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 900 awesome open-source projects with a total of 3.4M stars grouped into 34 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

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Machine Learning Frameworks 56 projects
Data Visualization 51 projects
Text Data & NLP 96 projects
Image Data 60 projects
Graph Data 36 projects
Audio Data 28 projects
Geospatial Data 22 projects
Financial Data 25 projects
Time Series Data 26 projects
Medical Data 19 projects
Tabular Data 5 projects
Optical Character Recognition 12 projects
Data Containers & Structures 0 projects
Data Loading & Extraction 2 projects
Web Scraping & Crawling 1 projects
Data Pipelines & Streaming 43 projects
Distributed Machine Learning 33 projects
Hyperparameter Optimization & AutoML 47 projects
Reinforcement Learning 23 projects
Recommender Systems 16 projects
Privacy Machine Learning 6 projects
Workflow & Experiment Tracking 39 projects
Model Serialization & Deployment 16 projects
Model Interpretability 52 projects
Vector Similarity Search (ANN) 12 projects
Probabilistics & Statistics 22 projects
Adversarial Robustness 9 projects
GPU Utilities 18 projects
Tensorflow Utilities 15 projects
Jax Utilities 2 projects
Sklearn Utilities 17 projects
Pytorch Utilities 32 projects
Database Clients 1 projects
Others 61 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 (👨‍💻 4K · 🔀 87K · 📦 200K · 📋 35K - 6% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/tensorflow/tensorflow
```
PyPi (📥 16M / month · 📦 14K · ⏱️ 16.05.2022):
```
 pip install tensorflow
```

Conda (📥 3.3M · ⏱️ 18.05.2022):

 conda install -c conda-forge tensorflow

Docker Hub (📥 65M · ⭐ 2K · ⏱️ 19.05.2022):
```
 docker pull tensorflow/tensorflow
```

scikit-learn (🥇51 · ⭐ 50K) - scikit-learn: machine learning in Python. BSD-3

GitHub (👨‍💻 2.6K · 🔀 23K · 📥 800 · 📦 350K · 📋 10K - 22% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/scikit-learn/scikit-learn
```
PyPi (📥 34M / month · 📦 25K · ⏱️ 19.05.2022):
```
 pip install scikit-learn
```

Conda (📥 13M · ⏱️ 13.05.2022):

 conda install -c conda-forge scikit-learn

PyTorch (🥇49 · ⭐ 56K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3

GitHub (👨‍💻 3.3K · 🔀 15K · 📥 3.5K · 📋 29K - 38% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/pytorch/pytorch
```
PyPi (📥 8.8M / month · 📦 7K · ⏱️ 10.03.2022):
```
 pip install torch
```
Conda (📥 17M · ⏱️ 10.03.2022):
```
 conda install -c pytorch pytorch
```

Keras (🥇44 · ⭐ 55K) - Deep Learning for humans. Apache-2

GitHub (👨‍💻 1.1K · 🔀 19K · 📋 11K - 2% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/keras-team/keras
```
PyPi (📥 9.8M / month · 📦 290 · ⏱️ 13.05.2022):
```
 pip install keras
```
Conda (📥 2.2M · ⏱️ 19.05.2022):
```
 conda install -c conda-forge keras
```

XGBoost (🥇44 · ⭐ 23K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2

GitHub (👨‍💻 560 · 🔀 8.4K · 📥 4.1K · 📦 31K · 📋 4.4K - 6% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/dmlc/xgboost
```
PyPi (📥 9.2M / month · 📦 1.3K · ⏱️ 09.05.2022):
```
 pip install xgboost
```
Conda (📥 2.6M · ⏱️ 17.02.2022):
```
 conda install -c conda-forge xgboost
```

jax (🥇44 · ⭐ 18K · 📈) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2

GitHub (👨‍💻 400 · 🔀 1.6K · 📦 4.3K · 📋 3.3K - 32% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/google/jax
```
PyPi (📥 440K / month · 📦 300 · ⏱️ 16.05.2022):
```
 pip install jax
```
Conda (📥 310K · ⏱️ 12.05.2022):
```
 conda install -c conda-forge jaxlib
```

pytorch-lightning (🥈43 · ⭐ 18K · 📈) - The lightweight PyTorch wrapper for high-performance.. Apache-2

GitHub (👨‍💻 680 · 🔀 2.3K · 📥 6.7K · 📦 8.9K · 📋 5K - 9% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/PyTorchLightning/pytorch-lightning
```
PyPi (📥 3.6M / month · 📦 360 · ⏱️ 03.05.2022):
```
 pip install pytorch-lightning
```

Conda (📥 440K · ⏱️ 04.05.2022):

 conda install -c conda-forge pytorch-lightning

StatsModels (🥈43 · ⭐ 7.4K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3

GitHub (👨‍💻 370 · 🔀 2.4K · 📥 26 · 📦 63K · 📋 4.8K - 47% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/statsmodels/statsmodels
```
PyPi (📥 10M / month · 📦 4.5K · ⏱️ 08.02.2022):
```
 pip install statsmodels
```

Conda (📥 6.1M · ⏱️ 11.02.2022):

 conda install -c conda-forge statsmodels

PySpark (🥈42 · ⭐ 33K) - Apache Spark Python API. Apache-2

GitHub (👨‍💻 2.7K · 🔀 26K · ⏱️ 19.05.2022):
```
 git clone https://github.com/apache/spark
```
PyPi (📥 20M / month · 📦 820 · ⏱️ 18.02.2022):
```
 pip install pyspark
```
Conda (📥 1.6M · ⏱️ 26.01.2022):
```
 conda install -c conda-forge pyspark
```

LightGBM (🥈42 · ⭐ 14K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT

GitHub (👨‍💻 260 · 🔀 3.5K · 📥 150K · 📦 13K · 📋 2.7K - 7% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/microsoft/LightGBM
```
PyPi (📥 7.1M / month · 📦 580 · ⏱️ 07.01.2022):
```
 pip install lightgbm
```
Conda (📥 1M · ⏱️ 08.01.2022):
```
 conda install -c conda-forge lightgbm
```

PaddlePaddle (🥈41 · ⭐ 18K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2

GitHub (👨‍💻 740 · 🔀 4.5K · 📥 15K · 📦 110 · 📋 15K - 18% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/PaddlePaddle/Paddle
```
PyPi (📥 89K / month · 📦 48 · ⏱️ 09.05.2022):
```
 pip install paddlepaddle
```

MXNet (🥈40 · ⭐ 20K) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning.. Apache-2

GitHub (👨‍💻 970 · 🔀 6.9K · 📥 25K · 📋 9.7K - 20% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/apache/incubator-mxnet
```
PyPi (📥 310K / month · 📦 280 · ⏱️ 17.05.2022):
```
 pip install mxnet
```
Conda (📥 7.4K · 📦 5 · ⏱️ 02.05.2022):
```
 conda install -c anaconda mxnet
```

Catboost (🥈40 · ⭐ 6.5K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2

GitHub (👨‍💻 990 · 🔀 1K · 📥 80K · 📋 1.8K - 21% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/catboost/catboost
```
PyPi (📥 2.6M / month · 📦 230 · ⏱️ 19.05.2022):
```
 pip install catboost
```
Conda (📥 980K · ⏱️ 19.05.2022):
```
 conda install -c conda-forge catboost
```

Fastai (🥈39 · ⭐ 22K) - The fastai deep learning library. Apache-2

GitHub (👨‍💻 610 · 🔀 7.2K · 📋 1.6K - 6% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/fastai/fastai
```
PyPi (📥 280K / month · 📦 300 · ⏱️ 01.05.2022):
```
 pip install fastai
```

Jina (🥈38 · ⭐ 15K) - Cloud-native neural search framework for kind of data. Apache-2

GitHub (👨‍💻 140 · 🔀 1.9K · 📦 280 · 📋 1.5K - 4% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/jina-ai/jina
```
PyPi (📥 58K / month · 📦 2 · ⏱️ 19.05.2022):
```
 pip install jina
```

Conda (📥 4.8K · ⏱️ 22.04.2022):

 conda install -c conda-forge jina-core

Docker Hub (📥 1.1M · ⭐ 7 · ⏱️ 19.05.2022):
```
 docker pull jinaai/jina
```

Theano (🥈38 · ⭐ 9.6K) - Theano was a Python library that allows you to define, optimize, and.. BSD-3

GitHub (👨‍💻 380 · 🔀 2.5K · 📦 12K · 📋 2.8K - 24% open · ⏱️ 23.11.2021):
```
 git clone https://github.com/Theano/Theano
```
PyPi (📥 250K / month · 📦 2.8K · ⏱️ 27.07.2020):
```
 pip install theano
```
Conda (📥 2M · ⏱️ 16.03.2022):
```
 conda install -c conda-forge theano
```

Thinc (🥈37 · ⭐ 2.5K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT

GitHub (👨‍💻 51 · 🔀 250 · 📦 21K · 📋 120 - 15% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/explosion/thinc
```
PyPi (📥 5.1M / month · 📦 620 · ⏱️ 19.05.2022):
```
 pip install thinc
```
Conda (📥 2M · ⏱️ 15.03.2022):
```
 conda install -c conda-forge thinc
```

PyFlink (🥈36 · ⭐ 19K · 📉) - Apache Flink Python API. Apache-2

GitHub (👨‍💻 1.5K · 🔀 11K · ⏱️ 19.05.2022):
```
 git clone https://github.com/apache/flink
```
PyPi (📥 14K / month · 📦 15 · ⏱️ 26.04.2022):
```
 pip install apache-flink
```

Chainer (🥈36 · ⭐ 5.7K) - A flexible framework of neural networks for deep learning. MIT

GitHub (👨‍💻 320 · 🔀 1.4K · 📦 2.6K · 📋 2K - 0% open · ⏱️ 05.01.2022):
```
 git clone https://github.com/chainer/chainer
```
PyPi (📥 18K / month · 📦 400 · ⏱️ 05.01.2022):
```
 pip install chainer
```
Conda (📥 7.5K · ⏱️ 21.01.2022):
```
 conda install -c conda-forge chainer
```

Flax (🥈35 · ⭐ 3K) - Flax is a neural network library for JAX that is designed for.. Apache-2

GitHub (👨‍💻 140 · 🔀 340 · 📥 42 · 📦 930 · 📋 530 - 24% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/google/flax
```
PyPi (📥 140K / month · 📦 66 · ⏱️ 05.05.2022):
```
 pip install flax
```
Conda (📥 3.9K · ⏱️ 23.03.2022):
```
 conda install -c conda-forge flax
```

Vowpal Wabbit (🥈34 · ⭐ 8K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3

GitHub (👨‍💻 320 · 🔀 1.8K · 📋 1.2K - 11% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/VowpalWabbit/vowpal_wabbit
```
PyPi (📥 54K / month · 📦 30 · ⏱️ 06.04.2022):
```
 pip install vowpalwabbit
```

Conda (📥 59K · ⏱️ 07.04.2022):

 conda install -c conda-forge vowpalwabbit

tensorflow-upstream (🥈34 · ⭐ 590) - TensorFlow ROCm port. Apache-2

GitHub (👨‍💻 4K · 🔀 68 · 📥 20 · 📋 330 - 17% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
```
PyPi (📥 14K / month · 📦 5 · ⏱️ 11.04.2022):
```
 pip install tensorflow-rocm
```

Ignite (🥉33 · ⭐ 4K) - High-level library to help with training and evaluating neural.. BSD-3

GitHub (👨‍💻 170 · 🔀 540 · 📋 1.1K - 12% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/pytorch/ignite
```
PyPi (📥 150K / month · 📦 81 · ⏱️ 19.05.2022):
```
 pip install pytorch-ignite
```
Conda (📥 88K · ⏱️ 04.05.2022):
```
 conda install -c pytorch ignite
```

Turi Create (🥉32 · ⭐ 11K) - Turi Create simplifies the development of custom machine learning.. BSD-3

GitHub (👨‍💻 85 · 🔀 1.1K · 📥 6.1K · 📦 310 · 📋 1.8K - 27% open · ⏱️ 29.11.2021):
```
 git clone https://github.com/apple/turicreate
```
PyPi (📥 30K / month · 📦 19 · ⏱️ 30.09.2020):
```
 pip install turicreate
```

Ludwig (🥉32 · ⭐ 8.3K) - Data-centric declarative deep learning framework. Apache-2

GitHub (👨‍💻 120 · 🔀 980 · 📦 120 · 📋 740 - 27% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/ludwig-ai/ludwig
```
PyPi (📥 3.4K / month · 📦 9 · ⏱️ 10.05.2022):
```
 pip install ludwig
```

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

GitHub (👨‍💻 58 · 🔀 1.8K · 📥 130 · 📦 1K · 📋 1.3K - 0% open · ⏱️ 04.05.2022):
```
 git clone https://github.com/tensorpack/tensorpack
```
PyPi (📥 20K / month · 📦 46 · ⏱️ 22.01.2021):
```
 pip install tensorpack
```

Conda (📥 1.1K · ⏱️ 06.02.2022):

 conda install -c conda-forge tensorpack

mlpack (🥉32 · ⭐ 4K) - mlpack: a scalable C++ machine learning library --. BSD-3

GitHub (👨‍💻 290 · 🔀 1.4K · 📋 1.5K - 6% open · ⏱️ 10.05.2022):
```
 git clone https://github.com/mlpack/mlpack
```
PyPi (📥 310 / month · 📦 1 · ⏱️ 28.10.2020):
```
 pip install mlpack
```
Conda (📥 100K · ⏱️ 09.11.2021):
```
 conda install -c conda-forge mlpack
```

Sonnet (🥉31 · ⭐ 9.3K) - TensorFlow-based neural network library. Apache-2

GitHub (👨‍💻 53 · 🔀 1.3K · 📦 840 · 📋 180 - 13% open · ⏱️ 07.03.2022):
```
 git clone https://github.com/deepmind/sonnet
```
PyPi (📥 22K / month · 📦 52 · ⏱️ 27.03.2020):
```
 pip install dm-sonnet
```
Conda (📥 13K · ⏱️ 14.11.2020):
```
 conda install -c conda-forge sonnet
```

einops (🥉31 · ⭐ 5K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and others). MIT

GitHub (👨‍💻 17 · 🔀 220 · 📦 2.7K · 📋 110 - 29% open · ⏱️ 01.04.2022):
```
 git clone https://github.com/arogozhnikov/einops
```
PyPi (📥 2.7M / month · 📦 200 · ⏱️ 04.03.2022):
```
 pip install einops
```
Conda (📥 15K · ⏱️ 04.03.2022):
```
 conda install -c conda-forge einops
```

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

GitHub (👨‍💻 160 · 🔀 700 · 📥 5.7K · 📦 210 · 📋 920 - 28% open · ⏱️ 11.03.2022):
```
 git clone https://github.com/clab/dynet
```
PyPi (📥 22K / month · 📦 28 · ⏱️ 21.10.2020):
```
 pip install dyNET
```

Haiku (🥉31 · ⭐ 1.9K) - JAX-based neural network library. Apache-2

GitHub (👨‍💻 61 · 🔀 150 · 📦 430 · 📋 160 - 22% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/deepmind/dm-haiku
```
PyPi (📥 99K / month · 📦 30 · ⏱️ 14.02.2022):
```
 pip install dm-haiku
```
Conda (📥 2.6K · ⏱️ 14.02.2022):
```
 conda install -c conda-forge dm-haiku
```

ktrain (🥉31 · ⭐ 990) - ktrain is a Python library that makes deep learning and AI more.. Apache-2

GitHub (👨‍💻 15 · 🔀 240 · 📦 290 · ⏱️ 17.05.2022):
```
 git clone https://github.com/amaiya/ktrain
```
PyPi (📥 28K / month · 📦 3 · ⏱️ 17.05.2022):
```
 pip install ktrain
```

Neural Network Libraries (🥉30 · ⭐ 2.5K) - Neural Network Libraries. Apache-2

GitHub (👨‍💻 66 · 🔀 320 · 📥 540 · 📋 78 - 42% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/sony/nnabla
```
PyPi (📥 3.6K / month · 📦 53 · ⏱️ 01.05.2022):
```
 pip install nnabla
```

skorch (🥉28 · ⭐ 4.5K) - A scikit-learn compatible neural network library that wraps.. BSD-3

GitHub (👨‍💻 49 · 🔀 300 · 📦 500 · 📋 440 - 11% open · ⏱️ 24.04.2022):
```
 git clone https://github.com/skorch-dev/skorch
```
PyPi (📥 24K / month · 📦 33 · ⏱️ 31.10.2021):
```
 pip install skorch
```
Conda (📥 540K · ⏱️ 30.11.2021):
```
 conda install -c conda-forge skorch
```

Neural Tangents (🥉26 · ⭐ 1.8K) - Fast and Easy Infinite Neural Networks in Python. Apache-2

GitHub (👨‍💻 22 · 🔀 200 · 📥 230 · 📦 36 · 📋 120 - 35% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/google/neural-tangents
```
PyPi (📥 2.6K / month · 📦 1 · ⏱️ 23.02.2022):
```
 pip install neural-tangents
```

mace (🥉24 · ⭐ 4.6K) - MACE is a deep learning inference framework optimized for mobile.. Apache-2

GitHub (👨‍💻 63 · 🔀 800 · 📥 1.4K · 📋 670 - 7% open · ⏱️ 11.02.2022):
```
 git clone https://github.com/XiaoMi/mace
```

fklearn (🥉24 · ⭐ 1.4K) - fklearn: Functional Machine Learning. Apache-2

GitHub (👨‍💻 43 · 🔀 160 · 📦 12 · 📋 45 - 51% open · ⏱️ 18.04.2022):
```
 git clone https://github.com/nubank/fklearn
```
PyPi (📥 7.4K / month · ⏱️ 30.12.2021):
```
 pip install fklearn
```

Towhee (🥉23 · ⭐ 480) - A framework that provides a simple API for developing ML-driven data.. Apache-2

GitHub (👨‍💻 24 · 🔀 88 · 📥 17 · 📋 340 - 14% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/towhee-io/towhee
```
PyPi (📥 460 / month · ⏱️ 13.05.2022):
```
 pip install towhee
```

Objax (🥉22 · ⭐ 690) - Objax is a machine learning framework that provides an Object.. Apache-2

GitHub (👨‍💻 22 · 🔀 59 · 📦 21 · 📋 100 - 43% open · ⏱️ 18.03.2022):
```
 git clone https://github.com/google/objax
```
PyPi (📥 220 / month · 📦 2 · ⏱️ 31.01.2022):
```
 pip install objax
```

NeoML (🥉22 · ⭐ 670) - Machine learning framework for both deep learning and traditional.. Apache-2

GitHub (👨‍💻 30 · 🔀 110 · 📋 71 - 38% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/neoml-lib/neoml
```
PyPi (📥 270 / month · ⏱️ 28.04.2022):
```
 pip install neoml
```

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

GitHub (👨‍💻 34 · 🔀 190 · 📥 2.4K · 📋 210 - 29% open · ⏱️ 09.04.2022):
```
 git clone https://github.com/Xtra-Computing/thundersvm
```
PyPi (📥 780 / month · ⏱️ 13.03.2020):
```
 pip install thundersvm
```

elegy (🥉19 · ⭐ 360) - A High Level API for Deep Learning in JAX. MIT

GitHub (👨‍💻 17 · 🔀 23 · 📋 96 - 31% open · ⏱️ 23.03.2022):
```
 git clone https://github.com/poets-ai/elegy
```
PyPi (📥 840 / month · ⏱️ 22.04.2022):
```
 pip install elegy
```

chefboost (🥉18 · ⭐ 330) - A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT

GitHub (👨‍💻 6 · 🔀 87 · 📦 23 · 📋 25 - 24% open · ⏱️ 23.03.2022):
```
 git clone https://github.com/serengil/chefboost
```
PyPi (📥 750 / month · ⏱️ 16.02.2022):
```
 pip install chefboost
```

Show 13 hidden projects...

dlib (🥈38 · ⭐ 11K) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
TFlearn (🥉32 · ⭐ 9.6K · 💀) - Deep learning library featuring a higher-level API for TensorFlow. MIT
CNTK (🥉31 · ⭐ 17K · 💀) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT
Lasagne (🥉29 · ⭐ 3.8K · 💀) - Lightweight library to build and train neural networks in Theano. MIT
MindsDB (🥉28 · ⭐ 6.8K) - In-Database Machine Learning. ❗️GPL-3.0
NuPIC (🥉28 · ⭐ 6.3K · 💀) - Numenta Platform for Intelligent Computing is an implementation.. ❗️AGPL-3.0
SHOGUN (🥉26 · ⭐ 2.9K · 💀) - Unified and efficient Machine Learning. BSD-3
xLearn (🥉25 · ⭐ 3K · 💀) - High performance, easy-to-use, and scalable machine learning (ML).. Apache-2
NeuPy (🥉25 · ⭐ 710 · 💀) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT
neon (🥉23 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2
Torchbearer (🥉22 · ⭐ 630 · 💀) - torchbearer: A model fitting library for PyTorch. MIT
ThunderGBM (🥉16 · ⭐ 620 · 💀) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2
StarSpace (🥉15 · ⭐ 3.8K · 💀) - Learning embeddings for classification, retrieval and ranking. MIT

Data Visualization

General-purpose and task-specific data visualization libraries.

Matplotlib (🥇49 · ⭐ 15K) - matplotlib: plotting with Python. Python-2.0

GitHub (👨‍💻 1.4K · 🔀 6.4K · 📦 560K · 📋 8.9K - 20% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/matplotlib/matplotlib
```
PyPi (📥 28M / month · 📦 54K · ⏱️ 03.05.2022):
```
 pip install matplotlib
```

Conda (📥 12M · ⏱️ 04.05.2022):

 conda install -c conda-forge matplotlib

Bokeh (🥇44 · ⭐ 16K · 📈) - Interactive Data Visualization in the browser, from Python. BSD-3

GitHub (👨‍💻 600 · 🔀 3.9K · 📦 51K · 📋 6.9K - 10% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/bokeh/bokeh
```
PyPi (📥 3.2M / month · 📦 3.5K · ⏱️ 18.05.2022):
```
 pip install bokeh
```
Conda (📥 7.2M · ⏱️ 13.04.2022):
```
 conda install -c conda-forge bokeh
```

Seaborn (🥇43 · ⭐ 9.4K · 📈) - Statistical data visualization in Python. BSD-3

GitHub (👨‍💻 170 · 🔀 1.6K · 📥 220 · 📦 160K · 📋 2K - 5% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/mwaskom/seaborn
```
PyPi (📥 8.9M / month · 📦 8.8K · ⏱️ 16.08.2021):
```
 pip install seaborn
```
Conda (📥 3.8M · ⏱️ 16.08.2021):
```
 conda install -c conda-forge seaborn
```

Plotly (🥇42 · ⭐ 12K) - The interactive graphing library for Python (includes Plotly Express). MIT

GitHub (👨‍💻 200 · 🔀 2.1K · 📦 9 · 📋 2.3K - 49% open · ⏱️ 11.05.2022):
```
 git clone https://github.com/plotly/plotly.py
```
PyPi (📥 7.6M / month · 📦 4K · ⏱️ 11.05.2022):
```
 pip install plotly
```
Conda (📥 2.5M · ⏱️ 11.05.2022):
```
 conda install -c conda-forge plotly
```
npm (📥 45K / month · 📦 4 · ⏱️ 12.01.2021):
```
 npm install plotlywidget
```

dash (🥇39 · ⭐ 16K) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript Required. MIT

GitHub (👨‍💻 110 · 🔀 1.7K · 📦 190 · 📋 1.3K - 47% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/plotly/dash
```
PyPi (📥 860K / month · 📦 1.2K · ⏱️ 11.05.2022):
```
 pip install dash
```
Conda (📥 450K · ⏱️ 12.05.2022):
```
 conda install -c conda-forge dash
```

Altair (🥇39 · ⭐ 7.5K) - Declarative statistical visualization library for Python. BSD-3

GitHub (👨‍💻 140 · 🔀 660 · 📦 27K · 📋 1.6K - 14% open · ⏱️ 25.03.2022):
```
 git clone https://github.com/altair-viz/altair
```
PyPi (📥 7.7M / month · 📦 340 · ⏱️ 29.12.2021):
```
 pip install altair
```
Conda (📥 1.2M · ⏱️ 29.12.2021):
```
 conda install -c conda-forge altair
```

pandas-profiling (🥈38 · ⭐ 9K) - Create HTML profiling reports from pandas DataFrame.. MIT

GitHub (👨‍💻 88 · 🔀 1.3K · 📦 7.8K · 📋 570 - 19% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/ydataai/pandas-profiling
```
PyPi (📥 1.1M / month · 📦 160 · ⏱️ 27.09.2021):
```
 pip install pandas-profiling
```

Conda (📥 200K · ⏱️ 02.05.2022):

 conda install -c conda-forge pandas-profiling

Graphviz (🥈35 · ⭐ 1.2K) - Simple Python interface for Graphviz. MIT

GitHub (👨‍💻 18 · 🔀 180 · 📦 31K · 📋 140 - 4% open · ⏱️ 17.04.2022):
```
 git clone https://github.com/xflr6/graphviz
```
PyPi (📥 10M / month · 📦 3K · ⏱️ 16.04.2022):
```
 pip install graphviz
```

Conda (📥 20K · ⏱️ 04.02.2021):

 conda install -c anaconda python-graphviz

pyecharts (🥈34 · ⭐ 12K) - Python Echarts Plotting Library. MIT

GitHub (👨‍💻 30 · 🔀 2.7K · 📦 2.3K · 📋 1.6K - 0% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/pyecharts/pyecharts
```
PyPi (📥 77K / month · 📦 220 · ⏱️ 16.11.2021):
```
 pip install pyecharts
```

UMAP (🥈34 · ⭐ 5.6K) - Uniform Manifold Approximation and Projection. BSD-3

GitHub (👨‍💻 100 · 🔀 630 · 📦 5.3K · 📋 620 - 52% open · ⏱️ 06.05.2022):
```
 git clone https://github.com/lmcinnes/umap
```
PyPi (📥 720K / month · 📦 310 · ⏱️ 13.04.2022):
```
 pip install umap-learn
```

Conda (📥 1M · ⏱️ 14.04.2022):

 conda install -c conda-forge umap-learn

HoloViews (🥈34 · ⭐ 2.2K) - With Holoviews, your data visualizes itself. BSD-3

GitHub (👨‍💻 120 · 🔀 360 · 📋 2.8K - 31% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/holoviz/holoviews
```
PyPi (📥 350K / month · 📦 210 · ⏱️ 06.05.2022):
```
 pip install holoviews
```

Conda (📥 710K · ⏱️ 09.05.2022):

 conda install -c conda-forge holoviews

npm (📥 1.8K / month · ⏱️ 24.05.2020):
```
 npm install @pyviz/jupyterlab_pyviz
```

PyQtGraph (🥈33 · ⭐ 2.8K) - Fast data visualization and GUI tools for scientific / engineering.. MIT

GitHub (👨‍💻 220 · 🔀 920 · 📋 1K - 31% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/pyqtgraph/pyqtgraph
```
PyPi (📥 92K / month · 📦 790 · ⏱️ 04.03.2022):
```
 pip install pyqtgraph
```

Conda (📥 240K · ⏱️ 05.03.2022):

 conda install -c conda-forge pyqtgraph

PyVista (🥈33 · ⭐ 1.3K) - 3D plotting and mesh analysis through a streamlined interface for.. MIT

GitHub (👨‍💻 90 · 🔀 250 · 📥 640 · 📦 750 · 📋 790 - 28% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/pyvista/pyvista
```
PyPi (📥 68K / month · 📦 100 · ⏱️ 18.04.2022):
```
 pip install pyvista
```
Conda (📥 170K · ⏱️ 15.04.2022):
```
 conda install -c conda-forge pyvista
```

FiftyOne (🥈33 · ⭐ 1.3K) - Visualize, create, and debug image and video datasets.. Apache-2

GitHub (👨‍💻 37 · 🔀 170 · 📦 110 · 📋 750 - 31% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/voxel51/fiftyone
```
PyPi (📥 22K / month · 📦 1 · ⏱️ 26.04.2022):
```
 pip install fiftyone
```

wordcloud (🥈32 · ⭐ 8.8K) - A little word cloud generator in Python. MIT

GitHub (👨‍💻 65 · 🔀 2.2K · 📋 480 - 23% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/amueller/word_cloud
```
PyPi (📥 710K / month · 📦 710 · ⏱️ 11.11.2020):
```
 pip install wordcloud
```

Conda (📥 280K · ⏱️ 15.11.2021):

 conda install -c conda-forge wordcloud

plotnine (🥈32 · ⭐ 3.1K) - A grammar of graphics for Python. MIT

GitHub (👨‍💻 94 · 🔀 160 · 📋 490 - 12% open · ⏱️ 05.05.2022):
```
 git clone https://github.com/has2k1/plotnine
```
PyPi (📥 250K / month · 📦 200 · ⏱️ 25.03.2021):
```
 pip install plotnine
```
Conda (📥 170K · ⏱️ 25.03.2021):
```
 conda install -c conda-forge plotnine
```

VisPy (🥈32 · ⭐ 2.9K) - High-performance interactive 2D/3D data visualization library. BSD-3

GitHub (👨‍💻 170 · 🔀 590 · 📦 740 · 📋 1.3K - 21% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/vispy/vispy
```
PyPi (📥 50K / month · 📦 96 · ⏱️ 18.04.2022):
```
 pip install vispy
```
Conda (📥 220K · ⏱️ 18.04.2022):
```
 conda install -c conda-forge vispy
```
npm (📥 35 / month · ⏱️ 15.03.2020):
```
 npm install vispy
```

datashader (🥈32 · ⭐ 2.8K) - Quickly and accurately render even the largest data. BSD-3

GitHub (👨‍💻 47 · 🔀 350 · 📦 1.1K · 📋 500 - 25% open · ⏱️ 06.05.2022):
```
 git clone https://github.com/holoviz/datashader
```
PyPi (📥 46K / month · 📦 95 · ⏱️ 07.05.2022):
```
 pip install datashader
```

Conda (📥 300K · ⏱️ 26.04.2022):

 conda install -c conda-forge datashader

Perspective (🥈31 · ⭐ 4.5K) - A data visualization and analytics component, especially.. Apache-2

GitHub (👨‍💻 69 · 🔀 470 · 📦 250 · 📋 520 - 16% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/finos/perspective
```
PyPi (📥 2.7K / month · 📦 9 · ⏱️ 14.03.2022):
```
 pip install perspective-python
```

Conda (📥 59K · ⏱️ 18.05.2022):

 conda install -c conda-forge perspective

npm (📥 2.8K / month · ⏱️ 13.05.2022):

 npm install @finos/perspective-jupyterlab

bqplot (🥈31 · ⭐ 3.3K) - Plotting library for IPython/Jupyter notebooks. Apache-2

GitHub (👨‍💻 57 · 🔀 460 · 📦 30 · 📋 580 - 38% open · ⏱️ 09.05.2022):
```
 git clone https://github.com/bqplot/bqplot
```
PyPi (📥 70K / month · 📦 92 · ⏱️ 11.02.2022):
```
 pip install bqplot
```
Conda (📥 960K · ⏱️ 11.02.2022):
```
 conda install -c conda-forge bqplot
```
npm (📥 26K / month · 📦 10 · ⏱️ 11.02.2022):
```
 npm install bqplot
```

D-Tale (🥉30 · ⭐ 3.4K) - Visualizer for pandas data structures. ❗️LGPL-2.1

GitHub (👨‍💻 23 · 🔀 270 · 📦 370 · 📋 460 - 8% open · ⏱️ 08.05.2022):
```
 git clone https://github.com/man-group/dtale
```
PyPi (📥 59K / month · 📦 12 · ⏱️ 08.05.2022):
```
 pip install dtale
```
Conda (📥 110K · ⏱️ 08.05.2022):
```
 conda install -c conda-forge dtale
```

missingno (🥉30 · ⭐ 3.2K) - Missing data visualization module for Python. MIT

GitHub (👨‍💻 17 · 🔀 400 · 📦 7.3K · 📋 120 - 5% open · ⏱️ 27.02.2022):
```
 git clone https://github.com/ResidentMario/missingno
```
PyPi (📥 960K / month · 📦 120 · ⏱️ 27.02.2022):
```
 pip install missingno
```

Conda (📥 160K · ⏱️ 15.02.2020):

 conda install -c conda-forge missingno

data-validation (🥉29 · ⭐ 630) - Library for exploring and validating machine learning.. Apache-2

GitHub (👨‍💻 24 · 🔀 120 · 📥 300 · 📦 470 · 📋 160 - 23% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/tensorflow/data-validation
```
PyPi (📥 1.3M / month · 📦 27 · ⏱️ 16.05.2022):
```
 pip install tensorflow-data-validation
```

hvPlot (🥉29 · ⭐ 560) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3

GitHub (👨‍💻 36 · 🔀 68 · 📦 1.2K · 📋 420 - 34% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/holoviz/hvplot
```
PyPi (📥 140K / month · 📦 62 · ⏱️ 09.05.2022):
```
 pip install hvplot
```
Conda (📥 170K · ⏱️ 09.05.2022):
```
 conda install -c conda-forge hvplot
```

Facets Overview (🥉27 · ⭐ 6.8K · 💤) - Visualizations for machine learning datasets. Apache-2

GitHub (👨‍💻 28 · 🔀 830 · 📦 110 · 📋 150 - 50% open · ⏱️ 06.05.2021):
```
 git clone https://github.com/pair-code/facets
```
PyPi (📥 280K / month · 📦 4 · ⏱️ 24.07.2019):
```
 pip install facets-overview
```

HyperTools (🥉26 · ⭐ 1.7K) - A Python toolbox for gaining geometric insights into high-dimensional.. MIT

GitHub (👨‍💻 21 · 🔀 160 · 📥 14 · 📦 190 · 📋 190 - 35% open · ⏱️ 12.02.2022):
```
 git clone https://github.com/ContextLab/hypertools
```
PyPi (📥 820 / month · 📦 10 · ⏱️ 12.02.2022):
```
 pip install hypertools
```

openTSNE (🥉26 · ⭐ 990) - Extensible, parallel implementations of t-SNE. BSD-3

GitHub (👨‍💻 10 · 🔀 120 · 📦 330 · 📋 100 - 3% open · ⏱️ 18.03.2022):
```
 git clone https://github.com/pavlin-policar/openTSNE
```
PyPi (📥 18K / month · 📦 9 · ⏱️ 18.03.2022):
```
 pip install opentsne
```
Conda (📥 140K · ⏱️ 13.11.2021):
```
 conda install -c conda-forge opentsne
```

pythreejs (🥉26 · ⭐ 810) - A Jupyter - Three.js bridge. BSD-3

GitHub (👨‍💻 29 · 🔀 180 · 📦 19 · 📋 220 - 33% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/jupyter-widgets/pythreejs
```
PyPi (📥 48K / month · 📦 38 · ⏱️ 26.02.2021):
```
 pip install pythreejs
```

Conda (📥 380K · ⏱️ 02.03.2021):

 conda install -c conda-forge pythreejs

npm (📥 5.5K / month · 📦 7 · ⏱️ 26.02.2021):
```
 npm install jupyter-threejs
```

lets-plot (🥉26 · ⭐ 740) - An open-source plotting library for statistical data. MIT

GitHub (👨‍💻 16 · 🔀 33 · 📥 260 · 📦 16 · 📋 240 - 29% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/JetBrains/lets-plot
```
PyPi (📥 1.8K / month · 📦 1 · ⏱️ 21.03.2022):
```
 pip install lets-plot
```

vega (🥉25 · ⭐ 330) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3

GitHub (👨‍💻 11 · 🔀 59 · 📋 94 - 12% open · ⏱️ 01.05.2022):
```
 git clone https://github.com/vega/ipyvega
```
PyPi (📥 5.8K / month · 📦 84 · ⏱️ 10.02.2022):
```
 pip install vega
```
Conda (📥 480K · ⏱️ 10.02.2022):
```
 conda install -c conda-forge vega
```

HiPlot (🥉23 · ⭐ 2.3K) - HiPlot makes understanding high dimensional data easy. MIT

GitHub (👨‍💻 8 · 🔀 120 · 📦 4 · 📋 77 - 16% open · ⏱️ 26.03.2022):
```
 git clone https://github.com/facebookresearch/hiplot
```
PyPi (📥 14K / month · 📦 11 · ⏱️ 26.03.2022):
```
 pip install hiplot
```
Conda (📥 84K · ⏱️ 05.11.2021):
```
 conda install -c conda-forge hiplot
```

Sweetviz (🥉23 · ⭐ 2K · 💤) - Visualize and compare datasets, target values and associations, with.. MIT

GitHub (👨‍💻 6 · 🔀 200 · 📋 98 - 27% open · ⏱️ 08.07.2021):
```
 git clone https://github.com/fbdesignpro/sweetviz
```
PyPi (📥 89K / month · 📦 5 · ⏱️ 08.07.2021):
```
 pip install sweetviz
```
Conda (📥 9.8K · ⏱️ 09.07.2021):
```
 conda install -c conda-forge sweetviz
```

AutoViz (🥉23 · ⭐ 700) - Automatically Visualize any dataset, any size with a single line of.. Apache-2

GitHub (👨‍💻 12 · 🔀 100 · 📦 180 · 📋 54 - 7% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/AutoViML/AutoViz
```
PyPi (📥 55K / month · 📦 6 · ⏱️ 28.04.2022):
```
 pip install autoviz
```
Conda (📥 4.4K · ⏱️ 28.04.2022):
```
 conda install -c conda-forge autoviz
```

Pandas-Bokeh (🥉22 · ⭐ 780) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT

GitHub (👨‍💻 14 · 🔀 100 · 📋 97 - 31% open · ⏱️ 25.03.2022):
```
 git clone https://github.com/PatrikHlobil/Pandas-Bokeh
```
PyPi (📥 10K / month · 📦 11 · ⏱️ 11.04.2021):
```
 pip install pandas-bokeh
```

python-ternary (🥉22 · ⭐ 550) - Ternary plotting library for python with matplotlib. MIT

GitHub (👨‍💻 27 · 🔀 140 · 📥 17 · 📦 92 · 📋 120 - 22% open · ⏱️ 27.02.2022):
```
 git clone https://github.com/marcharper/python-ternary
```
PyPi (📥 17K / month · 📦 21 · ⏱️ 17.02.2021):
```
 pip install python-ternary
```

Conda (📥 62K · ⏱️ 17.02.2021):

 conda install -c conda-forge python-ternary

joypy (🥉21 · ⭐ 420) - Joyplots in Python with matplotlib & pandas. MIT

GitHub (👨‍💻 6 · 🔀 47 · 📦 160 · 📋 48 - 22% open · ⏱️ 19.12.2021):
```
 git clone https://github.com/leotac/joypy
```
PyPi (📥 18K / month · 📦 5 · ⏱️ 19.12.2021):
```
 pip install joypy
```
Conda (📥 13K · ⏱️ 28.12.2020):
```
 conda install -c conda-forge joypy
```

PyWaffle (🥉20 · ⭐ 490) - Make Waffle Charts in Python. MIT

GitHub (👨‍💻 6 · 🔀 88 · 📦 130 · 📋 16 - 25% open · ⏱️ 21.12.2021):
```
 git clone https://github.com/gyli/PyWaffle
```
PyPi (📥 3.1K / month · 📦 1 · ⏱️ 21.12.2021):
```
 pip install pywaffle
```
Conda (📥 4.5K · ⏱️ 22.12.2021):
```
 conda install -c conda-forge pywaffle
```

Show 14 hidden projects...

cartopy (🥈31 · ⭐ 1K) - Cartopy - a cartographic python library with matplotlib support. ❗️LGPL-3.0
Cufflinks (🥉29 · ⭐ 2.6K · 💀) - Productivity Tools for Plotly + Pandas. MIT
Multicore-TSNE (🥉25 · ⭐ 1.7K · 💀) - Parallel t-SNE implementation with Python and Torch.. BSD-3
Chartify (🥉24 · ⭐ 3.2K · 💀) - Python library that makes it easy for data scientists to create.. Apache-2
pivottablejs (🥉23 · ⭐ 460 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
PandasGUI (🥉22 · ⭐ 2.6K) - A GUI for Pandas DataFrames. ❗️MIT-0
PDPbox (🥉22 · ⭐ 680 · 💀) - python partial dependence plot toolbox. MIT
Popmon (🥉21 · ⭐ 300 · ➕) - Monitor the stability of a Pandas or Spark dataframe. MIT
ivis (🥉19 · ⭐ 260) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
animatplot (🥉17 · ⭐ 390 · 💀) - A python package for animating plots build on matplotlib. MIT
pdvega (🥉16 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT
data-describe (🥉16 · ⭐ 290) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
nx-altair (🥉16 · ⭐ 190 · 💀) - Draw interactive NetworkX graphs with Altair. MIT
nptsne (🥉14 · ⭐ 28 · 💀) - nptsne is a numpy compatible python binary package that offers a.. Apache-2

Text Data & NLP

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

transformers (🥇49 · ⭐ 63K) - Transformers: State-of-the-art Machine Learning for.. Apache-2

GitHub (👨‍💻 1.3K · 🔀 15K · 📥 1.5K · 📦 28K · 📋 9.4K - 5% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/huggingface/transformers
```
PyPi (📥 6.7M / month · 📦 880 · ⏱️ 13.05.2022):
```
 pip install transformers
```

Conda (📥 200K · ⏱️ 31.01.2022):

 conda install -c conda-forge transformers

spaCy (🥇44 · ⭐ 23K) - Industrial-strength Natural Language Processing (NLP) in Python. MIT

GitHub (👨‍💻 680 · 🔀 3.8K · 📥 3.1K · 📦 39K · 📋 5.1K - 1% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/explosion/spaCy
```
PyPi (📥 5.7M / month · 📦 2.3K · ⏱️ 05.04.2022):
```
 pip install spacy
```
Conda (📥 2.6M · ⏱️ 03.05.2022):
```
 conda install -c conda-forge spacy
```

nltk (🥇44 · ⭐ 11K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2

GitHub (👨‍💻 420 · 🔀 2.6K · 📦 140K · 📋 1.6K - 13% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/nltk/nltk
```
PyPi (📥 13M / month · 📦 12K · ⏱️ 09.02.2022):
```
 pip install nltk
```
Conda (📥 1.2M · ⏱️ 29.12.2021):
```
 conda install -c conda-forge nltk
```

gensim (🥇42 · ⭐ 13K) - Topic Modelling for Humans. ❗️LGPL-2.1

GitHub (👨‍💻 430 · 🔀 4.2K · 📥 3.8K · 📦 33K · 📋 1.8K - 21% open · ⏱️ 06.05.2022):
```
 git clone https://github.com/RaRe-Technologies/gensim
```
PyPi (📥 6.2M / month · 📦 2.9K · ⏱️ 01.05.2022):
```
 pip install gensim
```
Conda (📥 790K · ⏱️ 02.05.2022):
```
 conda install -c conda-forge gensim
```

Rasa (🥇39 · ⭐ 14K) - Open source machine learning framework to automate text- and voice-.. Apache-2

GitHub (👨‍💻 540 · 🔀 4K · 📋 6.6K - 14% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/RasaHQ/rasa
```
PyPi (📥 160K / month · 📦 59 · ⏱️ 05.04.2022):
```
 pip install rasa
```

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

GitHub (👨‍💻 220 · 🔀 1.9K · 📦 1.4K · 📋 1.9K - 5% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/flairNLP/flair
```
PyPi (📥 84K / month · 📦 72 · ⏱️ 09.05.2022):
```
 pip install flair
```

Conda (📥 7.4K · ⏱️ 16.05.2022):

 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 · 📥 46 · 📦 2.5K · 📋 2.5K - 3% open · ⏱️ 09.05.2022):
```
 git clone https://github.com/allenai/allennlp
```
PyPi (📥 46K / month · 📦 180 · ⏱️ 14.04.2022):
```
 pip install allennlp
```
Conda (📥 57K · ⏱️ 15.04.2022):
```
 conda install -c conda-forge allennlp
```

fairseq (🥇36 · ⭐ 17K · 📉) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT

GitHub (👨‍💻 380 · 🔀 4.5K · 📥 240 · 📦 790 · 📋 3.4K - 16% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/pytorch/fairseq
```
PyPi (📥 57K / month · 📦 37 · ⏱️ 05.01.2021):
```
 pip install fairseq
```
Conda (📥 14K · ⏱️ 28.04.2021):
```
 conda install -c conda-forge fairseq
```

ChatterBot (🥇36 · ⭐ 12K · 💤) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3

GitHub (👨‍💻 100 · 🔀 4K · 📦 4.4K · 📋 1.6K - 19% open · ⏱️ 01.06.2021):
```
 git clone https://github.com/gunthercox/ChatterBot
```
PyPi (📥 86K / month · 📦 350 · ⏱️ 22.08.2020):
```
 pip install chatterbot
```

ParlAI (🥇35 · ⭐ 8.8K) - A framework for training and evaluating AI models on a variety of.. MIT

GitHub (👨‍💻 180 · 🔀 1.8K · 📦 76 · 📋 1.3K - 6% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/facebookresearch/ParlAI
```
PyPi (📥 1.7K / month · 📦 3 · ⏱️ 30.03.2022):
```
 pip install parlai
```

stanza (🥇35 · ⭐ 6.1K) - Official Stanford NLP Python Library for Many Human Languages. Apache-2

GitHub (👨‍💻 48 · 🔀 790 · 📦 1.1K · 📋 710 - 12% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/stanfordnlp/stanza
```
PyPi (📥 390K / month · 📦 67 · ⏱️ 23.04.2022):
```
 pip install stanza
```
Conda (📥 5.1K · ⏱️ 23.04.2022):
```
 conda install -c stanfordnlp stanza
```

spark-nlp (🥇35 · ⭐ 2.7K) - State of the Art Natural Language Processing. Apache-2

GitHub (👨‍💻 120 · 🔀 560 · 📋 680 - 8% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/JohnSnowLabs/spark-nlp
```
PyPi (📥 1.6M / month · 📦 11 · ⏱️ 05.05.2022):
```
 pip install spark-nlp
```

TextBlob (🥈34 · ⭐ 8.2K · 💤) - Simple, Pythonic, text processing--Sentiment analysis, part-of-.. MIT

GitHub (👨‍💻 35 · 🔀 1.1K · 📥 98 · 📦 20K · 📋 260 - 39% open · ⏱️ 22.10.2021):
```
 git clone https://github.com/sloria/TextBlob
```
PyPi (📥 930K / month · 📦 1.4K · ⏱️ 15.12.2021):
```
 pip install textblob
```
Conda (📥 160K · ⏱️ 24.02.2019):
```
 conda install -c conda-forge textblob
```

sentence-transformers (🥈34 · ⭐ 7.7K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2

GitHub (👨‍💻 79 · 🔀 1.5K · 📦 3.2K · 📋 1.4K - 51% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/UKPLab/sentence-transformers
```
PyPi (📥 2.8M / month · 📦 110 · ⏱️ 10.02.2022):
```
 pip install sentence-transformers
```

Conda (📥 21K · ⏱️ 20.02.2022):

 conda install -c conda-forge sentence-transformers

sentencepiece (🥈34 · ⭐ 5.9K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2

GitHub (👨‍💻 66 · 🔀 810 · 📥 21K · 📦 15K · 📋 520 - 7% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/google/sentencepiece
```
PyPi (📥 6.5M / month · 📦 390 · ⏱️ 18.06.2021):
```
 pip install sentencepiece
```

Conda (📥 180K · ⏱️ 08.04.2022):

 conda install -c conda-forge sentencepiece

Tokenizers (🥈34 · ⭐ 5.6K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2

GitHub (👨‍💻 56 · 🔀 470 · 📦 48 · 📋 630 - 30% open · ⏱️ 05.05.2022):
```
 git clone https://github.com/huggingface/tokenizers
```
PyPi (📥 7.1M / month · 📦 120 · ⏱️ 13.04.2022):
```
 pip install tokenizers
```

Conda (📥 160K · ⏱️ 13.04.2022):

 conda install -c conda-forge tokenizers

fastText (🥈33 · ⭐ 24K) - Library for fast text representation and classification. MIT

GitHub (👨‍💻 59 · 🔀 4.4K · 📦 2.9K · 📋 1.1K - 43% open · ⏱️ 04.03.2022):
```
 git clone https://github.com/facebookresearch/fastText
```
PyPi (📥 490K / month · 📦 180 · ⏱️ 28.04.2020):
```
 pip install fasttext
```
Conda (📥 29K · ⏱️ 16.04.2022):
```
 conda install -c conda-forge fasttext
```

Dedupe (🥈33 · ⭐ 3.4K) - A python library for accurate and scalable fuzzy matching, record.. MIT

GitHub (👨‍💻 63 · 🔀 470 · 📦 220 · 📋 730 - 5% open · ⏱️ 08.05.2022):
```
 git clone https://github.com/dedupeio/dedupe
```
PyPi (📥 300K / month · 📦 48 · ⏱️ 20.04.2022):
```
 pip install dedupe
```
Conda (📥 3.4K · ⏱️ 20.04.2022):
```
 conda install -c conda-forge dedupe
```

torchtext (🥈33 · ⭐ 3K) - Data loaders and abstractions for text and NLP. BSD-3

GitHub (👨‍💻 130 · 🔀 700 · 📋 710 - 44% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/pytorch/text
```
PyPi (📥 160K / month · 📦 430 · ⏱️ 10.03.2022):
```
 pip install torchtext
```

TensorFlow Text (🥈33 · ⭐ 940) - Making text a first-class citizen in TensorFlow. Apache-2

GitHub (👨‍💻 86 · 🔀 210 · 📦 1.8K · 📋 210 - 39% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/tensorflow/text
```
PyPi (📥 3.6M / month · 📦 77 · ⏱️ 18.05.2022):
```
 pip install tensorflow-text
```

OpenNMT (🥈32 · ⭐ 5.6K) - Open Source Neural Machine Translation in PyTorch. MIT

GitHub (👨‍💻 170 · 🔀 2.1K · 📦 140 · 📋 1.3K - 8% open · ⏱️ 09.02.2022):
```
 git clone https://github.com/OpenNMT/OpenNMT-py
```
PyPi (📥 30K / month · 📦 9 · ⏱️ 14.09.2021):
```
 pip install OpenNMT-py
```

DeepPavlov (🥈31 · ⭐ 5.7K) - An open source library for deep learning end-to-end dialog.. Apache-2

GitHub (👨‍💻 67 · 🔀 1K · 📦 260 · 📋 630 - 12% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/deepmipt/DeepPavlov
```
PyPi (📥 12K / month · 📦 6 · ⏱️ 27.04.2022):
```
 pip install deeppavlov
```

haystack (🥈31 · ⭐ 4.7K) - Haystack is an open source NLP framework that leverages Transformer.. Apache-2

GitHub (👨‍💻 120 · 🔀 750 · 📥 12 · 📋 1.3K - 14% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/deepset-ai/haystack
```
PyPi (📥 1.1K / month · 📦 85 · ⏱️ 15.12.2021):
```
 pip install haystack
```

jellyfish (🥈31 · ⭐ 1.7K) - a python library for doing approximate and phonetic matching of.. BSD-2

GitHub (👨‍💻 25 · 🔀 150 · 📦 3.7K · 📋 110 - 9% open · ⏱️ 07.01.2022):
```
 git clone https://github.com/jamesturk/jellyfish
```
PyPi (📥 2.1M / month · 📦 400 · ⏱️ 07.01.2022):
```
 pip install jellyfish
```

Conda (📥 220K · ⏱️ 08.04.2022):

 conda install -c conda-forge jellyfish

snowballstemmer (🥈31 · ⭐ 560) - Snowball compiler and stemming algorithms. BSD-3

GitHub (👨‍💻 28 · 🔀 160 · 📦 4 · 📋 77 - 42% open · ⏱️ 17.12.2021):
```
 git clone https://github.com/snowballstem/snowball
```
PyPi (📥 6.7M / month · 📦 6.7K · ⏱️ 16.11.2021):
```
 pip install snowballstemmer
```

Conda (📥 4.3M · ⏱️ 17.11.2021):

 conda install -c conda-forge snowballstemmer

ftfy (🥈30 · ⭐ 3.2K) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT

GitHub (👨‍💻 18 · 🔀 110 · 📦 5.7K · 📋 130 - 9% open · ⏱️ 09.02.2022):
```
 git clone https://github.com/rspeer/python-ftfy
```
PyPi (📥 1.8M / month · 📦 490 · ⏱️ 09.02.2022):
```
 pip install ftfy
```
Conda (📥 160K · ⏱️ 13.03.2022):
```
 conda install -c conda-forge ftfy
```

SciSpacy (🥈30 · ⭐ 1.2K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2

GitHub (👨‍💻 23 · 🔀 150 · 📦 460 · 📋 260 - 14% open · ⏱️ 10.03.2022):
```
 git clone https://github.com/allenai/scispacy
```
PyPi (📥 28K / month · 📦 17 · ⏱️ 10.03.2022):
```
 pip install scispacy
```

NeMo (🥈29 · ⭐ 4.2K) - NeMo: a toolkit for conversational AI. Apache-2

GitHub (👨‍💻 150 · 🔀 960 · 📥 4.2K · 📋 1.1K - 6% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/NVIDIA/NeMo
```
PyPi (📥 17K / month · 📦 7 · ⏱️ 26.04.2022):
```
 pip install nemo-toolkit
```

nlpaug (🥈29 · ⭐ 3.2K) - Data augmentation for NLP. MIT

GitHub (👨‍💻 30 · 🔀 360 · 📦 320 · 📋 180 - 20% open · ⏱️ 03.04.2022):
```
 git clone https://github.com/makcedward/nlpaug
```
PyPi (📥 58K / month · 📦 14 · ⏱️ 23.12.2021):
```
 pip install nlpaug
```
Conda (📥 1.8K · ⏱️ 25.12.2021):
```
 conda install -c conda-forge nlpaug
```

Sumy (🥈29 · ⭐ 2.8K) - Module for automatic summarization of text documents and HTML pages. Apache-2

GitHub (👨‍💻 22 · 🔀 470 · 📦 1.2K · 📋 100 - 13% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/miso-belica/sumy
```
PyPi (📥 22K / month · 📦 100 · ⏱️ 21.04.2022):
```
 pip install sumy
```
Conda (📥 900 · ⏱️ 22.04.2022):
```
 conda install -c conda-forge sumy
```

PyText (🥈28 · ⭐ 6.3K) - A natural language modeling framework based on PyTorch. BSD-3

GitHub (👨‍💻 230 · 🔀 800 · 📥 290 · 📦 110 · 📋 220 - 66% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/facebookresearch/pytext
```
PyPi (📥 350 / month · 📦 1 · ⏱️ 08.06.2020):
```
 pip install pytext-nlp
```

vaderSentiment (🥈28 · ⭐ 3.6K) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary and.. MIT

GitHub (👨‍💻 11 · 🔀 860 · 📦 3.8K · 📋 110 - 30% open · ⏱️ 01.04.2022):
```
 git clone https://github.com/cjhutto/vaderSentiment
```
PyPi (📥 200K / month · 📦 170 · ⏱️ 22.05.2020):
```
 pip install vadersentiment
```

Conda (📥 8.6K · ⏱️ 22.03.2021):

 conda install -c conda-forge vadersentiment

TextDistance (🥈28 · ⭐ 2.8K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT

GitHub (👨‍💻 11 · 🔀 230 · 📥 650 · 📦 2.2K · ⏱️ 29.11.2021):
```
 git clone https://github.com/life4/textdistance
```
PyPi (📥 510K / month · 📦 39 · ⏱️ 27.10.2021):
```
 pip install textdistance
```

Conda (📥 110K · ⏱️ 27.10.2021):

 conda install -c conda-forge textdistance

neuralcoref (🥈28 · ⭐ 2.5K · 💤) - Fast Coreference Resolution in spaCy with Neural Networks. MIT

GitHub (👨‍💻 21 · 🔀 440 · 📥 390 · 📦 490 · 📋 300 - 16% open · ⏱️ 22.06.2021):
```
 git clone https://github.com/huggingface/neuralcoref
```
PyPi (📥 110K / month · 📦 14 · ⏱️ 08.04.2019):
```
 pip install neuralcoref
```

Conda (📥 11K · ⏱️ 21.02.2020):

 conda install -c conda-forge neuralcoref

GluonNLP (🥈28 · ⭐ 2.4K · 💤) - Toolkit that enables easy text preprocessing, datasets.. Apache-2

GitHub (👨‍💻 82 · 🔀 520 · 📦 800 · 📋 560 - 46% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/dmlc/gluon-nlp
```
PyPi (📥 34K / month · 📦 22 · ⏱️ 13.08.2020):
```
 pip install gluonnlp
```

textacy (🥈28 · ⭐ 1.9K) - NLP, before and after spaCy. Apache-2

GitHub (👨‍💻 32 · 🔀 230 · 📋 250 - 11% open · ⏱️ 06.03.2022):
```
 git clone https://github.com/chartbeat-labs/textacy
```
PyPi (📥 41K / month · 📦 100 · ⏱️ 06.12.2021):
```
 pip install textacy
```
Conda (📥 110K · ⏱️ 06.02.2022):
```
 conda install -c conda-forge textacy
```

PyTextRank (🥈28 · ⭐ 1.8K) - Python implementation of TextRank algorithms (textgraphs) for phrase.. MIT

GitHub (👨‍💻 18 · 🔀 330 · 📦 250 · 📋 86 - 29% open · ⏱️ 07.03.2022):
```
 git clone https://github.com/DerwenAI/pytextrank
```
PyPi (📥 20K / month · 📦 13 · ⏱️ 06.03.2022):
```
 pip install pytextrank
```

CLTK (🥈28 · ⭐ 720) - The Classical Language Toolkit. MIT

GitHub (👨‍💻 120 · 🔀 310 · 📥 25 · 📦 200 · 📋 520 - 4% open · ⏱️ 01.05.2022):
```
 git clone https://github.com/cltk/cltk
```
PyPi (📥 2K / month · 📦 42 · ⏱️ 26.04.2022):
```
 pip install cltk
```

Ciphey (🥉27 · ⭐ 9.9K) - Automatically decrypt encryptions without knowing the key or cipher,.. MIT

GitHub (👨‍💻 46 · 🔀 610 · 📋 290 - 17% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/Ciphey/Ciphey
```
PyPi (📥 14K / month · ⏱️ 06.06.2021):
```
 pip install ciphey
```
Docker Hub (📥 15K · ⭐ 7 · ⏱️ 14.04.2022):
```
 docker pull remnux/ciphey
```

T5 (🥉27 · ⭐ 4.2K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2

GitHub (👨‍💻 48 · 🔀 570 · 📦 98 · 📋 400 - 15% open · ⏱️ 11.05.2022):

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

PyPi (📥 7.4K / month · 📦 2 · ⏱️ 18.10.2021):
```
 pip install t5
```

fastNLP (🥉27 · ⭐ 2.6K) - fastNLP: A Modularized and Extensible NLP Framework. Currently still.. Apache-2

GitHub (👨‍💻 54 · 🔀 420 · 📥 66 · 📦 78 · 📋 200 - 23% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/fastnlp/fastNLP
```
PyPi (📥 1.4K / month · 📦 3 · ⏱️ 04.02.2019):
```
 pip install fastnlp
```

spacy-transformers (🥉27 · ⭐ 1.1K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy

GitHub (👨‍💻 18 · 🔀 140 · 📦 500 · ⏱️ 04.05.2022):

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

PyPi (📥 97K / month · 📦 17 · ⏱️ 15.03.2022):
```
 pip install spacy-transformers
```

Conda (📥 1.2K · ⏱️ 15.03.2022):

 conda install -c conda-forge spacy-transformers

english-words (🥉26 · ⭐ 7.1K) - A text file containing 479k English words for all your.. Unlicense

GitHub (👨‍💻 27 · 🔀 1.4K · 📋 92 - 68% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/dwyl/english-words
```
PyPi (📥 18K / month · 📦 6 · ⏱️ 29.01.2022):
```
 pip install english-words
```

Snips NLU (🥉25 · ⭐ 3.7K · 💤) - Snips Python library to extract meaning from text. Apache-2

GitHub (👨‍💻 22 · 🔀 500 · 📋 260 - 23% open · ⏱️ 03.05.2021):
```
 git clone https://github.com/snipsco/snips-nlu
```
PyPi (📥 3.4K / month · 📦 11 · ⏱️ 15.01.2020):
```
 pip install snips-nlu
```

scattertext (🥉25 · ⭐ 1.8K) - Beautiful visualizations of how language differs among document.. Apache-2

GitHub (👨‍💻 12 · 🔀 250 · 📦 280 · 📋 87 - 19% open · ⏱️ 26.03.2022):
```
 git clone https://github.com/JasonKessler/scattertext
```
PyPi (📥 3.9K / month · 📦 10 · ⏱️ 26.03.2022):
```
 pip install scattertext
```

Conda (📥 61K · ⏱️ 26.03.2022):

 conda install -c conda-forge scattertext

MatchZoo (🥉24 · ⭐ 3.7K · 💤) - Facilitating the design, comparison and sharing of deep.. Apache-2

GitHub (👨‍💻 36 · 🔀 910 · 📦 10 · 📋 460 - 6% open · ⏱️ 02.06.2021):
```
 git clone https://github.com/NTMC-Community/MatchZoo
```
PyPi (📥 98 / month · ⏱️ 24.10.2019):
```
 pip install matchzoo
```

pytorch-nlp (🥉24 · ⭐ 2.1K · 💤) - Basic Utilities for PyTorch Natural Language Processing.. BSD-3

GitHub (👨‍💻 18 · 🔀 250 · 📦 380 · 📋 67 - 26% open · ⏱️ 10.07.2021):
```
 git clone https://github.com/PetrochukM/PyTorch-NLP
```
PyPi (📥 7.2K / month · 📦 17 · ⏱️ 04.11.2019):
```
 pip install pytorch-nlp
```

fast-bert (🥉24 · ⭐ 1.7K) - Super easy library for BERT based NLP models. Apache-2

GitHub (👨‍💻 36 · 🔀 330 · 📋 250 - 61% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/utterworks/fast-bert
```
PyPi (📥 2K / month · 📦 2 · ⏱️ 12.04.2022):
```
 pip install fast-bert
```

Kashgari (🥉23 · ⭐ 2.3K · 💤) - Kashgari is a production-level NLP Transfer learning.. Apache-2

GitHub (👨‍💻 21 · 🔀 440 · 📦 52 · 📋 370 - 10% open · ⏱️ 09.07.2021):
```
 git clone https://github.com/BrikerMan/Kashgari
```
PyPi (📥 65 / month · 📦 2 · ⏱️ 18.10.2019):
```
 pip install kashgari-tf
```

sense2vec (🥉23 · ⭐ 1.4K · 💤) - Contextually-keyed word vectors. MIT

GitHub (👨‍💻 17 · 🔀 230 · 📥 29K · 📦 140 · 📋 110 - 18% open · ⏱️ 16.08.2021):
```
 git clone https://github.com/explosion/sense2vec
```
PyPi (📥 4K / month · 📦 8 · ⏱️ 19.04.2021):
```
 pip install sense2vec
```

Conda (📥 25K · ⏱️ 14.07.2021):

 conda install -c conda-forge sense2vec

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

GitHub (👨‍💻 56 · 🔀 310 · 📥 14 · 📋 280 - 2% open · ⏱️ 04.05.2022):
```
 git clone https://github.com/awslabs/sockeye
```
PyPi (📥 880 / month · 📦 2 · ⏱️ 05.05.2022):
```
 pip install sockeye
```

Texthero (🥉22 · ⭐ 2.5K · 💤) - Text preprocessing, representation and visualization from zero to.. MIT

GitHub (👨‍💻 18 · 🔀 210 · 📥 90 · 📋 140 - 55% open · ⏱️ 19.07.2021):
```
 git clone https://github.com/jbesomi/texthero
```
PyPi (📥 17K / month · 📦 4 · ⏱️ 01.07.2021):
```
 pip install texthero
```

qdrant (🥉22 · ⭐ 1.6K) - Qdrant - vector similarity search engine with extended filtering.. Apache-2

GitHub (👨‍💻 24 · 🔀 92 · 📋 200 - 23% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/qdrant/qdrant
```

FARM (🥉22 · ⭐ 1.5K) - Fast & easy transfer learning for NLP. Harvesting language models.. Apache-2

GitHub (👨‍💻 37 · 🔀 220 · 📋 440 - 8% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/deepset-ai/FARM
```
PyPi (📥 4.6K / month · 📦 2 · ⏱️ 10.06.2021):
```
 pip install farm
```
Conda (📥 1K · ⏱️ 14.06.2021):
```
 conda install -c conda-forge farm
```

rubrix (🥉22 · ⭐ 1.1K) - Rubrix, open-source framework for data-centric NLP. Data annotation.. Apache-2

GitHub (👨‍💻 19 · 🔀 90 · 📋 560 - 13% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/recognai/rubrix
```
PyPi (📥 960 / month · ⏱️ 10.05.2022):
```
 pip install rubrix
```
Conda (📥 1.2K · ⏱️ 10.05.2022):
```
 conda install -c conda-forge rubrix
```

detoxify (🥉22 · ⭐ 420) - Trained models & code to predict toxic comments on all 3 Jigsaw.. Apache-2

GitHub (👨‍💻 6 · 🔀 50 · 📥 43K · 📦 86 · 📋 34 - 50% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/unitaryai/detoxify
```
PyPi (📥 14K / month · 📦 2 · ⏱️ 12.04.2022):
```
 pip install detoxify
```

DeepMatcher (🥉21 · ⭐ 4.2K · 💤) - Python package for performing Entity and Text Matching using.. BSD-3

GitHub (👨‍💻 7 · 🔀 1.5K · 📦 19 · 📋 83 - 73% open · ⏱️ 13.06.2021):
```
 git clone https://github.com/anhaidgroup/deepmatcher
```
PyPi (📥 960 / month · ⏱️ 13.06.2021):
```
 pip install deepmatcher
```

gpt-2-simple (🥉21 · ⭐ 2.9K · 💤) - Python package to easily retrain OpenAIs GPT-2 text-.. MIT

GitHub (👨‍💻 18 · 🔀 590 · 📥 300 · 📋 250 - 61% open · ⏱️ 18.10.2021):
```
 git clone https://github.com/minimaxir/gpt-2-simple
```
PyPi (📥 5.3K / month · 📦 5 · ⏱️ 18.10.2021):
```
 pip install gpt-2-simple
```

NLP Architect (🥉21 · ⭐ 2.8K · 💤) - A model library for exploring state-of-the-art deep.. Apache-2

GitHub (👨‍💻 37 · 🔀 440 · 📦 8 · 📋 130 - 15% open · ⏱️ 12.09.2021):
```
 git clone https://github.com/IntelLabs/nlp-architect
```
PyPi (📥 120 / month · ⏱️ 12.04.2020):
```
 pip install nlp-architect
```

lightseq (🥉21 · ⭐ 2.1K) - LightSeq: A High Performance Library for Sequence Processing and.. Apache-2

GitHub (👨‍💻 9 · 🔀 220 · 📥 620 · 📋 170 - 54% open · ⏱️ 07.05.2022):
```
 git clone https://github.com/bytedance/lightseq
```
PyPi (📥 810 / month · ⏱️ 26.01.2022):
```
 pip install lightseq
```

OpenPrompt (🥉21 · ⭐ 1.4K) - An Open-Source Framework for Prompt-Learning. Apache-2

GitHub (👨‍💻 13 · 🔀 150 · 📦 9 · 📋 120 - 6% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/thunlp/OpenPrompt
```
PyPi (📥 520 / month · ⏱️ 15.04.2022):
```
 pip install openprompt
```

jiant (🥉21 · ⭐ 1.4K) - jiant is an nlp toolkit. MIT

GitHub (👨‍💻 57 · 🔀 270 · 📦 2 · 📋 550 - 11% open · ⏱️ 31.03.2022):
```
 git clone https://github.com/nyu-mll/jiant
```
PyPi (📥 72 / month · ⏱️ 10.05.2021):
```
 pip install jiant
```

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

GitHub (👨‍💻 19 · 🔀 71 · 📦 9 · 📋 140 - 15% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/IndicoDataSolutions/finetune
```
PyPi (📥 75 / month · 📦 2 · ⏱️ 20.12.2021):
```
 pip install finetune
```

TextBox (🥉17 · ⭐ 360) - TextBox is an open-source library for building text generation system. MIT

GitHub (👨‍💻 14 · 🔀 63 · 📦 5 · 📋 20 - 15% open · ⏱️ 06.05.2022):
```
 git clone https://github.com/RUCAIBox/TextBox
```
PyPi (📥 57 / month · ⏱️ 15.04.2021):
```
 pip install textbox
```

OpenNRE (🥉16 · ⭐ 3.6K) - An Open-Source Package for Neural Relation Extraction (NRE). MIT

GitHub (👨‍💻 10 · 🔀 940 · 📋 350 - 5% open · ⏱️ 06.04.2022):
```
 git clone https://github.com/thunlp/OpenNRE
```

Camphr (🥉16 · ⭐ 340 · 💤) - Camphr - NLP libary for creating pipeline components. Apache-2 spacy

GitHub (👨‍💻 7 · 🔀 18 · 📋 28 - 7% open · ⏱️ 18.08.2021):
```
 git clone https://github.com/PKSHATechnology-Research/camphr
```
PyPi (📥 190 / month · 📦 2 · ⏱️ 28.07.2021):
```
 pip install camphr
```

Translate (🥉15 · ⭐ 740) - Translate - a PyTorch Language Library. BSD-3

GitHub (👨‍💻 87 · 🔀 170 · 📋 93 - 70% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/pytorch/translate
```
PyPi (📥 4 / month · ⏱️ 01.05.2018):
```
 pip install pytorch-translate
```

VizSeq (🥉15 · ⭐ 400) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT

GitHub (👨‍💻 3 · 🔀 47 · 📦 6 · 📋 16 - 43% open · ⏱️ 29.04.2022):
```
 git clone https://github.com/facebookresearch/vizseq
```
PyPi (📥 51 / month · ⏱️ 07.08.2020):
```
 pip install vizseq
```

Show 28 hidden projects...

fuzzywuzzy (🥈32 · ⭐ 8.7K · 💤) - Fuzzy String Matching in Python. ❗️GPL-2.0
langid (🥉27 · ⭐ 2K · 💀) - Stand-alone language identification system. BSD-3
polyglot (🥉26 · ⭐ 2K · 💀) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
flashtext (🥉25 · ⭐ 5.2K · 💀) - Extract Keywords from sentence or Replace keywords in sentences. MIT
textgenrnn (🥉24 · ⭐ 4.7K · 💀) - Easily train your own text-generating neural network of any.. MIT
whoosh (🥉24 · ⭐ 230) - Pure-Python full-text search library. ❗️BSD-1-Clause
YouTokenToMe (🥉23 · ⭐ 800 · 💀) - Unsupervised text tokenizer focused on computational efficiency. MIT
pySBD (🥉23 · ⭐ 440 · 💀) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
Texar (🥉22 · ⭐ 2.3K · 💀) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
DELTA (🥉21 · ⭐ 1.5K · 💀) - DELTA is a deep learning based natural language and speech.. Apache-2
anaGo (🥉21 · ⭐ 1.4K · 💀) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,.. MIT
happy-transformer (🥉21 · ⭐ 290) - A package built on top of Hugging Faces transformers.. Apache-2 huggingface
stop-words (🥉21 · ⭐ 140 · 💀) - Get list of common stop words in various languages in Python. BSD-3
fastT5 (🥉20 · ⭐ 290) - boost inference speed of T5 models by 5x & reduce the model size by 3x. Apache-2
pyfasttext (🥉20 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
textpipe (🥉19 · ⭐ 300 · 💤) - Textpipe: clean and extract metadata from text. MIT
NeuroNER (🥉17 · ⭐ 1.6K · 💀) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
nboost (🥉17 · ⭐ 620 · 💀) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
textaugment (🥉17 · ⭐ 240) - TextAugment: Text Augmentation Library. MIT
skift (🥉17 · ⭐ 230) - scikit-learn wrappers for Python fastText. MIT
BLINK (🥉15 · ⭐ 880 · 💀) - Entity Linker solution. MIT
NeuralQA (🥉15 · ⭐ 220 · 💀) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
Headliner (🥉14 · ⭐ 230 · 💀) - Easy training and deployment of seq2seq models. MIT
numerizer (🥉14 · ⭐ 140) - A Python module to convert natural language numerics into ints and.. MIT
spacy-dbpedia-spotlight (🥉14 · ⭐ 61) - A spaCy wrapper for DBpedia Spotlight. MIT spacy
TransferNLP (🥉13 · ⭐ 290 · 💀) - NLP library designed for reproducible experimentation.. MIT
ONNX-T5 (🥉13 · ⭐ 200 · 💀) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2
textvec (🥉13 · ⭐ 180 · 💀) - Text vectorization tool to outperform TFIDF for classification.. MIT

Image Data

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

Pillow (🥇45 · ⭐ 9.8K) - The friendly PIL fork (Python Imaging Library). ❗️PIL

GitHub (👨‍💻 400 · 🔀 1.9K · 📋 2.5K - 5% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/python-pillow/Pillow
```
PyPi (📥 44M / month · 📦 63K · ⏱️ 17.05.2022):
```
 pip install Pillow
```
Conda (📥 15M · ⏱️ 17.05.2022):
```
 conda install -c conda-forge pillow
```

scikit-image (🥇44 · ⭐ 4.9K) - Image processing in Python. BSD-2

GitHub (👨‍💻 550 · 🔀 2K · 📦 100K · 📋 2.4K - 25% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/scikit-image/scikit-image
```
PyPi (📥 7.9M / month · 📦 9.2K · ⏱️ 17.02.2022):
```
 pip install scikit-image
```

Conda (📥 3.4M · ⏱️ 18.02.2022):

 conda install -c conda-forge scikit-image

torchvision (🥇42 · ⭐ 12K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

GitHub (👨‍💻 480 · 🔀 5.9K · 📥 5.3K · 📋 2.5K - 28% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/pytorch/vision
```
PyPi (📥 4.7M / month · 📦 3.6K · ⏱️ 10.03.2022):
```
 pip install torchvision
```

Conda (📥 240K · ⏱️ 29.03.2022):

 conda install -c conda-forge torchvision

MMDetection (🥇37 · ⭐ 20K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2

GitHub (👨‍💻 340 · 🔀 7.2K · 📦 370 · 📋 5.8K - 9% open · ⏱️ 11.05.2022):
```
 git clone https://github.com/open-mmlab/mmdetection
```
PyPi (📥 41K / month · 📦 9 · ⏱️ 30.04.2022):
```
 pip install mmdet
```

PyTorch Image Models (🥇37 · ⭐ 19K) - PyTorch image models, scripts, pretrained weights --.. Apache-2

GitHub (👨‍💻 74 · 🔀 3.1K · 📥 1.2M · 📦 3K · 📋 500 - 12% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/rwightman/pytorch-image-models
```
PyPi (📥 2.8M / month · 📦 94 · ⏱️ 15.05.2022):
```
 pip install timm
```
Conda (📥 17K · ⏱️ 30.06.2021):
```
 conda install -c conda-forge timm
```

MoviePy (🥇37 · ⭐ 9.2K) - Video editing with Python. MIT

GitHub (👨‍💻 150 · 🔀 1.2K · 📦 16K · 📋 1.2K - 24% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/Zulko/moviepy
```
PyPi (📥 5.5M / month · 📦 750 · ⏱️ 05.10.2020):
```
 pip install moviepy
```
Conda (📥 110K · ⏱️ 16.04.2022):
```
 conda install -c conda-forge moviepy
```

imageio (🥈36 · ⭐ 1K) - Python library for reading and writing image data. BSD-2

GitHub (👨‍💻 89 · 🔀 210 · 📥 230 · 📦 62K · 📋 450 - 13% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/imageio/imageio
```
PyPi (📥 17M / month · 📦 2.6K · ⏱️ 16.05.2022):
```
 pip install imageio
```
Conda (📥 2.8M · ⏱️ 17.05.2022):
```
 conda install -c conda-forge imageio
```

Kornia (🥈35 · ⭐ 6.6K) - Open Source Differentiable Computer Vision Library. Apache-2

GitHub (👨‍💻 170 · 🔀 650 · 📥 300 · 📦 1.3K · 📋 590 - 27% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/kornia/kornia
```
PyPi (📥 290K / month · 📦 54 · ⏱️ 17.05.2022):
```
 pip install kornia
```
Conda (📥 16K · ⏱️ 17.05.2022):
```
 conda install -c conda-forge kornia
```

InsightFace (🥈34 · ⭐ 12K) - State-of-the-art 2D and 3D Face Analysis Project. MIT

GitHub (👨‍💻 43 · 🔀 3.8K · 📦 160 · 📋 1.9K - 54% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/deepinsight/insightface
```
PyPi (📥 21K / month · 📦 5 · ⏱️ 29.01.2022):
```
 pip install insightface
```

opencv-python (🥈34 · ⭐ 2.7K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT

GitHub (👨‍💻 38 · 🔀 540 · 📋 540 - 7% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/opencv/opencv-python
```
PyPi (📥 5.5M / month · 📦 8.9K · ⏱️ 09.03.2022):
```
 pip install opencv-python
```

Face Recognition (🥈33 · ⭐ 44K · 💤) - The worlds simplest facial recognition api for Python.. MIT

GitHub (👨‍💻 47 · 🔀 12K · 📥 460 · 📋 1.2K - 54% open · ⏱️ 14.06.2021):
```
 git clone https://github.com/ageitgey/face_recognition
```
PyPi (📥 54K / month · 📦 210 · ⏱️ 21.08.2018):
```
 pip install face_recognition
```

Conda (📥 6.3K · ⏱️ 30.04.2021):

 conda install -c conda-forge face_recognition

detectron2 (🥈33 · ⭐ 21K) - Detectron2 is a platform for object detection, segmentation.. Apache-2

GitHub (👨‍💻 200 · 🔀 5.7K · 📦 610 · 📋 3K - 7% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/facebookresearch/detectron2
```
PyPi (📦 3 · ⏱️ 06.02.2020):
```
 pip install detectron2
```

Conda (📥 51K · ⏱️ 25.04.2022):

 conda install -c conda-forge detectron2

Albumentations (🥈33 · ⭐ 10K) - Fast image augmentation library and an easy-to-use wrapper.. MIT

GitHub (👨‍💻 100 · 🔀 1.3K · 📦 7.8K · 📋 640 - 45% open · ⏱️ 13.02.2022):
```
 git clone https://github.com/albumentations-team/albumentations
```
PyPi (📥 300K / month · 📦 210 · ⏱️ 04.10.2021):
```
 pip install albumentations
```

Conda (📥 37K · ⏱️ 15.07.2021):

 conda install -c conda-forge albumentations

GluonCV (🥈33 · ⭐ 5.2K) - Gluon CV Toolkit. Apache-2

GitHub (👨‍💻 120 · 🔀 1.1K · 📦 750 · 📋 820 - 7% open · ⏱️ 30.03.2022):
```
 git clone https://github.com/dmlc/gluon-cv
```
PyPi (📥 590K / month · 📦 59 · ⏱️ 19.05.2022):
```
 pip install gluoncv
```

Wand (🥈33 · ⭐ 1.2K) - The ctypes-based simple ImageMagick binding for Python. MIT

GitHub (👨‍💻 98 · 🔀 200 · 📥 7.6K · 📦 11K · 📋 370 - 4% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/emcconville/wand
```
PyPi (📥 410K / month · 📦 690 · ⏱️ 17.08.2021):
```
 pip install wand
```
Conda (📥 11K · ⏱️ 18.05.2022):
```
 conda install -c conda-forge wand
```

PaddleDetection (🥈32 · ⭐ 7.7K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2

GitHub (👨‍💻 97 · 🔀 1.9K · 📦 15 · 📋 3.4K - 19% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/PaddlePaddle/PaddleDetection
```
PyPi (📥 330 / month · ⏱️ 24.04.2022):
```
 pip install paddledet
```

PaddleSeg (🥈31 · ⭐ 4.8K) - Easy-to-use image segmentation library with awesome pre-.. Apache-2

GitHub (👨‍💻 78 · 🔀 1K · 📦 540 · 📋 1.1K - 50% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/PaddlePaddle/PaddleSeg
```
PyPi (📥 1.5K / month · 📦 2 · ⏱️ 20.04.2022):
```
 pip install paddleseg
```

imutils (🥈31 · ⭐ 4.1K) - A series of convenience functions to make basic image processing.. MIT

GitHub (👨‍💻 21 · 🔀 960 · 📦 25K · 📋 220 - 65% open · ⏱️ 27.01.2022):
```
 git clone https://github.com/PyImageSearch/imutils
```
PyPi (📥 290K / month · 📦 760 · ⏱️ 15.01.2021):
```
 pip install imutils
```
Conda (📥 84K · ⏱️ 09.12.2021):
```
 conda install -c conda-forge imutils
```

deepface (🥈31 · ⭐ 3.8K) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT

GitHub (👨‍💻 25 · 🔀 860 · 📦 550 · 📋 450 - 1% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/serengil/deepface
```
PyPi (📥 32K / month · 📦 3 · ⏱️ 10.05.2022):
```
 pip install deepface
```

imageai (🥈30 · ⭐ 7K · 💤) - A python library built to empower developers to build applications and.. MIT

GitHub (👨‍💻 15 · 🔀 1.9K · 📥 750K · 📦 1.1K · 📋 680 - 37% open · ⏱️ 08.05.2021):
```
 git clone https://github.com/OlafenwaMoses/ImageAI
```
PyPi (📥 17K / month · 📦 16 · ⏱️ 05.01.2021):
```
 pip install imageai
```
Conda (📥 2.7K · ⏱️ 30.04.2021):
```
 conda install -c conda-forge imageai
```

ImageHash (🥈30 · ⭐ 2.4K · 💤) - A Python Perceptual Image Hashing Module. BSD-2

GitHub (👨‍💻 20 · 🔀 300 · 📦 5K · 📋 110 - 12% open · ⏱️ 07.09.2021):
```
 git clone https://github.com/JohannesBuchner/imagehash
```
PyPi (📥 1.4M / month · 📦 320 · ⏱️ 15.07.2021):
```
 pip install ImageHash
```

Conda (📥 180K · ⏱️ 15.07.2021):

 conda install -c conda-forge imagehash

vit-pytorch (🥈29 · ⭐ 10K) - Implementation of Vision Transformer, a simple way to achieve.. MIT

GitHub (👨‍💻 15 · 🔀 1.6K · 📦 110 · 📋 180 - 47% open · ⏱️ 04.05.2022):
```
 git clone https://github.com/lucidrains/vit-pytorch
```
PyPi (📥 22K / month · 📦 3 · ⏱️ 04.05.2022):
```
 pip install vit-pytorch
```

Augmentor (🥉28 · ⭐ 4.7K) - Image augmentation library in Python for machine learning. MIT

GitHub (👨‍💻 22 · 🔀 850 · 📦 450 · 📋 200 - 63% open · ⏱️ 09.05.2022):
```
 git clone https://github.com/mdbloice/Augmentor
```
PyPi (📥 16K / month · 📦 29 · ⏱️ 27.04.2022):
```
 pip install Augmentor
```

Face Alignment (🥉27 · ⭐ 5.7K · 💤) - 2D and 3D Face alignment library build using pytorch. BSD-3

GitHub (👨‍💻 23 · 🔀 1.2K · 📋 270 - 19% open · ⏱️ 04.08.2021):
```
 git clone https://github.com/1adrianb/face-alignment
```
PyPi (📥 9.9K / month · 📦 8 · ⏱️ 14.09.2021):
```
 pip install face-alignment
```

vidgear (🥉27 · ⭐ 2.2K) - A High-performance cross-platform Video Processing Python framework.. Apache-2

GitHub (👨‍💻 9 · 🔀 180 · 📥 590 · 📦 200 · 📋 220 - 0% open · ⏱️ 11.02.2022):
```
 git clone https://github.com/abhiTronix/vidgear
```
PyPi (📥 3.5K / month · 📦 5 · ⏱️ 11.02.2022):
```
 pip install vidgear
```

sahi (🥉27 · ⭐ 1.6K) - A lightweight vision library for performing large scale object detection/.. MIT

GitHub (👨‍💻 9 · 🔀 240 · 📥 190 · 📦 54 · 📋 150 - 13% open · ⏱️ 09.05.2022):
```
 git clone https://github.com/obss/sahi
```
PyPi (📥 19K / month · 📦 5 · ⏱️ 08.05.2022):
```
 pip install sahi
```
Conda (📥 2.6K · ⏱️ 08.05.2022):
```
 conda install -c conda-forge sahi
```

layout-parser (🥉26 · ⭐ 3K) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2

GitHub (👨‍💻 8 · 🔀 280 · 📦 70 · 📋 91 - 47% open · ⏱️ 05.04.2022):
```
 git clone https://github.com/Layout-Parser/layout-parser
```
PyPi (📥 5.4K / month · 📦 2 · ⏱️ 06.04.2022):
```
 pip install layoutparser
```

mtcnn (🥉26 · ⭐ 1.8K · 💤) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT

GitHub (👨‍💻 15 · 🔀 450 · 📦 2.2K · 📋 100 - 62% open · ⏱️ 09.07.2021):
```
 git clone https://github.com/ipazc/mtcnn
```
PyPi (📥 28K / month · 📦 43 · ⏱️ 09.07.2021):
```
 pip install mtcnn
```
Conda (📥 4.7K · ⏱️ 17.08.2021):
```
 conda install -c conda-forge mtcnn
```

lightly (🥉26 · ⭐ 1.6K) - A python library for self-supervised learning on images. MIT

GitHub (👨‍💻 18 · 🔀 120 · 📦 36 · 📋 320 - 19% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/lightly-ai/lightly
```
PyPi (📥 2.9K / month · 📦 1 · ⏱️ 17.05.2022):
```
 pip install lightly
```

mahotas (🥉26 · ⭐ 750) - Computer Vision in Python. MIT

GitHub (👨‍💻 32 · 🔀 140 · 📦 820 · 📋 78 - 21% open · ⏱️ 07.12.2021):
```
 git clone https://github.com/luispedro/mahotas
```
PyPi (📥 11K / month · 📦 110 · ⏱️ 14.10.2021):
```
 pip install mahotas
```
Conda (📥 320K · ⏱️ 17.11.2021):
```
 conda install -c conda-forge mahotas
```

pyvips (🥉26 · ⭐ 400) - python binding for libvips using cffi. MIT

GitHub (👨‍💻 13 · 🔀 39 · 📦 320 · 📋 280 - 37% open · ⏱️ 18.04.2022):
```
 git clone https://github.com/libvips/pyvips
```
PyPi (📥 19K / month · 📦 39 · ⏱️ 18.04.2022):
```
 pip install pyvips
```
Conda (📥 18K · ⏱️ 18.04.2022):
```
 conda install -c conda-forge pyvips
```

MMF (🥉25 · ⭐ 4.9K) - A modular framework for vision & language multimodal research from.. BSD-3

GitHub (👨‍💻 100 · 🔀 820 · 📦 12 · 📋 620 - 30% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/facebookresearch/mmf
```
PyPi (📥 480 / month · 📦 1 · ⏱️ 12.06.2020):
```
 pip install mmf
```

facenet-pytorch (🥉25 · ⭐ 2.9K) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT

GitHub (👨‍💻 14 · 🔀 640 · 📥 290K · 📦 760 · 📋 150 - 40% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/timesler/facenet-pytorch
```
PyPi (📥 13K / month · 📦 11 · ⏱️ 10.03.2021):
```
 pip install facenet-pytorch
```

pytorchvideo (🥉25 · ⭐ 2.4K) - A deep learning library for video understanding research. Apache-2

GitHub (👨‍💻 33 · 🔀 260 · 📋 130 - 41% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/facebookresearch/pytorchvideo
```
PyPi (📥 18K / month · 📦 5 · ⏱️ 20.01.2022):
```
 pip install pytorchvideo
```

tensorflow-graphics (🥉24 · ⭐ 2.6K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2

GitHub (👨‍💻 36 · 🔀 340 · 📋 220 - 59% open · ⏱️ 04.04.2022):
```
 git clone https://github.com/tensorflow/graphics
```
PyPi (📥 3.1K / month · 📦 4 · ⏱️ 03.12.2021):
```
 pip install tensorflow-graphics
```

icevision (🥉24 · ⭐ 690) - An Agnostic Computer Vision Framework - Pluggable to any Training.. Apache-2

GitHub (👨‍💻 39 · 🔀 97 · 📋 640 - 21% open · ⏱️ 29.04.2022):
```
 git clone https://github.com/airctic/icevision
```
PyPi (📥 3.5K / month · 📦 5 · ⏱️ 10.02.2022):
```
 pip install icevision
```

CellProfiler (🥉24 · ⭐ 670 · 📉) - An open-source application for biological image analysis. BSD-3

GitHub (👨‍💻 130 · 🔀 310 · 📥 2.7K · 📦 8 · 📋 3.1K - 6% open · ⏱️ 15.03.2022):
```
 git clone https://github.com/CellProfiler/CellProfiler
```
PyPi (📥 760 / month · ⏱️ 04.09.2017):
```
 pip install cellprofiler
```

deep-daze (🥉23 · ⭐ 4.2K) - Simple command line tool for text to image generation using OpenAIs.. MIT

GitHub (👨‍💻 14 · 🔀 310 · 📦 38 · 📋 160 - 55% open · ⏱️ 13.03.2022):
```
 git clone https://github.com/lucidrains/deep-daze
```
PyPi (📥 2K / month · ⏱️ 13.03.2022):
```
 pip install deep-daze
```

Image Super-Resolution (🥉23 · ⭐ 3.6K · 💤) - Super-scale your images and run experiments with.. Apache-2

GitHub (👨‍💻 10 · 🔀 620 · 📦 83 · 📋 200 - 44% open · ⏱️ 02.06.2021):
```
 git clone https://github.com/idealo/image-super-resolution
```
PyPi (📥 4.4K / month · 📦 5 · ⏱️ 08.01.2020):
```
 pip install ISR
```

Docker Hub (📥 210 · ⏱️ 01.04.2019):

 docker pull idealo/image-super-resolution-gpu

vissl (🥉23 · ⭐ 2.6K) - VISSL is FAIRs library of extensible, modular and scalable components.. MIT

GitHub (👨‍💻 32 · 🔀 270 · 📦 7 · 📋 140 - 32% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/facebookresearch/vissl
```
PyPi (📥 630 / month · 📦 1 · ⏱️ 02.11.2021):
```
 pip install vissl
```

Classy Vision (🥉23 · ⭐ 1.5K) - An end-to-end PyTorch framework for image and video.. MIT

GitHub (👨‍💻 75 · 🔀 250 · 📋 110 - 46% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/facebookresearch/ClassyVision
```
PyPi (📥 1.8K / month · 📦 2 · ⏱️ 09.07.2021):
```
 pip install classy_vision
```

Conda (📥 12K · ⏱️ 22.03.2022):

 conda install -c conda-forge classy_vision

Norfair (🥉22 · ⭐ 1.4K) - Lightweight Python library for adding real-time object tracking to any.. BSD-3

GitHub (👨‍💻 12 · 🔀 120 · 📥 84 · 📋 57 - 31% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/tryolabs/norfair
```
PyPi (📥 3.6K / month · 📦 1 · ⏱️ 19.04.2022):
```
 pip install norfair
```

image-match (🥉21 · ⭐ 2.7K · 💤) - Quickly search over billions of images. Apache-2

GitHub (👨‍💻 19 · 🔀 380 · 📋 100 - 53% open · ⏱️ 21.09.2021):
```
 git clone https://github.com/ProvenanceLabs/image-match
```
PyPi (📥 540 / month · 📦 4 · ⏱️ 13.02.2017):
```
 pip install image_match
```

pycls (🥉20 · ⭐ 1.9K) - Codebase for Image Classification Research, written in PyTorch. MIT

GitHub (👨‍💻 16 · 🔀 220 · 📦 5 · 📋 81 - 30% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/facebookresearch/pycls
```
PyPi (📥 390 / month · ⏱️ 05.09.2020):
```
 pip install pycls
```

DE⫶TR (🥉19 · ⭐ 8.8K) - End-to-End Object Detection with Transformers. Apache-2

GitHub (👨‍💻 25 · 🔀 1.6K · 📋 430 - 37% open · ⏱️ 07.03.2022):
```
 git clone https://github.com/facebookresearch/detr
```

scenic (🥉19 · ⭐ 950) - Scenic: A Jax Library for Computer Vision Research and Beyond. Apache-2

GitHub (👨‍💻 36 · 🔀 110 · 📦 16 · 📋 59 - 57% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/google-research/scenic
```

PySlowFast (🥉18 · ⭐ 4.8K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2

GitHub (👨‍💻 26 · 🔀 920 · 📦 7 · 📋 500 - 50% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/facebookresearch/SlowFast
```
PyPi (📥 10 / month · ⏱️ 15.01.2020):
```
 pip install pyslowfast
```

Caer (🥉17 · ⭐ 620 · 💤) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT

GitHub (👨‍💻 8 · 🔀 100 · 📥 19 · 📋 15 - 13% open · ⏱️ 13.10.2021):
```
 git clone https://github.com/jasmcaus/caer
```
PyPi (📥 3.3K / month · 📦 1 · ⏱️ 13.10.2021):
```
 pip install caer
```

Show 12 hidden projects...

glfw (🥈36 · ⭐ 9.1K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
imgaug (🥈35 · ⭐ 13K · 💀) - Image augmentation for machine learning experiments. MIT
PyTorch3D (🥈29 · ⭐ 6K) - PyTorch3D is FAIRs library of reusable components for deep.. ❗Unlicensed
Pillow-SIMD (🥉28 · ⭐ 1.8K) - The friendly PIL fork. ❗️PIL
chainercv (🥉27 · ⭐ 1.5K · 💀) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
segmentation_models (🥉25 · ⭐ 3.9K · 💀) - Segmentation models with pretrained backbones. Keras.. MIT
Image Deduplicator (🥉22 · ⭐ 4K · 💀) - Finding duplicate images made easy!. Apache-2
Luminoth (🥉21 · ⭐ 2.4K · 💀) - Deep Learning toolkit for Computer Vision. BSD-3
nude.py (🥉21 · ⭐ 860 · 💀) - Nudity detection with Python. MIT
solt (🥉16 · ⭐ 250 · 💀) - Streaming over lightweight data transformations. MIT
HugsVision (🥉15 · ⭐ 160) - HugsVision is a easy to use huggingface wrapper for state-of-the-.. MIT huggingface
Torch Points 3D (🥉14 · ⭐ 58 · 🐣) - Pytorch framework for doing deep learning on point.. BSD-3

Graph Data

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

networkx (🥇44 · ⭐ 11K · 📈) - Network Analysis in Python. BSD-3

GitHub (👨‍💻 590 · 🔀 2.6K · 📥 60 · 📦 110K · 📋 2.9K - 12% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/networkx/networkx
```
PyPi (📥 20M / month · 📦 13K · ⏱️ 18.05.2022):
```
 pip install networkx
```
Conda (📥 6.4M · ⏱️ 18.05.2022):
```
 conda install -c conda-forge networkx
```

PyTorch Geometric (🥇38 · ⭐ 15K · 📈) - Graph Neural Network Library for PyTorch. MIT

GitHub (👨‍💻 260 · 🔀 2.6K · 📋 2.5K - 37% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/pyg-team/pytorch_geometric
```
PyPi (📥 84K / month · 📦 43 · ⏱️ 12.03.2022):
```
 pip install torch-geometric
```

Conda (📥 6.4K · ⏱️ 16.05.2022):

 conda install -c conda-forge pytorch_geometric

dgl (🥇36 · ⭐ 9.6K) - Python package built to ease deep learning on graph, on top of existing.. Apache-2

GitHub (👨‍💻 200 · 🔀 2.3K · 📦 4 · 📋 1.5K - 15% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/dmlc/dgl
```
PyPi (📥 27K / month · 📦 45 · ⏱️ 16.03.2022):
```
 pip install dgl
```

StellarGraph (🥈28 · ⭐ 2.4K · 💤) - StellarGraph - Machine Learning on Graphs. Apache-2

GitHub (👨‍💻 36 · 🔀 360 · 📦 140 · 📋 1K - 27% open · ⏱️ 29.10.2021):
```
 git clone https://github.com/stellargraph/stellargraph
```
PyPi (📥 19K / month · 📦 5 · ⏱️ 30.06.2020):
```
 pip install stellargraph
```

ogb (🥈28 · ⭐ 1.3K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT

GitHub (👨‍💻 19 · 🔀 290 · 📦 290 · 📋 210 - 3% open · ⏱️ 14.05.2022):
```
 git clone https://github.com/snap-stanford/ogb
```
PyPi (📥 11K / month · 📦 13 · ⏱️ 23.02.2022):
```
 pip install ogb
```
Conda (📥 7.7K · ⏱️ 23.02.2022):
```
 conda install -c conda-forge ogb
```

pygraphistry (🥈27 · ⭐ 1.6K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3

GitHub (👨‍💻 21 · 🔀 160 · 📦 69 · 📋 210 - 42% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/graphistry/pygraphistry
```
PyPi (📥 3K / month · 📦 4 · ⏱️ 13.05.2022):
```
 pip install graphistry
```

Paddle Graph Learning (🥈27 · ⭐ 1.3K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2

GitHub (👨‍💻 26 · 🔀 230 · 📦 26 · 📋 120 - 39% open · ⏱️ 11.05.2022):
```
 git clone https://github.com/PaddlePaddle/PGL
```
PyPi (📥 7.5K / month · 📦 2 · ⏱️ 21.04.2022):
```
 pip install pgl
```

Spektral (🥈26 · ⭐ 2.1K) - Graph Neural Networks with Keras and Tensorflow 2. MIT

GitHub (👨‍💻 20 · 🔀 280 · 📦 120 · 📋 220 - 19% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/danielegrattarola/spektral
```
PyPi (📥 6.4K / month · 📦 2 · ⏱️ 09.04.2022):
```
 pip install spektral
```

PyKEEN (🥈26 · ⭐ 850) - A Python library for learning and evaluating knowledge graph embeddings. MIT

GitHub (👨‍💻 26 · 🔀 120 · 📥 140 · 📋 400 - 30% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/pykeen/pykeen
```
PyPi (📥 1.4K / month · 📦 3 · ⏱️ 20.04.2022):
```
 pip install pykeen
```

PyTorch-BigGraph (🥈25 · ⭐ 3.1K) - Generate embeddings from large-scale graph-structured.. BSD-3

GitHub (👨‍💻 27 · 🔀 410 · 📥 130 · 📋 190 - 28% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/facebookresearch/PyTorch-BigGraph
```
PyPi (📥 250K / month · 📦 3 · ⏱️ 01.05.2019):
```
 pip install torchbiggraph
```

pytorch_geometric_temporal (🥈25 · ⭐ 1.5K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT

GitHub (👨‍💻 21 · 🔀 230 · 📋 110 - 9% open · ⏱️ 24.04.2022):

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

PyPi (📥 2.1K / month · 📦 2 · ⏱️ 04.04.2022):
```
 pip install torch-geometric-temporal
```

AmpliGraph (🥈23 · ⭐ 1.8K · 💤) - Python library for Representation Learning on Knowledge.. Apache-2

GitHub (👨‍💻 19 · 🔀 200 · 📦 20 · 📋 200 - 10% open · ⏱️ 25.05.2021):
```
 git clone https://github.com/Accenture/AmpliGraph
```
PyPi (📥 1.1K / month · ⏱️ 25.05.2021):
```
 pip install ampligraph
```

graph4nlp (🥈23 · ⭐ 1.3K) - Graph4nlp is the library for the easy use of Graph Neural.. Apache-2

GitHub (👨‍💻 27 · 🔀 160 · 📋 150 - 9% open · ⏱️ 02.05.2022):
```
 git clone https://github.com/graph4ai/graph4nlp
```
PyPi (📥 120 / month · ⏱️ 20.01.2022):
```
 pip install graph4nlp
```

Node2Vec (🥈23 · ⭐ 900) - Implementation of the node2vec algorithm. MIT

GitHub (👨‍💻 11 · 🔀 210 · ⏱️ 30.04.2022):
```
 git clone https://github.com/eliorc/node2vec
```
PyPi (📥 120K / month · 📦 15 · ⏱️ 30.04.2022):
```
 pip install node2vec
```
Conda (📥 21K · ⏱️ 25.04.2020):
```
 conda install -c conda-forge node2vec
```

torch-cluster (🥉22 · ⭐ 520) - PyTorch Extension Library of Optimized Graph Cluster.. MIT

GitHub (👨‍💻 20 · 🔀 95 · 📋 100 - 14% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/rusty1s/pytorch_cluster
```
PyPi (📥 13K / month · 📦 27 · ⏱️ 11.03.2022):
```
 pip install torch-cluster
```

Conda (📥 30K · ⏱️ 06.04.2022):

 conda install -c conda-forge pytorch_cluster

jraph (🥉20 · ⭐ 900) - A Graph Neural Network Library in Jax. Apache-2

GitHub (👨‍💻 16 · 🔀 57 · 📦 18 · 📋 22 - 50% open · ⏱️ 10.05.2022):
```
 git clone https://github.com/deepmind/jraph
```
PyPi (📥 1.4K / month · 📦 2 · ⏱️ 19.11.2021):
```
 pip install jraph
```
Conda (📥 380 · ⏱️ 31.10.2021):
```
 conda install -c conda-forge jraph
```

deepsnap (🥉19 · ⭐ 420 · 💤) - Python library assists deep learning on graphs. MIT

GitHub (👨‍💻 15 · 🔀 46 · 📥 8 · 📦 21 · 📋 39 - 38% open · ⏱️ 19.09.2021):
```
 git clone https://github.com/snap-stanford/deepsnap
```
PyPi (📥 390 / month · 📦 1 · ⏱️ 05.09.2021):
```
 pip install deepsnap
```

AutoGL (🥉18 · ⭐ 790) - An autoML framework & toolkit for machine learning on graphs. Apache-2

GitHub (👨‍💻 13 · 🔀 89 · 📋 20 - 30% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/THUMNLab/AutoGL
```
PyPi (📥 9 / month · ⏱️ 23.12.2020):
```
 pip install auto-graph-learning
```

GraphGym (🥉16 · ⭐ 1K) - Platform for designing and evaluating Graph Neural Networks (GNN). MIT

GitHub (👨‍💻 5 · 🔀 120 · 📥 13 · 📦 2 · 📋 26 - 15% open · ⏱️ 25.03.2022):
```
 git clone https://github.com/snap-stanford/GraphGym
```
PyPi (📥 51 / month · ⏱️ 24.03.2022):
```
 pip install graphgym
```

kglib (🥉16 · ⭐ 500 · 💤) - Grakn Knowledge Graph Library (ML R&D). Apache-2

GitHub (👨‍💻 7 · 🔀 89 · 📥 210 · 📋 62 - 19% open · ⏱️ 22.10.2021):
```
 git clone https://github.com/vaticle/kglib
```
PyPi (📥 38 / month · ⏱️ 19.08.2020):
```
 pip install grakn-kglib
```

ptgnn (🥉13 · ⭐ 320) - A PyTorch Graph Neural Network Library. MIT

GitHub (👨‍💻 7 · 🔀 38 · 📦 1 · 📋 7 - 28% open · ⏱️ 01.02.2022):
```
 git clone https://github.com/microsoft/ptgnn
```
PyPi (📥 70 / month · ⏱️ 21.10.2021):
```
 pip install ptgnn
```

Show 15 hidden projects...

igraph (🥇31 · ⭐ 970) - Python interface for igraph. ❗️GPL-2.0
pygal (🥈28 · ⭐ 2.5K) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
Karate Club (🥈23 · ⭐ 1.6K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0
DeepWalk (🥉21 · ⭐ 2.4K · 💀) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
DIG (🥉21 · ⭐ 1.1K) - A library for graph deep learning research. ❗️GPL-3.0
graph-nets (🥉20 · ⭐ 5.1K · 💀) - Build Graph Nets in Tensorflow. Apache-2
pyRDF2Vec (🥉19 · ⭐ 150) - Python Implementation and Extension of RDF2Vec. MIT
Sematch (🥉17 · ⭐ 390 · 💀) - semantic similarity framework for knowledge graph. Apache-2
DeepGraph (🥉17 · ⭐ 250 · 💤) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
GraphEmbedding (🥉16 · ⭐ 2.8K · 💀) - Implementation and experiments of graph embedding.. MIT
OpenKE (🥉15 · ⭐ 3K · 💀) - An Open-Source Package for Knowledge Embedding (KE). MIT
Euler (🥉15 · ⭐ 2.8K · 💀) - A distributed graph deep learning framework. Apache-2
GraphSAGE (🥉15 · ⭐ 2.7K · 💀) - Representation learning on large graphs using stochastic.. MIT
OpenNE (🥉15 · ⭐ 1.6K · 💀) - An Open-Source Package for Network Embedding (NE). MIT
GraphVite (🥉12 · ⭐ 1K · 💀) - GraphVite: A General and High-performance Graph Embedding System. Apache-2

Audio Data

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

espnet (🥇36 · ⭐ 5.1K) - End-to-End Speech Processing Toolkit. Apache-2

GitHub (👨‍💻 270 · 🔀 1.6K · 📥 76 · 📦 49 · 📋 1.8K - 17% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/espnet/espnet
```
PyPi (📥 7.9K / month · 📦 1 · ⏱️ 12.04.2022):
```
 pip install espnet
```

DeepSpeech (🥇34 · ⭐ 20K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0

GitHub (👨‍💻 160 · 🔀 3.5K · 📥 840K · 📦 750 · 📋 2.1K - 5% open · ⏱️ 17.11.2021):
```
 git clone https://github.com/mozilla/DeepSpeech
```
PyPi (📥 11K / month · 📦 37 · ⏱️ 19.12.2020):
```
 pip install deepspeech
```

Conda (📥 500 · ⏱️ 29.07.2021):

 conda install -c conda-forge deepspeech

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

GitHub (👨‍💻 150 · 🔀 3.5K · 📦 360 · 📋 900 - 35% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/magenta/magenta
```
PyPi (📥 4.6K / month · 📦 36 · ⏱️ 12.11.2020):
```
 pip install magenta
```

librosa (🥇33 · ⭐ 5.2K · 📉) - Python library for audio and music analysis. ISC

GitHub (👨‍💻 96 · 🔀 800 · 📋 970 - 4% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/librosa/librosa
```
PyPi (📥 930K / month · 📦 1.2K · ⏱️ 15.02.2022):
```
 pip install librosa
```
Conda (📥 460K · ⏱️ 15.02.2022):
```
 conda install -c conda-forge librosa
```

torchaudio (🥇33 · ⭐ 1.7K) - Data manipulation and transformation for audio signal.. BSD-2

GitHub (👨‍💻 160 · 🔀 420 · 📋 640 - 27% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/pytorch/audio
```
PyPi (📥 430K / month · 📦 140 · ⏱️ 10.03.2022):
```
 pip install torchaudio
```

speechbrain (🥈32 · ⭐ 4.1K) - A PyTorch-based Speech Toolkit. Apache-2

GitHub (👨‍💻 160 · 🔀 760 · 📦 170 · 📋 660 - 21% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/speechbrain/speechbrain
```
PyPi (📥 8.7K / month · 📦 2 · ⏱️ 20.12.2021):
```
 pip install speechbrain
```

SpeechRecognition (🥈31 · ⭐ 6.3K) - Speech recognition module for Python, supporting several.. BSD-3

GitHub (👨‍💻 43 · 🔀 2K · 📋 520 - 45% open · ⏱️ 27.03.2022):
```
 git clone https://github.com/Uberi/speech_recognition
```
PyPi (📥 270K / month · 📦 700 · ⏱️ 05.12.2017):
```
 pip install SpeechRecognition
```

Conda (📥 140K · ⏱️ 13.12.2021):

 conda install -c conda-forge speechrecognition

Pydub (🥈31 · ⭐ 6.1K · 📉) - Manipulate audio with a simple and easy high level interface. MIT

GitHub (👨‍💻 92 · 🔀 800 · 📦 12K · 📋 480 - 45% open · ⏱️ 14.05.2022):
```
 git clone https://github.com/jiaaro/pydub
```
PyPi (📥 2M / month · 📦 900 · ⏱️ 10.03.2021):
```
 pip install pydub
```
Conda (📥 23K · ⏱️ 13.03.2021):
```
 conda install -c conda-forge pydub
```

Coqui TTS (🥈29 · ⭐ 4.8K) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0

GitHub (👨‍💻 88 · 🔀 480 · 📥 150K · 📋 330 - 8% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/coqui-ai/TTS
```
PyPi (📥 5.9K / month · ⏱️ 14.07.2017):
```
 pip install tts
```
Conda (📥 1.6K · ⏱️ 15.12.2021):
```
 conda install -c conda-forge tts
```

pyAudioAnalysis (🥈29 · ⭐ 4.8K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2

GitHub (👨‍💻 26 · 🔀 1.1K · 📦 270 · 📋 290 - 59% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/tyiannak/pyAudioAnalysis
```
PyPi (📥 21K / month · 📦 19 · ⏱️ 07.02.2022):
```
 pip install pyAudioAnalysis
```

Porcupine (🥈28 · ⭐ 2.7K) - On-device wake word detection powered by deep learning. Apache-2

GitHub (👨‍💻 31 · 🔀 390 · 📦 9 · ⏱️ 17.05.2022):
```
 git clone https://github.com/Picovoice/Porcupine
```
PyPi (📥 1.4K / month · 📦 11 · ⏱️ 12.05.2022):
```
 pip install pvporcupine
```

tinytag (🥈28 · ⭐ 530) - Read audio and music meta data and duration of MP3, OGG, OPUS, MP4, M4A,.. MIT

GitHub (👨‍💻 21 · 🔀 89 · 📦 520 · 📋 89 - 12% open · ⏱️ 15.03.2022):
```
 git clone https://github.com/devsnd/tinytag
```
PyPi (📥 97K / month · 📦 70 · ⏱️ 12.03.2022):
```
 pip install tinytag
```

audioread (🥈28 · ⭐ 400) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.. MIT

GitHub (👨‍💻 21 · 🔀 93 · 📦 8.4K · 📋 79 - 39% open · ⏱️ 03.12.2021):
```
 git clone https://github.com/beetbox/audioread
```
PyPi (📥 900K / month · 📦 320 · ⏱️ 20.10.2020):
```
 pip install audioread
```

Conda (📥 420K · ⏱️ 10.04.2022):

 conda install -c conda-forge audioread

spleeter (🥉27 · ⭐ 20K) - Deezer source separation library including pretrained models. MIT

GitHub (👨‍💻 19 · 🔀 2.2K · 📥 1.7M · 📋 680 - 20% open · ⏱️ 01.04.2022):
```
 git clone https://github.com/deezer/spleeter
```
PyPi (📥 13K / month · 📦 5 · ⏱️ 03.09.2021):
```
 pip install spleeter
```
Conda (📥 64K · ⏱️ 30.06.2020):
```
 conda install -c conda-forge spleeter
```

DDSP (🥉26 · ⭐ 2.2K) - DDSP: Differentiable Digital Signal Processing. Apache-2

GitHub (👨‍💻 31 · 🔀 240 · 📦 25 · 📋 130 - 16% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/magenta/ddsp
```
PyPi (📥 2.8K / month · 📦 1 · ⏱️ 10.05.2022):
```
 pip install ddsp
```
Conda (📥 11K · ⏱️ 08.06.2020):
```
 conda install -c conda-forge ddsp
```

audiomentations (🥉25 · ⭐ 970) - A Python library for audio data augmentation. Inspired by.. MIT

GitHub (👨‍💻 21 · 🔀 120 · 📦 130 · 📋 120 - 25% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/iver56/audiomentations
```
PyPi (📥 4.8K / month · 📦 1 · ⏱️ 18.03.2022):
```
 pip install audiomentations
```

Madmom (🥉25 · ⭐ 900) - Python audio and music signal processing library. BSD-3

GitHub (👨‍💻 20 · 🔀 150 · 📦 200 · 📋 260 - 21% open · ⏱️ 06.01.2022):
```
 git clone https://github.com/CPJKU/madmom
```
PyPi (📥 2.8K / month · 📦 27 · ⏱️ 14.11.2018):
```
 pip install madmom
```

python-soundfile (🥉24 · ⭐ 450) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3

GitHub (👨‍💻 24 · 🔀 68 · 📥 3.2K · 📋 170 - 39% open · ⏱️ 23.02.2022):
```
 git clone https://github.com/bastibe/python-soundfile
```
PyPi (📥 1M / month · 📦 540 · ⏱️ 27.11.2019):
```
 pip install soundfile
```
Conda:
```
 conda install -c anaconda pysoundfile
```

kapre (🥉23 · ⭐ 820) - kapre: Keras Audio Preprocessors. MIT

GitHub (👨‍💻 13 · 🔀 140 · 📥 22 · 📦 1.6K · 📋 94 - 12% open · ⏱️ 21.01.2022):
```
 git clone https://github.com/keunwoochoi/kapre
```
PyPi (📥 4.2K / month · 📦 14 · ⏱️ 21.01.2022):
```
 pip install kapre
```

nnAudio (🥉22 · ⭐ 680) - Audio processing by using pytorch 1D convolution network. MIT

GitHub (👨‍💻 13 · 🔀 67 · 📦 51 · 📋 49 - 24% open · ⏱️ 24.12.2021):
```
 git clone https://github.com/KinWaiCheuk/nnAudio
```
PyPi (📥 12K / month · 📦 1 · ⏱️ 24.12.2021):
```
 pip install nnAudio
```

Show 8 hidden projects...

aubio (🥈28 · ⭐ 2.7K) - a library for audio and music analysis. ❗️GPL-3.0
Essentia (🥉27 · ⭐ 2.1K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
python_speech_features (🥉24 · ⭐ 2.1K · 💀) - This library provides common speech features for ASR.. MIT
TTS (🥉22 · ⭐ 5.9K · 💀) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
Dejavu (🥉22 · ⭐ 5.7K · 💀) - Audio fingerprinting and recognition in Python. MIT
TimeSide (🥉22 · ⭐ 320) - Scalable audio processing framework written in Python with a.. ❗️AGPL-3.0
Muda (🥉18 · ⭐ 210 · 💤) - A library for augmenting annotated audio data. ISC
Julius (🥉17 · ⭐ 270) - Fast PyTorch based DSP for audio and 1D signals. 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 · ⭐ 9.8K) - WebGL2 powered visualization framework. MIT

GitHub (👨‍💻 190 · 🔀 1.8K · 📦 4.1K · 📋 2.4K - 6% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/visgl/deck.gl
```
PyPi (📥 980K / month · 📦 23 · ⏱️ 25.10.2021):
```
 pip install pydeck
```
Conda (📥 100K · ⏱️ 26.10.2021):
```
 conda install -c conda-forge pydeck
```
npm (📥 300K / month · 📦 380 · ⏱️ 18.05.2022):
```
 npm install deck.gl
```

Shapely (🥇37 · ⭐ 2.8K) - Manipulation and analysis of geometric objects. BSD-3

GitHub (👨‍💻 130 · 🔀 460 · 📥 35 · 📦 29K · 📋 880 - 18% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/shapely/shapely
```
PyPi (📥 6.8M / month · 📦 3.8K · ⏱️ 03.05.2022):
```
 pip install shapely
```
Conda (📥 3.6M · ⏱️ 05.05.2022):
```
 conda install -c conda-forge shapely
```

Rasterio (🥇36 · ⭐ 1.7K) - Rasterio reads and writes geospatial raster datasets. BSD-3

GitHub (👨‍💻 130 · 🔀 470 · 📥 760 · 📦 4.9K · 📋 1.5K - 9% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/rasterio/rasterio
```
PyPi (📥 700K / month · 📦 780 · ⏱️ 10.05.2022):
```
 pip install rasterio
```
Conda (📥 1.5M · ⏱️ 11.03.2022):
```
 conda install -c conda-forge rasterio
```

folium (🥈35 · ⭐ 5.8K) - Python Data. Leaflet.js Maps. MIT

GitHub (👨‍💻 130 · 🔀 2.1K · 📦 16K · 📋 940 - 23% open · ⏱️ 06.05.2022):
```
 git clone https://github.com/python-visualization/folium
```
PyPi (📥 950K / month · 📦 660 · ⏱️ 19.11.2021):
```
 pip install folium
```
Conda (📥 760K · ⏱️ 03.12.2021):
```
 conda install -c conda-forge folium
```

GeoPandas (🥈35 · ⭐ 3.1K) - Python tools for geographic data. BSD-3

GitHub (👨‍💻 170 · 🔀 680 · 📥 1.5K · 📦 14K · 📋 1.3K - 30% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/geopandas/geopandas
```
PyPi (📥 2.3M / month · 📦 1.1K · ⏱️ 16.10.2021):
```
 pip install geopandas
```

Conda (📥 1.6M · ⏱️ 01.12.2021):

 conda install -c conda-forge geopandas

pyproj (🥈35 · ⭐ 750) - Python interface to PROJ (cartographic projections and coordinate.. MIT

GitHub (👨‍💻 49 · 🔀 180 · 📦 14K · 📋 490 - 2% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/pyproj4/pyproj
```
PyPi (📥 4.4M / month · 📦 1.7K · ⏱️ 22.04.2022):
```
 pip install pyproj
```
Conda (📥 3.4M · ⏱️ 24.04.2022):
```
 conda install -c conda-forge pyproj
```

geopy (🥈34 · ⭐ 3.6K) - Geocoding library for Python. MIT

GitHub (👨‍💻 130 · 🔀 560 · 📦 38K · 📋 260 - 10% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/geopy/geopy
```
PyPi (📥 3.6M / month · 📦 3.9K · ⏱️ 11.07.2021):
```
 pip install geopy
```
Conda (📥 700K · ⏱️ 12.07.2021):
```
 conda install -c conda-forge geopy
```

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

GitHub (👨‍💻 78 · 🔀 330 · 📦 1.7K · 📋 490 - 38% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/jupyter-widgets/ipyleaflet
```
PyPi (📥 65K / month · 📦 110 · ⏱️ 14.04.2022):
```
 pip install ipyleaflet
```

Conda (📥 820K · ⏱️ 16.05.2022):

 conda install -c conda-forge ipyleaflet

npm (📥 51K / month · 📦 2 · ⏱️ 14.04.2022):
```
 npm install jupyter-leaflet
```

Fiona (🥈32 · ⭐ 920) - Fiona reads and writes geographic data files. BSD-3

GitHub (👨‍💻 66 · 🔀 180 · 📦 8.6K · 📋 680 - 11% open · ⏱️ 01.03.2022):
```
 git clone https://github.com/Toblerity/Fiona
```
PyPi (📥 2.6M / month · 📦 770 · ⏱️ 07.02.2022):
```
 pip install fiona
```
Conda (📥 2.8M · ⏱️ 26.03.2022):
```
 conda install -c conda-forge fiona
```

ArcGIS API (🥉31 · ⭐ 1.3K) - Documentation and samples for ArcGIS API for Python. Apache-2

GitHub (👨‍💻 80 · 🔀 880 · 📥 3.3K · 📋 510 - 24% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/Esri/arcgis-python-api
```
PyPi (📥 70K / month · 📦 22 · ⏱️ 03.02.2022):
```
 pip install arcgis
```

Docker Hub (📥 7K · ⭐ 33 · ⏱️ 04.02.2022):

 docker pull esridocker/arcgis-api-python-notebook

geojson (🥉29 · ⭐ 720) - Python bindings and utilities for GeoJSON. BSD-3

GitHub (👨‍💻 48 · 🔀 91 · 📦 9.3K · 📋 84 - 26% open · ⏱️ 07.05.2022):
```
 git clone https://github.com/jazzband/geojson
```
PyPi (📥 690K / month · 📦 1.1K · ⏱️ 09.08.2019):
```
 pip install geojson
```
Conda (📥 500K · ⏱️ 11.08.2019):
```
 conda install -c conda-forge geojson
```

PySAL (🥉27 · ⭐ 1K) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3

GitHub (👨‍💻 75 · 🔀 270 · 📋 610 - 1% open · ⏱️ 30.01.2022):
```
 git clone https://github.com/pysal/pysal
```
PyPi (📥 19K / month · 📦 30 · ⏱️ 30.01.2022):
```
 pip install pysal
```
Conda (📥 440K · ⏱️ 31.01.2022):
```
 conda install -c conda-forge pysal
```

EarthPy (🥉26 · ⭐ 360) - A package built to support working with spatial data using open source.. BSD-3

GitHub (👨‍💻 40 · 🔀 140 · 📦 140 · 📋 220 - 8% open · ⏱️ 20.12.2021):
```
 git clone https://github.com/earthlab/earthpy
```
PyPi (📥 8.1K / month · 📦 7 · ⏱️ 01.10.2021):
```
 pip install earthpy
```
Conda (📥 43K · ⏱️ 04.10.2021):
```
 conda install -c conda-forge earthpy
```

GeoViews (🥉25 · ⭐ 410) - Simple, concise geographical visualization in Python. BSD-3

GitHub (👨‍💻 27 · 🔀 68 · 📋 300 - 34% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/holoviz/geoviews
```
PyPi (📥 10K / month · 📦 26 · ⏱️ 08.03.2022):
```
 pip install geoviews
```
Conda (📥 100K · ⏱️ 08.03.2022):
```
 conda install -c conda-forge geoviews
```

Show 8 hidden projects...

Geocoder (🥈32 · ⭐ 1.4K · 💀) - Python Geocoder. MIT
Satpy (🥉30 · ⭐ 840) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
Sentinelsat (🥉27 · ⭐ 750) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
gmaps (🥉24 · ⭐ 740 · 💀) - Google maps for Jupyter notebooks. BSD-3
Mapbox GL (🥉23 · ⭐ 610 · 💀) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT
pymap3d (🥉22 · ⭐ 250) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2
geoplotlib (🥉21 · ⭐ 960 · 💀) - python toolbox for visualizing geographical data and making maps. MIT
prettymaps (🥉17 · ⭐ 8K) - A small set of Python functions to draw pretty maps from.. ❗️AGPL-3.0

Financial Data

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

yfinance (🥇34 · ⭐ 7K) - Download market data from Yahoo! Finances API. Apache-2

GitHub (👨‍💻 53 · 🔀 1.5K · 📦 11K · 📋 780 - 56% open · ⏱️ 30.01.2022):
```
 git clone https://github.com/ranaroussi/yfinance
```
PyPi (📥 330K / month · 📦 120 · ⏱️ 30.01.2022):
```
 pip install yfinance
```
Conda (📥 42K · ⏱️ 10.07.2021):
```
 conda install -c ranaroussi yfinance
```

Qlib (🥇32 · ⭐ 8.5K) - Qlib is an AI-oriented quantitative investment platform, which aims to.. MIT

GitHub (👨‍💻 93 · 🔀 1.5K · 📥 280 · 📦 17 · 📋 550 - 29% open · ⏱️ 08.05.2022):
```
 git clone https://github.com/microsoft/qlib
```
PyPi (📥 2.7K / month · ⏱️ 24.04.2022):
```
 pip install pyqlib
```

ta (🥈30 · ⭐ 3K) - Technical Analysis Library using Pandas and Numpy. MIT

GitHub (👨‍💻 28 · 🔀 700 · 📦 1.2K · 📋 210 - 53% open · ⏱️ 24.04.2022):
```
 git clone https://github.com/bukosabino/ta
```
PyPi (📥 77K / month · 📦 33 · ⏱️ 16.04.2022):
```
 pip install ta
```
Conda (📥 3K · ⏱️ 21.04.2022):
```
 conda install -c conda-forge ta
```

Alpha Vantage (🥈27 · ⭐ 3.6K · 💤) - A python wrapper for Alpha Vantage API for financial data. MIT

GitHub (👨‍💻 39 · 🔀 640 · 📋 260 - 5% open · ⏱️ 14.06.2021):
```
 git clone https://github.com/RomelTorres/alpha_vantage
```
PyPi (📥 16K / month · 📦 100 · ⏱️ 26.08.2018):
```
 pip install alpha_vantage
```
Conda (📥 1.2K · ⏱️ 14.01.2021):

ml-tooling / best-of-ml-python Public

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

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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

Financial Data