightseq
```
PyPi (📥 11K / month · 📦 1 · ⏱️ 26.01.2022):
```
 pip install lightseq
```

OpenPrompt (🥉24 · ⭐ 2.1K) - An Open-Source Framework for Prompt-Learning. Apache-2

GitHub (👨‍💻 18 · 🔀 240 · 📦 27 · 📋 180 - 18% open · ⏱️ 09.11.2022):
```
 git clone https://github.com/thunlp/OpenPrompt
```
PyPi (📥 1.6K / month · ⏱️ 06.07.2022):
```
 pip install openprompt
```

promptsource (🥉24 · ⭐ 910) - Toolkit for creating, sharing and using natural language.. Apache-2

GitHub (👨‍💻 59 · 🔀 180 · 📦 16 · 📋 160 - 14% open · ⏱️ 17.11.2022):
```
 git clone https://github.com/bigscience-workshop/promptsource
```
PyPi (📥 5.2K / month · ⏱️ 18.04.2022):
```
 pip install promptsource
```

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

GitHub (👨‍💻 21 · 🔀 600 · 📥 360 · 📋 250 - 60% open · ⏱️ 22.05.2022):
```
 git clone https://github.com/minimaxir/gpt-2-simple
```
PyPi (📥 8.3K / month · 📦 5 · ⏱️ 18.10.2021):
```
 pip install gpt-2-simple
```

fast-bert (🥉23 · ⭐ 1.8K) - Super easy library for BERT based NLP models. Apache-2

GitHub (👨‍💻 36 · 🔀 340 · 📋 250 - 62% open · ⏱️ 27.09.2022):
```
 git clone https://github.com/utterworks/fast-bert
```
PyPi (📥 1.6K / month · 📦 2 · ⏱️ 03.06.2022):
```
 pip install fast-bert
```

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

GitHub (👨‍💻 58 · 🔀 320 · 📥 15 · 📋 290 - 3% open · ⏱️ 06.11.2022):
```
 git clone https://github.com/awslabs/sockeye
```
PyPi (📥 750 / month · 📦 2 · ⏱️ 05.05.2022):
```
 pip install sockeye
```

qdrant (🥉22 · ⭐ 3.2K) - Qdrant - Vector Search Engine for the next generation of AI.. Apache-2

GitHub (👨‍💻 28 · 🔀 140 · 📋 340 - 7% open · ⏱️ 25.11.2022):
```
 git clone https://github.com/qdrant/qdrant
```

Texthero (🥉22 · ⭐ 2.6K) - Text preprocessing, representation and visualization from zero to hero. MIT

GitHub (👨‍💻 20 · 🔀 220 · 📥 96 · 📋 140 - 56% open · ⏱️ 28.10.2022):
```
 git clone https://github.com/jbesomi/texthero
```
PyPi (📥 25K / month · 📦 6 · ⏱️ 01.07.2021):
```
 pip install texthero
```

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

GitHub (👨‍💻 37 · 🔀 220 · 📋 440 - 8% open · ⏱️ 31.08.2022):
```
 git clone https://github.com/deepset-ai/FARM
```
PyPi (📥 3.2K / month · 📦 2 · ⏱️ 10.06.2021):
```
 pip install farm
```
Conda (📥 1.9K · ⏱️ 14.06.2021):
```
 conda install -c conda-forge farm
```

jiant (🥉22 · ⭐ 1.4K) - jiant is an nlp toolkit. MIT

GitHub (👨‍💻 59 · 🔀 270 · 📦 2 · 📋 550 - 11% open · ⏱️ 17.10.2022):
```
 git clone https://github.com/nyu-mll/jiant
```
PyPi (📥 77 / month · ⏱️ 10.05.2021):
```
 pip install jiant
```

detoxify (🥉21 · ⭐ 510) - Trained models & code to predict toxic comments on all 3 Jigsaw.. Apache-2

GitHub (👨‍💻 9 · 🔀 70 · 📥 100K · 📦 160 · 📋 43 - 53% open · ⏱️ 15.11.2022):
```
 git clone https://github.com/unitaryai/detoxify
```
PyPi (📥 47K / month · 📦 2 · ⏱️ 12.04.2022):
```
 pip install detoxify
```

small-text (🥉21 · ⭐ 370) - Active Learning for Text Classification in Python. MIT

GitHub (👨‍💻 2 · 🔀 39 · 📦 14 · 📋 23 - 26% open · ⏱️ 27.11.2022):
```
 git clone https://github.com/webis-de/small-text
```
PyPi (📥 370 / month · ⏱️ 14.06.2022):
```
 pip install small-text
```

Conda (📥 1.2K · ⏱️ 14.10.2022):

 conda install -c conda-forge small-text

happy-transformer (🥉21 · ⭐ 360) - A package built on top of Hugging Faces transformers.. Apache-2 huggingface

GitHub (👨‍💻 14 · 🔀 43 · 📦 97 · 📋 110 - 12% open · ⏱️ 31.10.2022):
```
 git clone https://github.com/EricFillion/happy-transformer
```
PyPi (📥 4.3K / month · 📦 1 · ⏱️ 06.02.2022):
```
 pip install happytransformer
```

NLP Architect (🥉20 · ⭐ 2.9K) - A model library for exploring state-of-the-art deep learning.. Apache-2

GitHub (👨‍💻 38 · 🔀 450 · 📦 8 · 📋 130 - 16% open · ⏱️ 07.11.2022):
```
 git clone https://github.com/IntelLabs/nlp-architect
```
PyPi (📥 120 / month · ⏱️ 12.04.2020):
```
 pip install nlp-architect
```

finetune (🥉20 · ⭐ 660) - Scikit-learn style model finetuning for NLP. MPL-2.0

GitHub (👨‍💻 19 · 🔀 71 · 📦 9 · 📋 140 - 16% open · ⏱️ 16.06.2022):
```
 git clone https://github.com/IndicoDataSolutions/finetune
```
PyPi (📥 41 / month · 📦 2 · ⏱️ 20.12.2021):
```
 pip install finetune
```

TextBox (🥉20 · ⭐ 430) - TextBox 2.0 is a text generation library with pre-trained language models. MIT

GitHub (👨‍💻 17 · 🔀 74 · 📦 5 · 📋 31 - 9% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/RUCAIBox/TextBox
```
PyPi (📥 40 / month · ⏱️ 15.04.2021):
```
 pip install textbox
```

fastT5 (🥉18 · ⭐ 390 · 💤) - boost inference speed of T5 models by 5x & reduce the model size.. Apache-2

GitHub (👨‍💻 5 · 🔀 45 · 📦 24 · 📋 53 - 24% open · ⏱️ 05.04.2022):
```
 git clone https://github.com/Ki6an/fastT5
```
PyPi (📥 1.1K / month · ⏱️ 05.04.2022):
```
 pip install fastt5
```

OpenNRE (🥉16 · ⭐ 3.8K) - An Open-Source Package for Neural Relation Extraction (NRE). MIT

GitHub (👨‍💻 11 · 🔀 1K · 📋 360 - 4% open · ⏱️ 03.11.2022):
```
 git clone https://github.com/thunlp/OpenNRE
```

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

GitHub (👨‍💻 87 · 🔀 200 · 📋 55 - 50% open · ⏱️ 10.06.2022):
```
 git clone https://github.com/pytorch/translate
```
PyPi (📥 9 / month · ⏱️ 01.05.2018):
```
 pip install pytorch-translate
```

VizSeq (🥉14 · ⭐ 410) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT

GitHub (👨‍💻 3 · 🔀 51 · 📦 6 · 📋 16 - 43% open · ⏱️ 20.07.2022):
```
 git clone https://github.com/facebookresearch/vizseq
```
PyPi (📥 120 / month · ⏱️ 07.08.2020):
```
 pip install vizseq
```

Show 38 hidden projects...

ChatterBot (🥇36 · ⭐ 13K · 💀) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3
TextBlob (🥈34 · ⭐ 8.4K · 💀) - Simple, Pythonic, text processing--Sentiment analysis, part-of-.. MIT
fuzzywuzzy (🥈33 · ⭐ 8.8K · 💀) - Fuzzy String Matching in Python. ❗️GPL-2.0
GluonNLP (🥈30 · ⭐ 2.5K · 💀) - Toolkit that enables easy text preprocessing, datasets.. Apache-2
neuralcoref (🥈28 · ⭐ 2.6K · 💀) - Fast Coreference Resolution in spaCy with Neural Networks. MIT
polyglot (🥉27 · ⭐ 2.1K · 💀) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
langid (🥉27 · ⭐ 2K · 💀) - Stand-alone language identification system. BSD-3
flashtext (🥉26 · ⭐ 5.3K · 💀) - Extract Keywords from sentence or Replace keywords in sentences. MIT
underthesea (🥉26 · ⭐ 1.1K) - Underthesea - Vietnamese NLP Toolkit. ❗️GPL-3.0
Snips NLU (🥉25 · ⭐ 3.7K · 💀) - Snips Python library to extract meaning from text. Apache-2
sense2vec (🥉25 · ⭐ 1.4K · 💀) - Contextually-keyed word vectors. MIT
textgenrnn (🥉24 · ⭐ 4.8K · 💀) - Easily train your own text-generating neural network of any.. MIT
MatchZoo (🥉24 · ⭐ 3.7K · 💀) - Facilitating the design, comparison and sharing of deep.. Apache-2
pytorch-nlp (🥉24 · ⭐ 2.1K · 💀) - Basic Utilities for PyTorch Natural Language Processing.. BSD-3
whoosh (🥉24 · ⭐ 330 · 💤) - Pure-Python full-text search library. ❗️BSD-1-Clause
Kashgari (🥉23 · ⭐ 2.3K · 💀) - Kashgari is a production-level NLP Transfer learning.. Apache-2
YouTokenToMe (🥉23 · ⭐ 840 · 💀) - Unsupervised text tokenizer focused on computational efficiency. MIT
pySBD (🥉23 · ⭐ 520 · 💀) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
DeepMatcher (🥉22 · ⭐ 4.5K · 💀) - Python package for performing Entity and Text Matching using.. BSD-3
Texar (🥉22 · ⭐ 2.3K · 💀) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
anaGo (🥉22 · ⭐ 1.5K · 💀) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,.. MIT
DELTA (🥉21 · ⭐ 1.5K · 💀) - DELTA is a deep learning based natural language and speech.. Apache-2
stop-words (🥉21 · ⭐ 140 · 💀) - Get list of common stop words in various languages in Python. BSD-3
pyfasttext (🥉20 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
textpipe (🥉19 · ⭐ 300 · 💀) - Textpipe: clean and extract metadata from text. MIT
NeuroNER (🥉18 · ⭐ 1.6K · 💀) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
nboost (🥉17 · ⭐ 640 · 💀) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
textaugment (🥉17 · ⭐ 290 · 💤) - TextAugment: Text Augmentation Library. MIT
skift (🥉17 · ⭐ 230) - scikit-learn wrappers for Python fastText. MIT
spacy-dbpedia-spotlight (🥉16 · ⭐ 83) - A spaCy wrapper for DBpedia Spotlight. MIT spacy
Camphr (🥉15 · ⭐ 340 · 💀) - Camphr - NLP libary for creating pipeline components. Apache-2 spacy
NeuralQA (🥉15 · ⭐ 220 · 💀) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
numerizer (🥉15 · ⭐ 190) - A Python module to convert natural language numerics into ints and.. MIT
BLINK (🥉14 · ⭐ 970 · 💀) - Entity Linker solution. MIT
Headliner (🥉14 · ⭐ 230 · 💀) - Easy training and deployment of seq2seq models. MIT
ONNX-T5 (🥉14 · ⭐ 210 · 💀) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2
TransferNLP (🥉13 · ⭐ 290 · 💀) - NLP library designed for reproducible experimentation.. MIT
textvec (🥉12 · ⭐ 180) - Text vectorization tool to outperform TFIDF for classification tasks. MIT

Image Data

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

Pillow (🥇47 · ⭐ 10K) - The friendly PIL fork (Python Imaging Library). ❗️PIL

GitHub (👨‍💻 420 · 🔀 1.9K · 📦 920K · 📋 2.7K - 4% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/python-pillow/Pillow
```
PyPi (📥 51M / month · 📦 63K · ⏱️ 29.10.2022):
```
 pip install Pillow
```
Conda (📥 21M · ⏱️ 28.10.2022):
```
 conda install -c conda-forge pillow
```

scikit-image (🥇43 · ⭐ 5.1K · 📉) - Image processing in Python. BSD-2

GitHub (👨‍💻 580 · 🔀 2.1K · 📦 120K · 📋 2.5K - 25% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/scikit-image/scikit-image
```
PyPi (📥 5.7M / month · 📦 9.4K · ⏱️ 12.06.2022):
```
 pip install scikit-image
```

Conda (📥 4.3M · ⏱️ 30.10.2022):

 conda install -c conda-forge scikit-image

torchvision (🥇42 · ⭐ 13K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

GitHub (👨‍💻 510 · 🔀 6.3K · 📥 16K · 📋 2.8K - 29% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/pytorch/vision
```
PyPi (📥 7.1M / month · 📦 3.7K · ⏱️ 28.06.2022):
```
 pip install torchvision
```

Conda (📥 440K · ⏱️ 24.07.2022):

 conda install -c conda-forge torchvision

PyTorch Image Models (🥇39 · ⭐ 22K) - PyTorch image models, scripts, pretrained weights --.. Apache-2

GitHub (👨‍💻 87 · 🔀 3.7K · 📥 2.5M · 📦 6.1K · 📋 640 - 12% open · ⏱️ 27.11.2022):
```
 git clone https://github.com/rwightman/pytorch-image-models
```
PyPi (📥 1.4M / month · 📦 110 · ⏱️ 15.05.2022):
```
 pip install timm
```
Conda (📥 38K · ⏱️ 24.11.2022):
```
 conda install -c conda-forge timm
```

MMDetection (🥇38 · ⭐ 22K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2

GitHub (👨‍💻 380 · 🔀 8.1K · 📦 740 · 📋 6.6K - 9% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/open-mmlab/mmdetection
```
PyPi (📥 90K / month · 📦 10 · ⏱️ 01.06.2022):
```
 pip install mmdet
```

MoviePy (🥇37 · ⭐ 9.8K) - Video editing with Python. MIT

GitHub (👨‍💻 150 · 🔀 1.3K · 📦 19K · 📋 1.3K - 24% open · ⏱️ 10.10.2022):
```
 git clone https://github.com/Zulko/moviepy
```
PyPi (📥 2.5M / month · 📦 780 · ⏱️ 05.10.2020):
```
 pip install moviepy
```
Conda (📥 140K · ⏱️ 07.10.2022):
```
 conda install -c conda-forge moviepy
```

imageio (🥇37 · ⭐ 1.2K) - Python library for reading and writing image data. BSD-2

GitHub (👨‍💻 94 · 🔀 230 · 📥 410 · 📦 73K · 📋 500 - 13% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/imageio/imageio
```
PyPi (📥 13M / month · 📦 2.6K · ⏱️ 30.05.2022):
```
 pip install imageio
```
Conda (📥 4M · ⏱️ 24.11.2022):
```
 conda install -c conda-forge imageio
```

Albumentations (🥈36 · ⭐ 11K) - Fast image augmentation library and an easy-to-use wrapper.. MIT

GitHub (👨‍💻 120 · 🔀 1.4K · 📦 10K · 📋 710 - 43% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/albumentations-team/albumentations
```
PyPi (📥 570K / month · 📦 220 · ⏱️ 15.06.2022):
```
 pip install albumentations
```

Conda (📥 76K · ⏱️ 20.09.2022):

 conda install -c conda-forge albumentations

PaddleDetection (🥈34 · ⭐ 9.1K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2

GitHub (👨‍💻 120 · 🔀 2.3K · 📦 43 · 📋 4.3K - 20% open · ⏱️ 21.11.2022):
```
 git clone https://github.com/PaddlePaddle/PaddleDetection
```
PyPi (📥 1.6K / month · ⏱️ 24.04.2022):
```
 pip install paddledet
```

Kornia (🥈34 · ⭐ 7.5K) - Open Source Differentiable Computer Vision Library. Apache-2

GitHub (👨‍💻 200 · 🔀 740 · 📥 480 · 📋 680 - 30% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/kornia/kornia
```
PyPi (📥 920K / month · 📦 58 · ⏱️ 17.05.2022):
```
 pip install kornia
```
Conda (📥 50K · ⏱️ 13.10.2022):
```
 conda install -c conda-forge kornia
```

Wand (🥈34 · ⭐ 1.2K) - The ctypes-based simple ImageMagick binding for Python. MIT

GitHub (👨‍💻 100 · 🔀 200 · 📥 8.5K · 📦 13K · 📋 390 - 4% open · ⏱️ 13.10.2022):
```
 git clone https://github.com/emcconville/wand
```
PyPi (📥 480K / month · 📦 690 · ⏱️ 17.08.2021):
```
 pip install wand
```
Conda (📥 19K · ⏱️ 22.08.2022):
```
 conda install -c conda-forge wand
```

detectron2 (🥈33 · ⭐ 23K) - Detectron2 is a platform for object detection, segmentation.. Apache-2

GitHub (👨‍💻 220 · 🔀 6.2K · 📦 810 · 📋 3.2K - 9% open · ⏱️ 11.11.2022):
```
 git clone https://github.com/facebookresearch/detectron2
```
PyPi (📥 4 / month · 📦 3 · ⏱️ 06.02.2020):
```
 pip install detectron2
```

Conda (📥 110K · ⏱️ 25.04.2022):

 conda install -c conda-forge detectron2

InsightFace (🥈33 · ⭐ 13K) - State-of-the-art 2D and 3D Face Analysis Project. MIT

GitHub (👨‍💻 50 · 🔀 4.1K · 📦 210 · 📋 2.1K - 56% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/deepinsight/insightface
```
PyPi (📥 24K / month · 📦 5 · ⏱️ 29.01.2022):
```
 pip install insightface
```

ImageHash (🥈33 · ⭐ 2.6K) - A Python Perceptual Image Hashing Module. BSD-2

GitHub (👨‍💻 23 · 🔀 310 · 📦 6.6K · 📋 120 - 9% open · ⏱️ 28.09.2022):
```
 git clone https://github.com/JohannesBuchner/imagehash
```
PyPi (📥 1.3M / month · 📦 340 · ⏱️ 15.07.2021):
```
 pip install ImageHash
```

Conda (📥 260K · ⏱️ 28.09.2022):

 conda install -c conda-forge imagehash

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

GitHub (👨‍💻 54 · 🔀 13K · 📥 480 · 📋 1.3K - 54% open · ⏱️ 10.06.2022):
```
 git clone https://github.com/ageitgey/face_recognition
```
PyPi (📥 53K / month · 📦 46 · ⏱️ 20.02.2020):
```
 pip install face_recognition
```

Conda (📥 12K · ⏱️ 30.04.2021):

 conda install -c conda-forge face_recognition

PaddleSeg (🥈32 · ⭐ 6.1K) - Easy-to-use image segmentation library with awesome pre-.. Apache-2

GitHub (👨‍💻 94 · 🔀 1.3K · 📦 730 · 📋 1.5K - 44% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/PaddlePaddle/PaddleSeg
```
PyPi (📥 3.6K / month · 📦 2 · ⏱️ 20.04.2022):
```
 pip install paddleseg
```

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

GitHub (👨‍💻 120 · 🔀 1.2K · 📦 930 · 📋 830 - 7% open · ⏱️ 11.08.2022):
```
 git clone https://github.com/dmlc/gluon-cv
```
PyPi (📥 590K / month · 📦 59 · ⏱️ 07.07.2022):
```
 pip install gluoncv
```

opencv-python (🥈32 · ⭐ 3.1K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT

GitHub (👨‍💻 40 · 🔀 610 · 📋 600 - 8% open · ⏱️ 29.08.2022):
```
 git clone https://github.com/opencv/opencv-python
```
PyPi (📥 6.2M / month · 📦 9.4K · ⏱️ 08.06.2022):
```
 pip install opencv-python
```

deepface (🥈31 · ⭐ 5K) - A Lightweight Face Recognition and Facial Attribute Analysis (Age, Gender,.. MIT

GitHub (👨‍💻 30 · 🔀 1.1K · 📦 900 · 📋 560 - 1% open · ⏱️ 24.10.2022):
```
 git clone https://github.com/serengil/deepface
```
PyPi (📥 69K / month · 📦 3 · ⏱️ 10.05.2022):
```
 pip install deepface
```

imutils (🥈31 · ⭐ 4.2K · 💤) - A series of convenience functions to make basic image processing.. MIT

GitHub (👨‍💻 21 · 🔀 1K · 📦 29K · 📋 230 - 65% open · ⏱️ 27.01.2022):
```
 git clone https://github.com/PyImageSearch/imutils
```
PyPi (📥 350K / month · 📦 780 · ⏱️ 15.01.2021):
```
 pip install imutils
```
Conda (📥 110K · ⏱️ 06.11.2022):
```
 conda install -c conda-forge imutils
```

sahi (🥈29 · ⭐ 2.2K) - Framework agnostic sliced/tiled inference + interactive ui + error analysis.. MIT

GitHub (👨‍💻 19 · 🔀 340 · 📥 9.7K · 📦 190 · ⏱️ 01.12.2022):
```
 git clone https://github.com/obss/sahi
```
PyPi (📥 81K / month · 📦 5 · ⏱️ 25.06.2022):
```
 pip install sahi
```
Conda (📥 23K · ⏱️ 27.11.2022):
```
 conda install -c conda-forge sahi
```

vit-pytorch (🥈28 · ⭐ 12K) - Implementation of Vision Transformer, a simple way to achieve.. MIT

GitHub (👨‍💻 17 · 🔀 2K · 📦 160 · 📋 210 - 47% open · ⏱️ 29.10.2022):
```
 git clone https://github.com/lucidrains/vit-pytorch
```
PyPi (📥 20K / month · 📦 3 · ⏱️ 30.06.2022):
```
 pip install vit-pytorch
```

lightly (🥈28 · ⭐ 1.9K) - A python library for self-supervised learning on images. MIT

GitHub (👨‍💻 20 · 🔀 160 · 📦 68 · 📋 340 - 22% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/lightly-ai/lightly
```
PyPi (📥 3.4K / month · 📦 1 · ⏱️ 05.07.2022):
```
 pip install lightly
```

CellProfiler (🥈28 · ⭐ 730) - An open-source application for biological image analysis. BSD-3

GitHub (👨‍💻 130 · 🔀 330 · 📥 4.2K · 📦 11 · 📋 3.1K - 6% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/CellProfiler/CellProfiler
```
PyPi (📥 470 / month · ⏱️ 22.07.2021):
```
 pip install cellprofiler
```

doctr (🥉27 · ⭐ 1.4K) - docTR (Document Text Recognition) - a seamless, high-.. Apache-2

GitHub (👨‍💻 27 · 🔀 180 · 📥 870K · 📦 41 · 📋 220 - 16% open · ⏱️ 12.10.2022):
```
 git clone https://github.com/mindee/doctr
```
PyPi (📥 4.8K / month · 📦 1 · ⏱️ 22.03.2022):
```
 pip install python-doctr
```

mahotas (🥉27 · ⭐ 780) - Computer Vision in Python. MIT

GitHub (👨‍💻 32 · 🔀 150 · 📦 900 · 📋 82 - 23% open · ⏱️ 14.11.2022):
```
 git clone https://github.com/luispedro/mahotas
```
PyPi (📥 10K / month · 📦 120 · ⏱️ 28.06.2022):
```
 pip install mahotas
```
Conda (📥 350K · ⏱️ 05.11.2022):
```
 conda install -c conda-forge mahotas
```

facenet-pytorch (🥉26 · ⭐ 3.2K · 💤) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT

GitHub (👨‍💻 14 · 🔀 710 · 📥 500K · 📦 930 · 📋 160 - 41% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/timesler/facenet-pytorch
```
PyPi (📥 17K / month · 📦 11 · ⏱️ 10.03.2021):
```
 pip install facenet-pytorch
```

vidgear (🥉26 · ⭐ 2.5K) - A High-performance cross-platform Video Processing Python framework.. Apache-2

GitHub (👨‍💻 13 · 🔀 200 · 📥 680 · 📦 250 · 📋 240 - 3% open · ⏱️ 06.07.2022):
```
 git clone https://github.com/abhiTronix/vidgear
```
PyPi (📥 4.7K / month · 📦 5 · ⏱️ 05.07.2022):
```
 pip install vidgear
```

Augmentor (🥉25 · ⭐ 4.8K) - Image augmentation library in Python for machine learning. MIT

GitHub (👨‍💻 22 · 🔀 850 · 📦 510 · 📋 200 - 63% open · ⏱️ 23.09.2022):
```
 git clone https://github.com/mdbloice/Augmentor
```
PyPi (📥 24K / month · 📦 29 · ⏱️ 27.04.2022):
```
 pip install Augmentor
```

Image Deduplicator (🥉25 · ⭐ 4.3K) - Finding duplicate images made easy!. Apache-2

GitHub (👨‍💻 11 · 🔀 390 · 📦 30 · 📋 120 - 39% open · ⏱️ 15.11.2022):
```
 git clone https://github.com/idealo/imagededup
```
PyPi (📥 1.2K / month · 📦 4 · ⏱️ 22.11.2020):
```
 pip install imagededup
```

segmentation_models (🥉25 · ⭐ 4.1K) - Segmentation models with pretrained backbones. Keras.. MIT

GitHub (👨‍💻 14 · 🔀 940 · 📋 500 - 47% open · ⏱️ 29.07.2022):
```
 git clone https://github.com/qubvel/segmentation_models
```
PyPi (📥 20K / month · 📦 24 · ⏱️ 10.01.2020):
```
 pip install segmentation_models
```

pytorchvideo (🥉25 · ⭐ 2.7K) - A deep learning library for video understanding research. Apache-2

GitHub (👨‍💻 50 · 🔀 310 · 📋 170 - 40% open · ⏱️ 02.11.2022):
```
 git clone https://github.com/facebookresearch/pytorchvideo
```
PyPi (📥 19K / month · 📦 5 · ⏱️ 20.01.2022):
```
 pip install pytorchvideo
```

Norfair (🥉25 · ⭐ 1.7K) - Lightweight Python library for adding real-time multi-object tracking.. BSD-3

GitHub (👨‍💻 22 · 🔀 170 · 📥 230 · 📋 100 - 5% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/tryolabs/norfair
```
PyPi (📥 4.9K / month · 📦 1 · ⏱️ 30.05.2022):
```
 pip install norfair
```

MMF (🥉24 · ⭐ 5.1K) - A modular framework for vision & language multimodal research from.. BSD-3

GitHub (👨‍💻 110 · 🔀 880 · 📦 13 · 📋 670 - 35% open · ⏱️ 19.10.2022):
```
 git clone https://github.com/facebookresearch/mmf
```
PyPi (📥 260 / month · 📦 1 · ⏱️ 12.06.2020):
```
 pip install mmf
```

layout-parser (🥉24 · ⭐ 3.3K) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2

GitHub (👨‍💻 8 · 🔀 330 · 📦 110 · 📋 110 - 54% open · ⏱️ 06.08.2022):
```
 git clone https://github.com/Layout-Parser/layout-parser
```
PyPi (📥 41K / month · 📦 2 · ⏱️ 06.04.2022):
```
 pip install layoutparser
```

pyvips (🥉24 · ⭐ 460) - python binding for libvips using cffi. MIT

GitHub (👨‍💻 14 · 🔀 42 · 📦 400 · 📋 320 - 37% open · ⏱️ 06.11.2022):
```
 git clone https://github.com/libvips/pyvips
```
PyPi (📥 21K / month · 📦 40 · ⏱️ 12.06.2022):
```
 pip install pyvips
```
Conda (📥 42K · ⏱️ 29.10.2022):
```
 conda install -c conda-forge pyvips
```

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

GitHub (👨‍💻 14 · 🔀 320 · 📦 47 · 📋 170 - 56% open · ⏱️ 13.03.2022):
```
 git clone https://github.com/lucidrains/deep-daze
```
PyPi (📥 2.2K / month · ⏱️ 13.03.2022):
```
 pip install deep-daze
```

vissl (🥉23 · ⭐ 2.9K) - VISSL is FAIRs library of extensible, modular and scalable components.. MIT

GitHub (👨‍💻 34 · 🔀 290 · 📦 13 · 📋 160 - 37% open · ⏱️ 12.10.2022):
```
 git clone https://github.com/facebookresearch/vissl
```
PyPi (📥 360 / month · 📦 1 · ⏱️ 02.11.2021):
```
 pip install vissl
```

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

GitHub (👨‍💻 37 · 🔀 360 · 📋 230 - 60% open · ⏱️ 11.11.2022):
```
 git clone https://github.com/tensorflow/graphics
```
PyPi (📥 4.8K / month · 📦 5 · ⏱️ 03.12.2021):
```
 pip install tensorflow-graphics
```

icevision (🥉23 · ⭐ 780) - An Agnostic Computer Vision Framework - Pluggable to any Training.. Apache-2

GitHub (👨‍💻 41 · 🔀 130 · 📋 560 - 9% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/airctic/icevision
```
PyPi (📥 3.2K / month · 📦 5 · ⏱️ 10.02.2022):
```
 pip install icevision
```

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

GitHub (👨‍💻 17 · 🔀 230 · 📦 8 · 📋 81 - 30% open · ⏱️ 12.07.2022):
```
 git clone https://github.com/facebookresearch/pycls
```
PyPi (📥 88K / month · ⏱️ 05.09.2020):
```
 pip install pycls
```

kubric (🥉21 · ⭐ 1.7K) - A data generation pipeline for creating semi-realistic synthetic.. Apache-2

GitHub (👨‍💻 21 · 🔀 150 · 📋 160 - 28% open · ⏱️ 21.09.2022):
```
 git clone https://github.com/google-research/kubric
```
PyPi (📥 2.9K / month · ⏱️ 06.07.2022):
```
 pip install kubric-nightly
```

scenic (🥉21 · ⭐ 1.6K) - Scenic: A Jax Library for Computer Vision Research and Beyond. Apache-2

GitHub (👨‍💻 54 · 🔀 210 · 📦 28 · 📋 90 - 42% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/google-research/scenic
```

Classy Vision (🥉20 · ⭐ 1.5K) - An end-to-end PyTorch framework for image and video.. MIT

GitHub (👨‍💻 77 · 🔀 260 · 📋 120 - 45% open · ⏱️ 27.09.2022):
```
 git clone https://github.com/facebookresearch/ClassyVision
```
PyPi (📥 1K / month · 📦 2 · ⏱️ 09.07.2021):
```
 pip install classy_vision
```

Conda (📥 15K · ⏱️ 22.03.2022):

 conda install -c conda-forge classy_vision

detecto (🥉20 · ⭐ 570 · 💤) - Build fully-functioning computer vision models with PyTorch. MIT

GitHub (👨‍💻 12 · 🔀 98 · 📦 120 · 📋 98 - 37% open · ⏱️ 09.02.2022):
```
 git clone https://github.com/alankbi/detecto
```
PyPi (📥 3.5K / month · 📦 2 · ⏱️ 02.02.2022):
```
 pip install detecto
```
Conda (📥 1.9K · ⏱️ 02.02.2022):
```
 conda install -c conda-forge detecto
```

DE⫶TR (🥉19 · ⭐ 10K · 💤) - End-to-End Object Detection with Transformers. Apache-2

GitHub (👨‍💻 25 · 🔀 1.8K · 📋 470 - 40% open · ⏱️ 07.03.2022):
```
 git clone https://github.com/facebookresearch/detr
```

PySlowFast (🥉19 · ⭐ 5.3K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2

GitHub (👨‍💻 29 · 🔀 1K · 📦 10 · 📋 590 - 54% open · ⏱️ 27.09.2022):
```
 git clone https://github.com/facebookresearch/SlowFast
```
PyPi (📥 21 / month · ⏱️ 15.01.2020):
```
 pip install pyslowfast
```

ffcv (🥉19 · ⭐ 2.3K) - FFCV: Fast Forward Computer Vision (and other ML workloads!). Apache-2

GitHub (👨‍💻 17 · 🔀 130 · 📦 11 · 📋 200 - 26% open · ⏱️ 27.11.2022):
```
 git clone https://github.com/libffcv/ffcv
```
PyPi (📥 690 / month · ⏱️ 28.01.2022):
```
 pip install ffcv
```

Show 16 hidden projects...

glfw (🥈35 · ⭐ 9.9K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
imgaug (🥈34 · ⭐ 13K · 💀) - Image augmentation for machine learning experiments. MIT
imageai (🥈30 · ⭐ 7.4K · 💀) - A python library built to empower developers to build applications.. MIT
PyTorch3D (🥈29 · ⭐ 6.8K) - PyTorch3D is FAIRs library of reusable components for.. ❗Unlicensed
Face Alignment (🥉27 · ⭐ 6K · 💀) - 2D and 3D Face alignment library build using pytorch. BSD-3
chainercv (🥉27 · ⭐ 1.5K · 💀) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
Pillow-SIMD (🥉26 · ⭐ 1.9K) - The friendly PIL fork. ❗️PIL
mtcnn (🥉25 · ⭐ 1.9K · 💀) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT
Image Super-Resolution (🥉23 · ⭐ 3.9K · 💀) - Super-scale your images and run experiments with.. Apache-2
Luminoth (🥉23 · ⭐ 2.4K · 💀) - Deep Learning toolkit for Computer Vision. BSD-3
nude.py (🥉21 · ⭐ 880 · 💀) - Nudity detection with Python. MIT
image-match (🥉20 · ⭐ 2.8K · 💀) - Quickly search over billions of images. Apache-2
Caer (🥉18 · ⭐ 660 · 💀) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
solt (🥉17 · ⭐ 260) - Streaming over lightweight data transformations. MIT
Torch Points 3D (🥉16 · ⭐ 120 · 💤) - Pytorch framework for doing deep learning on point.. BSD-3
HugsVision (🥉14 · ⭐ 170 · 💤) - 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 (🥇44 · ⭐ 12K) - Network Analysis in Python. BSD-3

GitHub (👨‍💻 630 · 🔀 2.8K · 📥 60 · 📦 130K · 📋 3.1K - 12% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/networkx/networkx
```
PyPi (📥 20M / month · 📦 13K · ⏱️ 14.06.2022):
```
 pip install networkx
```
Conda (📥 9M · ⏱️ 02.11.2022):
```
 conda install -c conda-forge networkx
```

PyTorch Geometric (🥇38 · ⭐ 16K) - Graph Neural Network Library for PyTorch. MIT

GitHub (👨‍💻 340 · 🔀 3K · 📋 2.9K - 23% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/pyg-team/pytorch_geometric
```
PyPi (📥 120K / month · 📦 50 · ⏱️ 12.03.2022):
```
 pip install torch-geometric
```

Conda (📥 14K · ⏱️ 19.08.2022):

 conda install -c conda-forge pytorch_geometric

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

GitHub (👨‍💻 240 · 🔀 2.6K · 📦 40 · 📋 2K - 16% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/dmlc/dgl
```
PyPi (📥 35K / month · 📦 46 · ⏱️ 16.03.2022):
```
 pip install dgl
```

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

GitHub (👨‍💻 23 · 🔀 340 · 📦 510 · 📋 240 - 1% open · ⏱️ 02.11.2022):
```
 git clone https://github.com/snap-stanford/ogb
```
PyPi (📥 22K / month · 📦 18 · ⏱️ 23.02.2022):
```
 pip install ogb
```
Conda (📥 15K · ⏱️ 03.11.2022):
```
 conda install -c conda-forge ogb
```

Paddle Graph Learning (🥈28 · ⭐ 1.4K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2

GitHub (👨‍💻 30 · 🔀 280 · 📦 35 · 📋 160 - 36% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/PaddlePaddle/PGL
```
PyPi (📥 1.6K / month · 📦 2 · ⏱️ 21.04.2022):
```
 pip install pgl
```

pygraphistry (🥈27 · ⭐ 1.8K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3

GitHub (👨‍💻 31 · 🔀 190 · 📦 80 · 📋 250 - 47% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/graphistry/pygraphistry
```
PyPi (📥 2.4K / month · 📦 4 · ⏱️ 02.07.2022):
```
 pip install graphistry
```

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

GitHub (👨‍💻 24 · 🔀 320 · 📦 160 · 📋 240 - 19% open · ⏱️ 19.10.2022):
```
 git clone https://github.com/danielegrattarola/spektral
```
PyPi (📥 5.1K / month · 📦 3 · ⏱️ 09.04.2022):
```
 pip install spektral
```

pytorch_geometric_temporal (🥈25 · ⭐ 1.8K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT

GitHub (👨‍💻 24 · 🔀 260 · 📋 130 - 6% open · ⏱️ 25.10.2022):

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

PyPi (📥 3.1K / month · 📦 2 · ⏱️ 04.04.2022):
```
 pip install torch-geometric-temporal
```

PyKEEN (🥈25 · ⭐ 1.1K) - A Python library for learning and evaluating knowledge graph embeddings. MIT

GitHub (👨‍💻 33 · 🔀 140 · 📥 140 · 📋 460 - 16% open · ⏱️ 20.11.2022):
```
 git clone https://github.com/pykeen/pykeen
```
PyPi (📥 2.8K / month · 📦 3 · ⏱️ 24.05.2022):
```
 pip install pykeen
```

PyTorch-BigGraph (🥈24 · ⭐ 3.1K) - Generate embeddings from large-scale graph-structured.. BSD-3

GitHub (👨‍💻 28 · 🔀 420 · 📥 140 · 📋 190 - 28% open · ⏱️ 09.09.2022):
```
 git clone https://github.com/facebookresearch/PyTorch-BigGraph
```
PyPi (📥 220K / month · 📦 3 · ⏱️ 01.05.2019):
```
 pip install torchbiggraph
```

Node2Vec (🥉23 · ⭐ 990) - Implementation of the node2vec algorithm. MIT

GitHub (👨‍💻 12 · 🔀 220 · 📋 83 - 1% open · ⏱️ 19.10.2022):
```
 git clone https://github.com/eliorc/node2vec
```
PyPi (📥 98K / month · 📦 16 · ⏱️ 30.04.2022):
```
 pip install node2vec
```
Conda (📥 23K · ⏱️ 25.04.2020):
```
 conda install -c conda-forge node2vec
```

torch-cluster (🥉22 · ⭐ 590) - PyTorch Extension Library of Optimized Graph Cluster.. MIT

GitHub (👨‍💻 26 · 🔀 110 · 📋 120 - 20% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/rusty1s/pytorch_cluster
```
PyPi (📥 14K / month · 📦 30 · ⏱️ 11.03.2022):
```
 pip install torch-cluster
```

Conda (📥 48K · ⏱️ 25.10.2022):

 conda install -c conda-forge pytorch_cluster

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

GitHub (👨‍💻 27 · 🔀 180 · 📋 170 - 6% open · ⏱️ 13.11.2022):
```
 git clone https://github.com/graph4ai/graph4nlp
```
PyPi (📥 150 / month · ⏱️ 20.01.2022):
```
 pip install graph4nlp
```

jraph (🥉19 · ⭐ 1.1K) - A Graph Neural Network Library in Jax. Apache-2

GitHub (👨‍💻 17 · 🔀 66 · 📦 37 · 📋 41 - 36% open · ⏱️ 31.08.2022):
```
 git clone https://github.com/deepmind/jraph
```
PyPi (📥 3.2K / month · 📦 2 · ⏱️ 06.06.2022):
```
 pip install jraph
```
Conda (📥 1.2K · ⏱️ 31.10.2021):
```
 conda install -c conda-forge jraph
```

kglib (🥉18 · ⭐ 530) - TypeDB-ML is the Machine Learning integrations library for TypeDB. Apache-2

GitHub (👨‍💻 11 · 🔀 94 · 📥 210 · 📋 61 - 18% open · ⏱️ 09.11.2022):
```
 git clone https://github.com/vaticle/kglib
```
PyPi (📥 26 / month · ⏱️ 19.08.2020):
```
 pip install grakn-kglib
```

GraphEmbedding (🥉16 · ⭐ 3.1K) - Implementation and experiments of graph embedding algorithms. MIT

GitHub (👨‍💻 9 · 🔀 890 · 📦 22 · 📋 70 - 64% open · ⏱️ 21.06.2022):
```
 git clone https://github.com/shenweichen/GraphEmbedding
```

OpenKE (🥉15 · ⭐ 3.3K) - An Open-Source Package for Knowledge Embedding (KE). MIT

GitHub (👨‍💻 11 · 🔀 920 · 📋 360 - 1% open · ⏱️ 03.11.2022):
```
 git clone https://github.com/thunlp/OpenKE
```

GraphGym (🥉15 · ⭐ 1.2K) - Platform for designing and evaluating Graph Neural Networks (GNN). MIT

GitHub (👨‍💻 5 · 🔀 140 · 📥 18 · 📦 2 · 📋 35 - 22% open · ⏱️ 25.08.2022):
```
 git clone https://github.com/snap-stanford/GraphGym
```
PyPi (📥 53 / month · ⏱️ 24.03.2022):
```
 pip install graphgym
```

AutoGL (🥉15 · ⭐ 860 · 💤) - An autoML framework & toolkit for machine learning on graphs. Apache-2

GitHub (👨‍💻 13 · 🔀 100 · 📋 26 - 42% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/THUMNLab/AutoGL
```
PyPi (📥 4 / month · ⏱️ 23.12.2020):
```
 pip install auto-graph-learning
```

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

GitHub (👨‍💻 11 · 🔀 480 · 📋 100 - 4% open · ⏱️ 02.11.2022):
```
 git clone https://github.com/thunlp/OpenNE
```

ptgnn (🥉13 · ⭐ 360 · 💤) - A PyTorch Graph Neural Network Library. MIT

GitHub (👨‍💻 7 · 🔀 40 · 📦 1 · 📋 7 - 28% open · ⏱️ 01.02.2022):
```
 git clone https://github.com/microsoft/ptgnn
```
PyPi (📥 34 / month · ⏱️ 21.10.2021):
```
 pip install ptgnn
```

Show 15 hidden projects...

igraph (🥇32 · ⭐ 1K) - Python interface for igraph. ❗️GPL-2.0
StellarGraph (🥈28 · ⭐ 2.6K · 💀) - StellarGraph - Machine Learning on Graphs. Apache-2
pygal (🥈27 · ⭐ 2.5K · 💀) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
Karate Club (🥈26 · ⭐ 1.8K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0
AmpliGraph (🥈24 · ⭐ 1.9K · 💀) - Python library for Representation Learning on Knowledge.. Apache-2
DIG (🥉23 · ⭐ 1.3K) - A library for graph deep learning research. ❗️GPL-3.0
DeepWalk (🥉21 · ⭐ 2.5K · 💀) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
graph-nets (🥉20 · ⭐ 5.2K · 💀) - Build Graph Nets in Tensorflow. Apache-2
deepsnap (🥉19 · ⭐ 450 · 💀) - Python library assists deep learning on graphs. MIT
pyRDF2Vec (🥉18 · ⭐ 170) - Python Implementation and Extension of RDF2Vec. MIT
Sematch (🥉17 · ⭐ 400 · 💀) - semantic similarity framework for knowledge graph. Apache-2
DeepGraph (🥉17 · ⭐ 270 · 💀) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
Euler (🥉16 · ⭐ 2.8K · 💀) - A distributed graph deep learning framework. Apache-2
GraphSAGE (🥉15 · ⭐ 2.9K · 💀) - Representation learning on large graphs using stochastic.. MIT
GraphVite (🥉13 · ⭐ 1.1K · 💀) - GraphVite: A General and High-performance Graph Embedding.. Apache-2

Audio Data

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

espnet (🥇36 · ⭐ 5.8K) - End-to-End Speech Processing Toolkit. Apache-2

GitHub (👨‍💻 310 · 🔀 1.7K · 📥 77 · 📦 95 · 📋 2K - 18% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/espnet/espnet
```
PyPi (📥 10K / month · 📦 3 · ⏱️ 28.05.2022):
```
 pip install espnet
```

speechbrain (🥇34 · ⭐ 4.9K) - A PyTorch-based Speech Toolkit. Apache-2

GitHub (👨‍💻 190 · 🔀 930 · 📦 330 · 📋 900 - 22% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/speechbrain/speechbrain
```
PyPi (📥 20K / month · 📦 3 · ⏱️ 26.06.2022):
```
 pip install speechbrain
```

torchaudio (🥇34 · ⭐ 1.9K) - Data manipulation and transformation for audio signal.. BSD-2

GitHub (👨‍💻 180 · 🔀 490 · 📋 740 - 26% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/pytorch/audio
```
PyPi (📥 570K / month · 📦 160 · ⏱️ 28.06.2022):
```
 pip install torchaudio
```

Magenta (🥈33 · ⭐ 18K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2

GitHub (👨‍💻 150 · 🔀 3.7K · 📦 390 · 📋 940 - 37% open · ⏱️ 04.10.2022):
```
 git clone https://github.com/magenta/magenta
```
PyPi (📥 5.9K / month · 📦 38 · ⏱️ 12.11.2020):
```
 pip install magenta
```

librosa (🥈33 · ⭐ 5.5K) - Python library for audio and music analysis. ISC

GitHub (👨‍💻 110 · 🔀 850 · 📋 1K - 4% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/librosa/librosa
```
PyPi (📥 1.2M / month · 📦 1.2K · ⏱️ 27.06.2022):
```
 pip install librosa
```
Conda (📥 550K · ⏱️ 27.06.2022):
```
 conda install -c conda-forge librosa
```

SpeechRecognition (🥈32 · ⭐ 6.6K) - Speech recognition module for Python, supporting several.. BSD-3

GitHub (👨‍💻 48 · 🔀 2.2K · 📋 540 - 47% open · ⏱️ 07.11.2022):
```
 git clone https://github.com/Uberi/speech_recognition
```
PyPi (📥 410K / month · 📦 720 · ⏱️ 05.12.2017):
```
 pip install SpeechRecognition
```

Conda (📥 150K · ⏱️ 15.11.2022):

 conda install -c conda-forge speechrecognition

Pydub (🥈32 · ⭐ 6.5K) - Manipulate audio with a simple and easy high level interface. MIT

GitHub (👨‍💻 94 · 🔀 860 · 📦 16K · 📋 530 - 50% open · ⏱️ 15.10.2022):
```
 git clone https://github.com/jiaaro/pydub
```
PyPi (📥 3.6M / month · 📦 900 · ⏱️ 10.03.2021):
```
 pip install pydub
```
Conda (📥 34K · ⏱️ 13.03.2021):
```
 conda install -c conda-forge pydub
```

spleeter (🥈29 · ⭐ 21K) - Deezer source separation library including pretrained models. MIT

GitHub (👨‍💻 19 · 🔀 2.3K · 📥 2M · 📋 710 - 23% open · ⏱️ 25.11.2022):
```
 git clone https://github.com/deezer/spleeter
```
PyPi (📥 8.6K / month · 📦 5 · ⏱️ 10.06.2022):
```
 pip install spleeter
```
Conda (📥 71K · ⏱️ 30.06.2020):
```
 conda install -c conda-forge spleeter
```

Coqui TTS (🥈28 · ⭐ 7.2K) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0

GitHub (👨‍💻 110 · 🔀 780 · 📥 360K · 📋 450 - 4% open · ⏱️ 21.11.2022):
```
 git clone https://github.com/coqui-ai/TTS
```
PyPi (📥 8.4K / month · 📦 5 · ⏱️ 21.06.2022):
```
 pip install tts
```
Conda (📥 5.7K · ⏱️ 15.12.2021):
```
 conda install -c conda-forge tts
```

pyAudioAnalysis (🥈28 · ⭐ 5K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2

GitHub (👨‍💻 27 · 🔀 1.1K · 📦 320 · 📋 300 - 59% open · ⏱️ 18.09.2022):
```
 git clone https://github.com/tyiannak/pyAudioAnalysis
```
PyPi (📥 8.6K / month · 📦 19 · ⏱️ 07.02.2022):
```
 pip install pyAudioAnalysis
```

python-soundfile (🥈28 · ⭐ 500) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3

GitHub (👨‍💻 28 · 🔀 82 · 📥 7.6K · 📦 16K · 📋 190 - 41% open · ⏱️ 27.09.2022):
```
 git clone https://github.com/bastibe/python-soundfile
```
PyPi (📥 970K / month · ⏱️ 27.09.2022):
```
 pip install soundfile
```
Conda:
```
 conda install -c anaconda pysoundfile
```

audioread (🥈28 · ⭐ 410) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.. MIT

GitHub (👨‍💻 23 · 🔀 100 · 📋 85 - 40% open · ⏱️ 18.11.2022):
```
 git clone https://github.com/beetbox/audioread
```
PyPi (📥 1.2M / month · 📦 330 · ⏱️ 20.10.2020):
```
 pip install audioread
```

Conda (📥 540K · ⏱️ 29.10.2022):

 conda install -c conda-forge audioread

Porcupine (🥉27 · ⭐ 2.8K) - On-device wake word detection powered by deep learning. Apache-2

GitHub (👨‍💻 31 · 🔀 400 · 📦 10 · 📋 410 - 0% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/Picovoice/Porcupine
```
PyPi (📥 1.3K / month · 📦 11 · ⏱️ 28.06.2022):
```
 pip install pvporcupine
```

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

GitHub (👨‍💻 23 · 🔀 150 · 📦 190 · 📋 140 - 28% open · ⏱️ 07.11.2022):
```
 git clone https://github.com/iver56/audiomentations
```
PyPi (📥 4.4K / month · 📦 1 · ⏱️ 15.06.2022):
```
 pip install audiomentations
```

Madmom (🥉26 · ⭐ 1K · 💤) - Python audio and music signal processing library. BSD-3

GitHub (👨‍💻 20 · 🔀 160 · 📦 240 · 📋 270 - 22% open · ⏱️ 06.01.2022):
```
 git clone https://github.com/CPJKU/madmom
```
PyPi (📥 4.7K / month · 📦 27 · ⏱️ 14.11.2018):
```
 pip install madmom
```

tinytag (🥉26 · ⭐ 570) - Read audio and music meta data and duration of MP3, OGG, OPUS, MP4, M4A,.. MIT

GitHub (👨‍💻 25 · 🔀 90 · 📦 630 · 📋 96 - 14% open · ⏱️ 04.11.2022):
```
 git clone https://github.com/devsnd/tinytag
```
PyPi (📥 19K / month · 📦 70 · ⏱️ 12.03.2022):
```
 pip install tinytag
```

DDSP (🥉25 · ⭐ 2.3K) - DDSP: Differentiable Digital Signal Processing. Apache-2

GitHub (👨‍💻 31 · 🔀 270 · 📦 32 · 📋 150 - 20% open · ⏱️ 04.10.2022):
```
 git clone https://github.com/magenta/ddsp
```
PyPi (📥 3.2K / month · 📦 1 · ⏱️ 25.05.2022):
```
 pip install ddsp
```
Conda (📥 12K · ⏱️ 08.06.2020):
```
 conda install -c conda-forge ddsp
```

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

GitHub (👨‍💻 13 · 🔀 140 · 📥 22 · 📦 1.9K · 📋 95 - 13% open · ⏱️ 04.07.2022):
```
 git clone https://github.com/keunwoochoi/kapre
```
PyPi (📥 3.8K / month · 📦 14 · ⏱️ 21.01.2022):
```
 pip install kapre
```

nnAudio (🥉21 · ⭐ 760) - Audio processing by using pytorch 1D convolution network. MIT

GitHub (👨‍💻 13 · 🔀 72 · 📦 70 · 📋 53 - 22% open · ⏱️ 09.10.2022):
```
 git clone https://github.com/KinWaiCheuk/nnAudio
```
PyPi (📥 2.7K / month · 📦 1 · ⏱️ 24.12.2021):
```
 pip install nnAudio
```

Julius (🥉17 · ⭐ 300) - Fast PyTorch based DSP for audio and 1D signals. MIT

GitHub (👨‍💻 2 · 🔀 19 · 📦 180 · 📋 11 - 18% open · ⏱️ 19.09.2022):
```
 git clone https://github.com/adefossez/julius
```
PyPi (📥 30K / month · 📦 5 · ⏱️ 20.10.2021):
```
 pip install julius
```

Show 9 hidden projects...

DeepSpeech (🥇35 · ⭐ 21K · 💀) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
aubio (🥈28 · ⭐ 2.8K · 💤) - a library for audio and music analysis. ❗️GPL-3.0
Essentia (🥉26 · ⭐ 2.2K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
python_speech_features (🥉23 · ⭐ 2.2K · 💀) - This library provides common speech features for ASR.. MIT
Dejavu (🥉22 · ⭐ 5.9K · 💀) - Audio fingerprinting and recognition in Python. MIT
TTS (🥉21 · ⭐ 6.4K · 💀) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
TimeSide (🥉21 · ⭐ 340) - Scalable audio processing framework written in Python with a.. ❗️AGPL-3.0
Muda (🥉17 · ⭐ 210 · 💀) - A library for augmenting annotated audio data. ISC
textlesslib (🥉9 · ⭐ 380 · 💤) - Library for Textless Spoken Language Processing. MIT

Geospatial Data

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

pydeck (🥇42 · ⭐ 10K) - WebGL2 powered visualization framework. MIT

GitHub (👨‍💻 210 · 🔀 1.9K · 📦 5K · 📋 2.6K - 7% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/visgl/deck.gl
```
PyPi (📥 950K / month · 📦 24 · ⏱️ 25.10.2021):
```
 pip install pydeck
```
Conda (📥 240K · ⏱️ 04.11.2022):
```
 conda install -c conda-forge pydeck
```
npm (📥 350K / month · 📦 420 · ⏱️ 15.11.2022):
```
 npm install deck.gl
```

folium (🥇39 · ⭐ 6K) - Python Data. Leaflet.js Maps. MIT

GitHub (👨‍💻 150 · 🔀 2.1K · 📦 19K · 📋 1.2K - 21% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/python-visualization/folium
```
PyPi (📥 860K / month · 📦 680 · ⏱️ 19.11.2021):
```
 pip install folium
```
Conda (📥 1.4M · ⏱️ 07.10.2022):
```
 conda install -c conda-forge folium
```

Rasterio (🥇38 · ⭐ 1.8K) - Rasterio reads and writes geospatial raster datasets. BSD-3

GitHub (👨‍💻 140 · 🔀 490 · 📥 760 · 📦 5.9K · 📋 1.6K - 9% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/rasterio/rasterio
```
PyPi (📥 1.4M / month · 📦 800 · ⏱️ 06.07.2022):
```
 pip install rasterio
```
Conda (📥 1.9M · ⏱️ 17.11.2022):
```
 conda install -c conda-forge rasterio
```

Shapely (🥈37 · ⭐ 3.1K) - Manipulation and analysis of geometric objects. BSD-3

GitHub (👨‍💻 140 · 🔀 490 · 📥 340 · 📦 36K · 📋 970 - 18% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/shapely/shapely
```
PyPi (📥 7.9M / month · ⏱️ 03.08.2022):
```
 pip install shapely
```
Conda (📥 5M · ⏱️ 26.11.2022):
```
 conda install -c conda-forge shapely
```

pyproj (🥈37 · ⭐ 820 · 📈) - Python interface to PROJ (cartographic projections and coordinate.. MIT

GitHub (👨‍💻 57 · 🔀 190 · 📦 17K · 📋 530 - 3% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/pyproj4/pyproj
```
PyPi (📥 5M / month · 📦 1.7K · ⏱️ 22.04.2022):
```
 pip install pyproj
```
Conda (📥 4.8M · ⏱️ 28.10.2022):
```
 conda install -c conda-forge pyproj
```

geopy (🥈36 · ⭐ 3.8K) - Geocoding library for Python. MIT

GitHub (👨‍💻 130 · 🔀 600 · 📋 270 - 9% open · ⏱️ 13.11.2022):
```
 git clone https://github.com/geopy/geopy
```
PyPi (📥 4.5M / month · 📦 3.9K · ⏱️ 11.07.2021):
```
 pip install geopy
```
Conda (📥 880K · ⏱️ 13.11.2022):
```
 conda install -c conda-forge geopy
```

GeoPandas (🥈36 · ⭐ 3.4K) - Python tools for geographic data. BSD-3

GitHub (👨‍💻 180 · 🔀 760 · 📥 1.7K · 📋 1.4K - 31% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/geopandas/geopandas
```
PyPi (📥 2.9M / month · 📦 1.2K · ⏱️ 21.06.2022):
```
 pip install geopandas
```

Conda (📥 2.2M · ⏱️ 04.11.2022):

 conda install -c conda-forge geopandas

ipyleaflet (🥈33 · ⭐ 1.3K) - A Jupyter - Leaflet.js bridge. MIT

GitHub (👨‍💻 81 · 🔀 350 · 📦 3.2K · 📋 540 - 39% open · ⏱️ 27.10.2022):
```
 git clone https://github.com/jupyter-widgets/ipyleaflet
```
PyPi (📥 160K / month · 📦 110 · ⏱️ 07.07.2022):
```
 pip install ipyleaflet
```

Conda (📥 930K · ⏱️ 19.10.2022):

 conda install -c conda-forge ipyleaflet

npm (📥 57K / month · 📦 3 · ⏱️ 19.10.2022):
```
 npm install jupyter-leaflet
```

Fiona (🥈33 · ⭐ 980 · 💤) - Fiona reads and writes geographic data files. BSD-3

GitHub (👨‍💻 66 · 🔀 190 · 📦 10K · 📋

README.md

Best-of Machine Learning with Python

Contents

Explanation

Machine Learning Frameworks

Data Visualization

Text Data & NLP

Image Data

Graph Data

Audio Data

Geospatial Data

License

ml-tooling/best-of-ml-python

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README.md

Best-of Machine Learning with Python

Contents

Explanation

Machine Learning Frameworks

Data Visualization

Text Data & NLP

Image Data

Graph Data

Audio Data

Geospatial Data