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

Best-of Machine Learning with Python

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

This curated list contains 880 awesome open-source projects with a total of 3M stars grouped into 33 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 55 projects
Data Visualization 50 projects
Text Data & NLP 90 projects
Image Data 56 projects
Graph Data 32 projects
Audio Data 27 projects
Geospatial Data 21 projects
Financial Data 23 projects
Time Series Data 22 projects
Medical Data 19 projects
Tabular Data 3 projects
Optical Character Recognition 11 projects
Data Containers & Structures 29 projects
Data Loading & Extraction 1 projects
Web Scraping & Crawling 1 projects
Data Pipelines & Streaming 41 projects
Distributed Machine Learning 29 projects
Hyperparameter Optimization & AutoML 47 projects
Reinforcement Learning 21 projects
Recommender Systems 15 projects
Privacy Machine Learning 6 projects
Workflow & Experiment Tracking 36 projects
Model Serialization & Deployment 14 projects
Model Interpretability 50 projects
Vector Similarity Search (ANN) 12 projects
Probabilistics & Statistics 23 projects
Adversarial Robustness 9 projects
GPU Utilities 18 projects
Tensorflow Utilities 15 projects
Sklearn Utilities 17 projects
Pytorch Utilities 31 projects
Database Clients 1 projects
Others 57 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

Machine Learning Frameworks

General-purpose machine learning and deep learning frameworks.

Tensorflow (🥇44 · ⭐ 160K) - An Open Source Machine Learning Framework for Everyone. Apache-2

GitHub (👨‍💻 3.8K · 🔀 85K · 📦 150K · 📋 33K - 10% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/tensorflow/tensorflow
```
PyPi (📥 11M / month · 📦 23K · ⏱️ 11.08.2021):
```
 pip install tensorflow
```

Conda (📥 2.8M · ⏱️ 30.04.2021):

 conda install -c conda-forge tensorflow

Docker Hub (📥 58M · ⭐ 1.9K · ⏱️ 26.08.2021):
```
 docker pull tensorflow/tensorflow
```

PyTorch (🥇39 · ⭐ 50K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3

GitHub (👨‍💻 2.8K · 🔀 14K · 📋 25K - 38% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/pytorch/pytorch
```
PyPi (📥 4.9M / month · 📦 6.7K · ⏱️ 15.06.2021):
```
 pip install torch
```
Conda (📥 12M · ⏱️ 15.06.2021):
```
 conda install -c pytorch pytorch
```

scikit-learn (🥇38 · ⭐ 47K) - scikit-learn: machine learning in Python. BSD-3

GitHub (👨‍💻 2.3K · 🔀 22K · 📥 720 · 📦 260K · 📋 9.4K - 25% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/scikit-learn/scikit-learn
```
PyPi (📥 25M / month · 📦 38K · ⏱️ 28.04.2021):
```
 pip install scikit-learn
```

Conda (📥 9.1M · ⏱️ 08.08.2021):

 conda install -c conda-forge scikit-learn

PySpark (🥇37 · ⭐ 31K) - Apache Spark Python API. Apache-2

GitHub (👨‍💻 2.5K · 🔀 24K · ⏱️ 26.08.2021):
```
 git clone https://github.com/apache/spark
```
PyPi (📥 13M / month · 📦 760 · ⏱️ 27.05.2021):
```
 pip install pyspark
```
Conda (📥 1.2M · ⏱️ 29.05.2021):
```
 conda install -c conda-forge pyspark
```

XGBoost (🥇37 · ⭐ 21K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2

GitHub (👨‍💻 540 · 🔀 8K · 📥 2.9K · 📦 21K · 📋 4.2K - 7% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/dmlc/xgboost
```
PyPi (📥 6.7M / month · 📦 1.6K · ⏱️ 13.05.2021):
```
 pip install xgboost
```
Conda (📥 1.9M · ⏱️ 09.08.2021):
```
 conda install -c conda-forge xgboost
```

LightGBM (🥇36 · ⭐ 13K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT

GitHub (👨‍💻 240 · 🔀 3.3K · 📥 110K · 📦 8.5K · 📋 2.4K - 4% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/microsoft/LightGBM
```
PyPi (📥 9.8M / month · 📦 560 · ⏱️ 22.03.2021):
```
 pip install lightgbm
```
Conda (📥 690K · ⏱️ 20.04.2021):
```
 conda install -c conda-forge lightgbm
```

pytorch-lightning (🥈35 · ⭐ 15K) - The lightweight PyTorch wrapper for high-performance.. Apache-2

GitHub (👨‍💻 520 · 🔀 1.8K · 📥 4.1K · 📦 4.3K · 📋 3.8K - 9% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/PyTorchLightning/pytorch-lightning
```
PyPi (📥 730K / month · 📦 14 · ⏱️ 24.08.2021):
```
 pip install pytorch-lightning
```

Conda (📥 240K · ⏱️ 24.08.2021):

 conda install -c conda-forge pytorch-lightning

Theano (🥈34 · ⭐ 9.5K) - Theano was a Python library that allows you to define, optimize, and.. BSD-3

GitHub (👨‍💻 380 · 🔀 2.5K · 📦 11K · 📋 2.8K - 24% open · ⏱️ 13.04.2021):
```
 git clone https://github.com/Theano/Theano
```
PyPi (📥 240K / month · 📦 5.5K · ⏱️ 27.07.2020):
```
 pip install theano
```
Conda (📥 1.7M · ⏱️ 05.06.2021):
```
 conda install -c conda-forge theano
```

MXNet (🥈33 · ⭐ 20K) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning.. Apache-2

GitHub (👨‍💻 960 · 🔀 6.9K · 📥 24K · 📋 9.6K - 20% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/apache/incubator-mxnet
```
PyPi (📥 370K / month · 📦 440 · ⏱️ 31.03.2021):
```
 pip install mxnet
```
Conda (📥 6.4K · ⏱️ 29.02.2020):
```
 conda install -c anaconda mxnet
```

Fastai (🥈32 · ⭐ 21K) - The fastai deep learning library. Apache-2

GitHub (👨‍💻 470 · 🔀 7.1K · 📋 1.5K - 6% open · ⏱️ 23.08.2021):
```
 git clone https://github.com/fastai/fastai
```
PyPi (📥 310K / month · 📦 370 · ⏱️ 21.08.2021):
```
 pip install fastai
```

StatsModels (🥈32 · ⭐ 6.6K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3

GitHub (👨‍💻 330 · 🔀 2.3K · 📥 25 · 📦 48K · 📋 4.5K - 47% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/statsmodels/statsmodels
```
PyPi (📥 5.5M / month · 📦 6.7K · ⏱️ 02.02.2021):
```
 pip install statsmodels
```

Conda (📥 4.6M · ⏱️ 15.02.2021):

 conda install -c conda-forge statsmodels

Chainer (🥈32 · ⭐ 5.6K) - A flexible framework of neural networks for deep learning. MIT

GitHub (👨‍💻 320 · 🔀 1.4K · 📦 2.4K · 📋 2K - 0% open · ⏱️ 10.06.2021):
```
 git clone https://github.com/chainer/chainer
```
PyPi (📥 26K / month · 📦 740 · ⏱️ 10.06.2021):
```
 pip install chainer
```

Thinc (🥈32 · ⭐ 2.3K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT

GitHub (👨‍💻 40 · 🔀 210 · 📦 15K · 📋 110 - 15% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/explosion/thinc
```
PyPi (📥 2.5M / month · 📦 1.1K · ⏱️ 19.07.2021):
```
 pip install thinc
```
Conda (📥 1.6M · ⏱️ 19.07.2021):
```
 conda install -c conda-forge thinc
```

Keras (🥈31 · ⭐ 52K) - Deep Learning for humans. Apache-2

GitHub (👨‍💻 960 · 🔀 19K · 📋 11K - 3% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/keras-team/keras
```
PyPi (📥 4.5M / month · ⏱️ 09.08.2021):
```
 pip install keras
```
Conda (📥 1.8M · ⏱️ 19.04.2021):
```
 conda install -c conda-forge keras
```

PaddlePaddle (🥈31 · ⭐ 16K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2

GitHub (👨‍💻 610 · 🔀 4K · 📥 15K · 📦 68 · 📋 14K - 20% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/PaddlePaddle/Paddle
```
PyPi (📥 35K / month · 📦 16 · ⏱️ 03.08.2021):
```
 pip install paddlepaddle
```

jax (🥈31 · ⭐ 14K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2

GitHub (👨‍💻 320 · 🔀 1.3K · 📦 2.3K · 📋 2.6K - 31% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/google/jax
```
PyPi (📥 1.6M / month · 📦 46 · ⏱️ 13.08.2021):
```
 pip install jax
```
Conda (📥 180K · ⏱️ 24.08.2021):
```
 conda install -c conda-forge jaxlib
```

Catboost (🥈31 · ⭐ 6K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2

GitHub (👨‍💻 860 · 🔀 910 · 📥 62K · 📋 1.6K - 19% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/catboost/catboost
```
PyPi (📥 2.6M / month · 📦 160 · ⏱️ 05.08.2021):
```
 pip install catboost
```
Conda (📥 790K · ⏱️ 05.08.2021):
```
 conda install -c conda-forge catboost
```

PyFlink (🥈30 · ⭐ 17K) - Apache Flink Python API. Apache-2

GitHub (👨‍💻 1.4K · 🔀 9.3K · ⏱️ 26.08.2021):
```
 git clone https://github.com/apache/flink
```
PyPi (📥 15K / month · ⏱️ 02.08.2021):
```
 pip install apache-flink
```

Sonnet (🥈30 · ⭐ 9K) - TensorFlow-based neural network library. Apache-2

GitHub (👨‍💻 52 · 🔀 1.3K · 📦 640 · 📋 160 - 13% open · ⏱️ 13.08.2021):
```
 git clone https://github.com/deepmind/sonnet
```
PyPi (📥 1.3M / month · 📦 82 · ⏱️ 27.03.2020):
```
 pip install dm-sonnet
```
Conda (📥 11K · ⏱️ 14.11.2020):
```
 conda install -c conda-forge sonnet
```

Vowpal Wabbit (🥈30 · ⭐ 7.7K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3

GitHub (👨‍💻 300 · 🔀 1.7K · 📦 160 · 📋 1.1K - 14% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/VowpalWabbit/vowpal_wabbit
```
PyPi (📥 23K / month · 📦 16 · ⏱️ 14.07.2021):
```
 pip install vowpalwabbit
```

TFlearn (🥈29 · ⭐ 9.6K · 💤) - Deep learning library featuring a higher-level API for TensorFlow. MIT

GitHub (👨‍💻 130 · 🔀 2.4K · 📦 3.5K · 📋 920 - 60% open · ⏱️ 30.11.2020):
```
 git clone https://github.com/tflearn/tflearn
```
PyPi (📥 26K / month · 📦 960 · ⏱️ 11.11.2020):
```
 pip install tflearn
```

Jina (🥈29 · ⭐ 8.2K · 📈) - Cloud-native neural search framework for kind of data. Apache-2

GitHub (👨‍💻 110 · 🔀 1.1K · 📦 130 · 📋 1K - 8% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/jina-ai/jina
```
PyPi (📥 16K / month · ⏱️ 26.08.2021):
```
 pip install jina
```
Docker Hub (📥 810K · ⭐ 4 · ⏱️ 26.08.2021):
```
 docker pull jinaai/jina
```

tensorpack (🥈29 · ⭐ 6.1K) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2

GitHub (👨‍💻 57 · 🔀 1.8K · 📥 120 · 📦 850 · 📋 1.3K - 0% open · ⏱️ 10.08.2021):
```
 git clone https://github.com/tensorpack/tensorpack
```
PyPi (📥 17K / month · 📦 76 · ⏱️ 22.01.2021):
```
 pip install tensorpack
```

Ignite (🥉28 · ⭐ 3.6K) - High-level library to help with training and evaluating neural.. BSD-3

GitHub (👨‍💻 150 · 🔀 480 · 📋 900 - 14% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/pytorch/ignite
```
PyPi (📥 71K / month · 📦 62 · ⏱️ 26.08.2021):
```
 pip install pytorch-ignite
```
Conda (📥 66K · ⏱️ 02.08.2021):
```
 conda install -c pytorch ignite
```

dyNET (🥉28 · ⭐ 3.2K · 💤) - DyNet: The Dynamic Neural Network Toolkit. Apache-2

GitHub (👨‍💻 160 · 🔀 700 · 📥 3.5K · 📦 180 · 📋 920 - 28% open · ⏱️ 27.01.2021):
```
 git clone https://github.com/clab/dynet
```
PyPi (📥 15K / month · 📦 38 · ⏱️ 21.10.2020):
```
 pip install dyNET
```

skorch (🥉27 · ⭐ 4.1K) - A scikit-learn compatible neural network library that wraps.. BSD-3

GitHub (👨‍💻 43 · 🔀 280 · 📦 370 · 📋 400 - 11% open · ⏱️ 29.07.2021):
```
 git clone https://github.com/skorch-dev/skorch
```
PyPi (📥 15K / month · 📦 26 · ⏱️ 23.03.2021):
```
 pip install skorch
```
Conda (📥 350K · ⏱️ 24.03.2021):
```
 conda install -c conda-forge skorch
```

Flax (🥉27 · ⭐ 2.1K) - Flax is a neural network library for JAX that is designed for.. Apache-2 jax

GitHub (👨‍💻 110 · 🔀 240 · 📥 26 · 📦 360 · 📋 400 - 42% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/google/flax
```
PyPi (📥 1.4M / month · 📦 6 · ⏱️ 18.05.2021):
```
 pip install flax
```

Turi Create (🥉26 · ⭐ 10K) - Turi Create simplifies the development of custom machine learning.. BSD-3

GitHub (👨‍💻 82 · 🔀 1.1K · 📥 4.8K · 📦 260 · 📋 1.8K - 27% open · ⏱️ 16.08.2021):
```
 git clone https://github.com/apple/turicreate
```
PyPi (📥 26K / month · 📦 34 · ⏱️ 30.09.2020):
```
 pip install turicreate
```

ktrain (🥉26 · ⭐ 880) - ktrain is a Python library that makes deep learning and AI more.. Apache-2

GitHub (👨‍💻 12 · 🔀 220 · 📦 210 · 📋 360 - 1% open · ⏱️ 28.07.2021):
```
 git clone https://github.com/amaiya/ktrain
```
PyPi (📥 26K / month · 📦 2 · ⏱️ 28.07.2021):
```
 pip install ktrain
```

Ludwig (🥉25 · ⭐ 7.9K) - Ludwig is a toolbox that allows to train and evaluate deep.. Apache-2

GitHub (👨‍💻 94 · 🔀 920 · 📦 94 · 📋 560 - 21% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/ludwig-ai/ludwig
```
PyPi (📥 2.2K / month · 📦 12 · ⏱️ 15.06.2021):
```
 pip install ludwig
```

mlpack (🥉25 · ⭐ 3.8K) - mlpack: a scalable C++ machine learning library --. BSD-3

GitHub (👨‍💻 280 · 🔀 1.3K · 📋 1.5K - 10% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/mlpack/mlpack
```
PyPi (📥 1K / month · ⏱️ 28.10.2020):
```
 pip install mlpack
```
Conda (📥 87K · ⏱️ 07.07.2021):
```
 conda install -c conda-forge mlpack
```

einops (🥉25 · ⭐ 3.5K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT

GitHub (👨‍💻 12 · 🔀 130 · 📦 980 · 📋 78 - 35% open · ⏱️ 04.06.2021):
```
 git clone https://github.com/arogozhnikov/einops
```
PyPi (📥 390K / month · 📦 10 · ⏱️ 08.09.2020):
```
 pip install einops
```
Conda (📥 6.4K · ⏱️ 15.10.2020):
```
 conda install -c conda-forge einops
```

Neural Network Libraries (🥉25 · ⭐ 2.5K) - Neural Network Libraries. Apache-2

GitHub (👨‍💻 64 · 🔀 300 · 📥 530 · 📋 68 - 42% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/sony/nnabla
```
PyPi (📥 4.2K / month · 📦 34 · ⏱️ 26.06.2021):
```
 pip install nnabla
```

tensorflow-upstream (🥉25 · ⭐ 570) - TensorFlow ROCm port. Apache-2

GitHub (👨‍💻 3.8K · 🔀 64 · 📥 17 · 📋 300 - 18% open · ⏱️ 23.08.2021):
```
 git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
```
PyPi (📥 3.7K / month · ⏱️ 16.08.2021):
```
 pip install tensorflow-rocm
```

SHOGUN (🥉23 · ⭐ 2.8K · 💤) - Unified and efficient Machine Learning. BSD-3

GitHub (👨‍💻 250 · 🔀 1K · 📋 1.6K - 29% open · ⏱️ 08.12.2020):
```
 git clone https://github.com/shogun-toolbox/shogun
```
Conda (📥 110K · ⏱️ 25.06.2018):
```
 conda install -c conda-forge shogun
```
Docker Hub (📥 1.5K · ⭐ 1 · ⏱️ 31.01.2019):
```
 docker pull shogun/shogun
```

Objax (🥉22 · ⭐ 640) - Objax is a machine learning framework that provides an Object.. Apache-2 jax

GitHub (👨‍💻 21 · 🔀 51 · 📦 15 · 📋 96 - 41% open · ⏱️ 27.07.2021):
```
 git clone https://github.com/google/objax
```
PyPi (📥 3.2K / month · ⏱️ 01.04.2021):
```
 pip install objax
```

mace (🥉21 · ⭐ 4.5K) - MACE is a deep learning inference framework optimized for mobile.. Apache-2

GitHub (👨‍💻 64 · 🔀 770 · 📥 1.4K · 📋 650 - 6% open · ⏱️ 09.08.2021):
```
 git clone https://github.com/XiaoMi/mace
```

fklearn (🥉21 · ⭐ 1.3K) - fklearn: Functional Machine Learning. Apache-2

GitHub (👨‍💻 37 · 🔀 150 · 📦 10 · 📋 39 - 48% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/nubank/fklearn
```
PyPi (📥 3.4K / month · ⏱️ 09.02.2021):
```
 pip install fklearn
```

Neural Tangents (🥉20 · ⭐ 1.5K) - Fast and Easy Infinite Neural Networks in Python. Apache-2

GitHub (👨‍💻 19 · 🔀 170 · 📥 130 · 📦 21 · 📋 92 - 29% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/google/neural-tangents
```
PyPi (📥 780 / month · ⏱️ 23.08.2021):
```
 pip install neural-tangents
```

ThunderSVM (🥉19 · ⭐ 1.3K) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2

GitHub (👨‍💻 33 · 🔀 180 · 📥 2.2K · 📋 200 - 26% open · ⏱️ 10.02.2021):
```
 git clone https://github.com/Xtra-Computing/thundersvm
```
PyPi (📥 580 / month · ⏱️ 13.03.2020):
```
 pip install thundersvm
```

Haiku (🥉19 · ⭐ 1.3K) - JAX-based neural network library. Apache-2

GitHub (👨‍💻 45 · 🔀 97 · 📦 160 · 📋 100 - 23% open · ⏱️ 16.08.2021):
```
 git clone https://github.com/deepmind/dm-haiku
```

Torchbearer (🥉19 · ⭐ 610) - torchbearer: A model fitting library for PyTorch. MIT

GitHub (👨‍💻 13 · 🔀 68 · 📦 53 · 📋 240 - 3% open · ⏱️ 26.03.2021):
```
 git clone https://github.com/pytorchbearer/torchbearer
```
PyPi (📥 860 / month · 📦 6 · ⏱️ 31.01.2020):
```
 pip install torchbearer
```

NeoML (🥉16 · ⭐ 640) - Machine learning framework for both deep learning and traditional.. Apache-2

GitHub (👨‍💻 21 · 🔀 90 · 📋 48 - 58% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/neoml-lib/neoml
```

ThunderGBM (🥉15 · ⭐ 610 · 💤) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2

GitHub (👨‍💻 10 · 🔀 79 · 📋 50 - 44% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/Xtra-Computing/thundergbm
```
PyPi (📥 120 / month · ⏱️ 01.05.2020):
```
 pip install thundergbm
```

Show 11 hidden projects...

dlib (🥈33 · ⭐ 10K) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
CNTK (🥉27 · ⭐ 17K · 💀) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT
NuPIC (🥉24 · ⭐ 6.3K · 💀) - Numenta Platform for Intelligent Computing is an implementation.. ❗️AGPL-3.0
Lasagne (🥉24 · ⭐ 3.8K · 💀) - Lightweight library to build and train neural networks in Theano. MIT
xLearn (🥉24 · ⭐ 2.9K · 💀) - High performance, easy-to-use, and scalable machine learning (ML).. Apache-2
neon (🥉23 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2
NeuPy (🥉23 · ⭐ 690 · 💀) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT
MindsDB (🥉20 · ⭐ 3.9K) - Predictive AI layer for existing databases. ❗️GPL-3.0
chefboost (🥉20 · ⭐ 270) - A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT
elegy (🥉17 · ⭐ 250) - Elegy is a framework-agnostic Trainer interface for the Jax.. Apache-2 jax
StarSpace (🥉13 · ⭐ 3.7K · 💀) - Learning embeddings for classification, retrieval and ranking. MIT

Data Visualization

General-purpose and task-specific data visualization libraries.

Matplotlib (🥇42 · ⭐ 14K) - matplotlib: plotting with Python. Python-2.0

GitHub (👨‍💻 1.3K · 🔀 6K · 📦 420K · 📋 8.1K - 20% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/matplotlib/matplotlib
```
PyPi (📥 30M / month · 📦 79K · ⏱️ 24.08.2021):
```
 pip install matplotlib
```

Conda (📥 9.6M · ⏱️ 17.08.2021):

 conda install -c conda-forge matplotlib

Seaborn (🥇38 · ⭐ 8.7K) - Statistical data visualization in Python. BSD-3

GitHub (👨‍💻 160 · 🔀 1.5K · 📥 190 · 📦 110K · 📋 1.9K - 4% open · ⏱️ 22.08.2021):
```
 git clone https://github.com/mwaskom/seaborn
```
PyPi (📥 9.1M / month · 📦 13K · ⏱️ 16.08.2021):
```
 pip install seaborn
```
Conda (📥 2.7M · ⏱️ 16.08.2021):
```
 conda install -c conda-forge seaborn
```

Plotly (🥇36 · ⭐ 10K) - The interactive graphing library for Python (includes Plotly Express). MIT

GitHub (👨‍💻 180 · 🔀 1.9K · 📦 5 · 📋 2.1K - 45% open · ⏱️ 23.08.2021):
```
 git clone https://github.com/plotly/plotly.py
```
PyPi (📥 7.4M / month · 📦 5K · ⏱️ 23.08.2021):
```
 pip install plotly
```
Conda (📥 1.7M · ⏱️ 23.08.2021):
```
 conda install -c conda-forge plotly
```
NPM (📥 45K / month · 📦 4 · ⏱️ 12.01.2021):
```
 npm install plotlywidget
```

Bokeh (🥇33 · ⭐ 15K) - Interactive Data Visualization in the browser, from Python. BSD-3

GitHub (👨‍💻 570 · 🔀 3.8K · 📦 38K · 📋 6.7K - 10% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/bokeh/bokeh
```
PyPi (📥 1.7M / month · 📦 5.9K · ⏱️ 18.08.2021):
```
 pip install bokeh
```
Conda (📥 5.2M · ⏱️ 20.08.2021):
```
 conda install -c conda-forge bokeh
```

dash (🥇33 · ⭐ 15K) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript Required. MIT

GitHub (👨‍💻 96 · 🔀 1.5K · 📦 140 · 📋 1.1K - 43% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/plotly/dash
```
PyPi (📥 640K / month · 📦 1.6K · ⏱️ 24.08.2021):
```
 pip install dash
```
Conda (📥 280K · ⏱️ 25.07.2021):
```
 conda install -c conda-forge dash
```

pandas-profiling (🥈32 · ⭐ 7.8K) - Create HTML profiling reports from pandas DataFrame.. MIT

GitHub (👨‍💻 79 · 🔀 1.1K · 📦 5K · 📋 480 - 17% open · ⏱️ 27.06.2021):
```
 git clone https://github.com/pandas-profiling/pandas-profiling
```
PyPi (📥 1.4M / month · 📦 160 · ⏱️ 11.05.2021):
```
 pip install pandas-profiling
```

Conda (📥 160K · ⏱️ 12.05.2021):

 conda install -c conda-forge pandas-profiling

wordcloud (🥈31 · ⭐ 8.3K) - A little word cloud generator in Python. MIT

GitHub (👨‍💻 61 · 🔀 2.1K · 📋 450 - 22% open · ⏱️ 01.03.2021):
```
 git clone https://github.com/amueller/word_cloud
```
PyPi (📥 610K / month · 📦 1.1K · ⏱️ 11.11.2020):
```
 pip install wordcloud
```

Conda (📥 230K · ⏱️ 14.01.2021):

 conda install -c conda-forge wordcloud

Altair (🥈31 · ⭐ 6.9K) - Declarative statistical visualization library for Python. BSD-3

GitHub (👨‍💻 130 · 🔀 610 · 📦 15K · 📋 1.6K - 14% open · ⏱️ 18.08.2021):
```
 git clone https://github.com/altair-viz/altair
```
PyPi (📥 2.3M / month · 📦 370 · ⏱️ 01.04.2020):
```
 pip install altair
```
Conda (📥 860K · ⏱️ 01.04.2020):
```
 conda install -c conda-forge altair
```

pyecharts (🥈30 · ⭐ 11K) - Python Echarts Plotting Library. MIT

GitHub (👨‍💻 30 · 🔀 2.5K · 📦 1.8K · 📋 1.5K - 1% open · ⏱️ 07.05.2021):
```
 git clone https://github.com/pyecharts/pyecharts
```
PyPi (📥 37K / month · 📦 280 · ⏱️ 29.10.2020):
```
 pip install pyecharts
```

UMAP (🥈30 · ⭐ 5K) - Uniform Manifold Approximation and Projection. BSD-3

GitHub (👨‍💻 90 · 🔀 540 · 📦 3.5K · 📋 540 - 49% open · ⏱️ 10.08.2021):
```
 git clone https://github.com/lmcinnes/umap
```
PyPi (📥 680K / month · 📦 230 · ⏱️ 08.02.2021):
```
 pip install umap-learn
```

missingno (🥈30 · ⭐ 2.9K) - Missing data visualization module for Python. MIT

GitHub (👨‍💻 17 · 🔀 370 · 📦 4.7K · 📋 110 - 8% open · ⏱️ 04.07.2021):
```
 git clone https://github.com/ResidentMario/missingno
```
PyPi (📥 490K / month · 📦 150 · ⏱️ 04.07.2021):
```
 pip install missingno
```

Conda (📥 120K · ⏱️ 15.02.2020):

 conda install -c conda-forge missingno

PyQtGraph (🥈30 · ⭐ 2.5K) - Fast data visualization and GUI tools for scientific / engineering.. MIT

GitHub (👨‍💻 200 · 🔀 860 · 📋 910 - 31% open · ⏱️ 17.08.2021):
```
 git clone https://github.com/pyqtgraph/pyqtgraph
```
PyPi (📥 69K / month · 📦 890 · ⏱️ 08.07.2021):
```
 pip install pyqtgraph
```

Conda (📥 190K · ⏱️ 08.07.2021):

 conda install -c conda-forge pyqtgraph

Graphviz (🥈30 · ⭐ 1K) - Simple Python interface for Graphviz. MIT

GitHub (👨‍💻 15 · 🔀 150 · 📦 23K · 📋 110 - 7% open · ⏱️ 31.07.2021):
```
 git clone https://github.com/xflr6/graphviz
```
PyPi (📥 6.6M / month · 📦 4.4K · ⏱️ 14.07.2021):
```
 pip install graphviz
```

datashader (🥈29 · ⭐ 2.6K · 📈) - Quickly and accurately render even the largest data. BSD-3

GitHub (👨‍💻 43 · 🔀 330 · 📦 780 · 📋 470 - 25% open · ⏱️ 05.06.2021):
```
 git clone https://github.com/holoviz/datashader
```
PyPi (📥 97K / month · 📦 70 · ⏱️ 09.06.2021):
```
 pip install datashader
```

Conda (📥 210K · ⏱️ 10.06.2021):

 conda install -c conda-forge datashader

Cufflinks (🥈29 · ⭐ 2.3K) - Productivity Tools for Plotly + Pandas. MIT

GitHub (👨‍💻 38 · 🔀 540 · 📦 4.1K · 📋 200 - 39% open · ⏱️ 25.02.2021):
```
 git clone https://github.com/santosjorge/cufflinks
```
PyPi (📥 210K / month · 📦 230 · ⏱️ 01.03.2020):
```
 pip install cufflinks
```

HoloViews (🥈29 · ⭐ 2K) - With Holoviews, your data visualizes itself. BSD-3

GitHub (👨‍💻 110 · 🔀 320 · 📋 2.7K - 29% open · ⏱️ 23.08.2021):
```
 git clone https://github.com/holoviz/holoviews
```
PyPi (📥 190K / month · 📦 170 · ⏱️ 16.07.2021):
```
 pip install holoviews
```

Conda (📥 560K · ⏱️ 19.07.2021):

 conda install -c conda-forge holoviews

NPM (📥 4.6K / month · ⏱️ 24.05.2020):
```
 npm install @pyviz/jupyterlab_pyviz
```

bqplot (🥈28 · ⭐ 3.1K) - Plotting library for IPython/Jupyter notebooks. Apache-2

GitHub (👨‍💻 54 · 🔀 410 · 📦 27 · 📋 540 - 35% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/bqplot/bqplot
```
PyPi (📥 63K / month · 📦 110 · ⏱️ 16.07.2021):
```
 pip install bqplot
```
Conda (📥 740K · ⏱️ 16.07.2021):
```
 conda install -c conda-forge bqplot
```
NPM (📥 13K / month · 📦 10 · ⏱️ 16.07.2021):
```
 npm install bqplot
```

data-validation (🥈28 · ⭐ 570) - Library for exploring and validating machine learning.. Apache-2

GitHub (👨‍💻 21 · 🔀 100 · 📥 280 · 📦 320 · 📋 130 - 28% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/tensorflow/data-validation
```
PyPi (📥 8.5M / month · 📦 18 · ⏱️ 28.07.2021):
```
 pip install tensorflow-data-validation
```

Perspective (🥈27 · ⭐ 3.5K) - Streaming pivot visualization via WebAssembly. Apache-2

GitHub (👨‍💻 64 · 🔀 390 · 📦 200 · 📋 440 - 17% open · ⏱️ 16.08.2021):
```
 git clone https://github.com/finos/perspective
```
PyPi (📥 1.9K / month · 📦 8 · ⏱️ 08.07.2021):
```
 pip install perspective-python
```

NPM (📥 2.4K / month · ⏱️ 12.08.2021):

 npm install @finos/perspective-jupyterlab

PyVista (🥈27 · ⭐ 900) - 3D plotting and mesh analysis through a streamlined interface for the.. MIT

GitHub (👨‍💻 58 · 🔀 170 · 📥 210 · 📦 420 · 📋 550 - 27% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/pyvista/pyvista
```
PyPi (📥 21K / month · 📦 26 · ⏱️ 23.06.2021):
```
 pip install pyvista
```
Conda (📥 110K · ⏱️ 24.06.2021):
```
 conda install -c conda-forge pyvista
```

Facets Overview (🥉26 · ⭐ 6.7K) - Visualizations for machine learning datasets. Apache-2

GitHub (👨‍💻 28 · 🔀 830 · 📦 62 · 📋 150 - 50% open · ⏱️ 06.05.2021):
```
 git clone https://github.com/pair-code/facets
```
PyPi (📥 120K / month · 📦 6 · ⏱️ 24.07.2019):
```
 pip install facets-overview
```

VisPy (🥉26 · ⭐ 2.7K) - High-performance interactive 2D/3D data visualization library. BSD-3

GitHub (👨‍💻 160 · 🔀 570 · 📦 560 · 📋 1.2K - 27% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/vispy/vispy
```
PyPi (📥 31K / month · 📦 120 · ⏱️ 20.08.2021):
```
 pip install vispy
```
Conda (📥 170K · ⏱️ 20.08.2021):
```
 conda install -c conda-forge vispy
```
NPM (📥 61 / month · ⏱️ 15.03.2020):
```
 npm install vispy
```

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

GitHub (👨‍💻 21 · 🔀 150 · 📥 2 · 📦 140 · 📋 190 - 35% open · ⏱️ 19.07.2021):
```
 git clone https://github.com/ContextLab/hypertools
```
PyPi (📥 2.3K / month · 📦 9 · ⏱️ 15.06.2021):
```
 pip install hypertools
```

D-Tale (🥉25 · ⭐ 2.6K) - Visualizer for pandas data structures. ❗️LGPL-2.1

GitHub (👨‍💻 17 · 🔀 200 · 📦 220 · 📋 400 - 9% open · ⏱️ 18.08.2021):
```
 git clone https://github.com/man-group/dtale
```
PyPi (📥 14K / month · ⏱️ 18.08.2021):
```
 pip install dtale
```
Conda (📥 79K · ⏱️ 18.08.2021):
```
 conda install -c conda-forge dtale
```

pythreejs (🥉25 · ⭐ 750) - A Jupyter - Three.js bridge. BSD-3

GitHub (👨‍💻 27 · 🔀 160 · 📦 18 · 📋 200 - 30% open · ⏱️ 26.02.2021):
```
 git clone https://github.com/jupyter-widgets/pythreejs
```
PyPi (📥 42K / month · 📦 26 · ⏱️ 26.02.2021):
```
 pip install pythreejs
```

Conda (📥 330K · ⏱️ 02.03.2021):

 conda install -c conda-forge pythreejs

NPM (📥 7.4K / month · 📦 8 · ⏱️ 26.02.2021):
```
 npm install jupyter-threejs
```

PDPbox (🥉25 · ⭐ 600) - python partial dependence plot toolbox. MIT

GitHub (👨‍💻 7 · 🔀 94 · 📦 420 · 📋 58 - 34% open · ⏱️ 14.03.2021):
```
 git clone https://github.com/SauceCat/PDPbox
```
PyPi (📥 74K / month · 📦 34 · ⏱️ 14.03.2021):
```
 pip install pdpbox
```
Conda (📥 9K · ⏱️ 14.03.2021):
```
 conda install -c conda-forge pdpbox
```

hvPlot (🥉25 · ⭐ 440) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3

GitHub (👨‍💻 30 · 🔀 59 · 📦 730 · 📋 380 - 33% open · ⏱️ 05.08.2021):
```
 git clone https://github.com/holoviz/hvplot
```
PyPi (📥 32K / month · 📦 30 · ⏱️ 23.07.2021):
```
 pip install hvplot
```
Conda (📥 110K · ⏱️ 23.07.2021):
```
 conda install -c conda-forge hvplot
```

openTSNE (🥉24 · ⭐ 870) - Extensible, parallel implementations of t-SNE. BSD-3

GitHub (👨‍💻 10 · 🔀 91 · 📦 240 · 📋 94 - 8% open · ⏱️ 06.06.2021):
```
 git clone https://github.com/pavlin-policar/openTSNE
```
PyPi (📥 19K / month · 📦 4 · ⏱️ 25.04.2021):
```
 pip install opentsne
```
Conda (📥 120K · ⏱️ 09.08.2021):
```
 conda install -c conda-forge opentsne
```

Chartify (🥉23 · ⭐ 3K) - Python library that makes it easy for data scientists to create charts. Apache-2

GitHub (👨‍💻 21 · 🔀 260 · 📦 57 · 📋 70 - 57% open · ⏱️ 05.02.2021):
```
 git clone https://github.com/spotify/chartify
```
PyPi (📥 1.8K / month · 📦 5 · ⏱️ 02.11.2020):
```
 pip install chartify
```
Conda (📥 16K · ⏱️ 07.11.2020):
```
 conda install -c conda-forge chartify
```

PandasGUI (🥉23 · ⭐ 2.3K) - A GUI for Pandas DataFrames. MIT

GitHub (👨‍💻 9 · 🔀 140 · 📦 90 · 📋 130 - 20% open · ⏱️ 14.08.2021):
```
 git clone https://github.com/adamerose/pandasgui
```
PyPi (📥 7.6K / month · 📦 2 · ⏱️ 14.08.2021):
```
 pip install pandasgui
```

Multicore-TSNE (🥉23 · ⭐ 1.6K · 💤) - Parallel t-SNE implementation with Python and Torch.. BSD-3

GitHub (👨‍💻 15 · 🔀 200 · 📦 250 · 📋 57 - 64% open · ⏱️ 19.08.2020):
```
 git clone https://github.com/DmitryUlyanov/Multicore-TSNE
```
PyPi (📥 4.2K / month · 📦 28 · ⏱️ 09.01.2019):
```
 pip install MulticoreTSNE
```

Conda (📥 9.6K · ⏱️ 23.04.2021):

 conda install -c conda-forge multicore-tsne

Pandas-Bokeh (🥉23 · ⭐ 710) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT

GitHub (👨‍💻 12 · 🔀 86 · 📦 210 · 📋 87 - 26% open · ⏱️ 10.05.2021):
```
 git clone https://github.com/PatrikHlobil/Pandas-Bokeh
```
PyPi (📥 9K / month · 📦 10 · ⏱️ 11.04.2021):
```
 pip install pandas-bokeh
```

python-ternary (🥉23 · ⭐ 450) - Ternary plotting library for python with matplotlib. MIT

GitHub (👨‍💻 27 · 🔀 120 · 📥 17 · 📦 67 · 📋 110 - 21% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/marcharper/python-ternary
```
PyPi (📥 14K / month · 📦 20 · ⏱️ 17.02.2021):
```
 pip install python-ternary
```

Conda (📥 58K · ⏱️ 17.02.2021):

 conda install -c conda-forge python-ternary

vega (🥉23 · ⭐ 310) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3

GitHub (👨‍💻 10 · 🔀 46 · 📋 91 - 12% open · ⏱️ 02.08.2021):
```
 git clone https://github.com/vega/ipyvega
```
PyPi (📥 28K / month · 📦 150 · ⏱️ 03.06.2021):
```
 pip install vega
```
Conda (📥 450K · ⏱️ 11.08.2021):
```
 conda install -c conda-forge vega
```

lets-plot (🥉22 · ⭐ 660) - An open-source plotting library for statistical data. MIT

GitHub (👨‍💻 15 · 🔀 26 · 📥 100 · 📦 11 · 📋 190 - 34% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/JetBrains/lets-plot
```
PyPi (📥 3.9K / month · ⏱️ 16.08.2021):
```
 pip install lets-plot
```

FiftyOne (🥉22 · ⭐ 560) - Visualize, create, and debug image and video datasets.. Apache-2

GitHub (👨‍💻 17 · 🔀 64 · 📦 13 · 📋 500 - 29% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/voxel51/fiftyone
```
PyPi (📥 7.4K / month · ⏱️ 25.08.2021):
```
 pip install fiftyone
```

PyWaffle (🥉22 · ⭐ 440) - Make Waffle Charts in Python. MIT

GitHub (👨‍💻 6 · 🔀 74 · 📦 81 · 📋 13 - 15% open · ⏱️ 28.07.2021):
```
 git clone https://github.com/gyli/PyWaffle
```
PyPi (📥 2K / month · ⏱️ 28.07.2021):
```
 pip install pywaffle
```

Sweetviz (🥉21 · ⭐ 1.7K) - Visualize and compare datasets, target values and associations, with one.. MIT

GitHub (👨‍💻 6 · 🔀 170 · 📋 85 - 27% open · ⏱️ 08.07.2021):
```
 git clone https://github.com/fbdesignpro/sweetviz
```
PyPi (📥 24K / month · ⏱️ 08.07.2021):
```
 pip install sweetviz
```

AutoViz (🥉21 · ⭐ 460) - Automatically Visualize any dataset, any size with a single line of.. Apache-2

GitHub (👨‍💻 10 · 🔀 80 · 📦 82 · 📋 30 - 13% open · ⏱️ 01.07.2021):
```
 git clone https://github.com/AutoViML/AutoViz
```
PyPi (📥 4.1K / month · ⏱️ 01.07.2021):
```
 pip install autoviz
```

joypy (🥉21 · ⭐ 340) - Joyplots in Python with matplotlib & pandas. MIT

GitHub (👨‍💻 5 · 🔀 36 · 📦 91 · 📋 43 - 16% open · ⏱️ 13.06.2021):
```
 git clone https://github.com/leotac/joypy
```
PyPi (📥 19K / month · 📦 6 · ⏱️ 28.12.2020):
```
 pip install joypy
```
Conda (📥 11K · ⏱️ 28.12.2020):
```
 conda install -c conda-forge joypy
```

HiPlot (🥉19 · ⭐ 2.2K) - HiPlot makes understanding high dimensional data easy. MIT

GitHub (👨‍💻 6 · 🔀 98 · 📦 2 · 📋 68 - 16% open · ⏱️ 13.08.2021):
```
 git clone https://github.com/facebookresearch/hiplot
```
PyPi (📥 11K / month · ⏱️ 28.07.2021):
```
 pip install hiplot
```
Conda (📥 63K · ⏱️ 28.07.2021):
```
 conda install -c conda-forge hiplot
```

animatplot (🥉18 · ⭐ 380 · 💤) - A python package for animating plots build on matplotlib. MIT

GitHub (👨‍💻 7 · 🔀 34 · 📦 25 · 📋 33 - 51% open · ⏱️ 05.10.2020):
```
 git clone https://github.com/t-makaro/animatplot
```
PyPi (📥 340 / month · 📦 2 · ⏱️ 05.10.2020):
```
 pip install animatplot
```

Conda (📥 6.5K · ⏱️ 06.10.2020):

 conda install -c conda-forge animatplot

Show 8 hidden projects...

plotnine (🥈28 · ⭐ 2.8K) - A grammar of graphics for Python. ❗️GPL-2.0
cartopy (🥈27 · ⭐ 910) - Cartopy - a cartographic python library with matplotlib support. ❗️LGPL-3.0
pivottablejs (🥉21 · ⭐ 440 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
ivis (🥉20 · ⭐ 240) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
pdvega (🥉16 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT
nx-altair (🥉16 · ⭐ 170 · 💀) - Draw interactive NetworkX graphs with Altair. MIT
data-describe (🥉15 · ⭐ 280) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
nptsne (🥉14 · ⭐ 25) - nptsne is a numpy compatible python binary package that offers a number.. 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 (🥇37 · ⭐ 50K) - Transformers: State-of-the-art Natural Language.. Apache-2

GitHub (👨‍💻 970 · 🔀 12K · 📥 1.4K · 📦 15K · 📋 7.7K - 5% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/huggingface/transformers
```
PyPi (📥 3.5M / month · 📦 130 · ⏱️ 09.08.2021):
```
 pip install transformers
```

Conda (📥 63K · ⏱️ 09.08.2021):

 conda install -c conda-forge transformers

spaCy (🥇37 · ⭐ 21K) - Industrial-strength Natural Language Processing (NLP) in Python. MIT

GitHub (👨‍💻 610 · 🔀 3.6K · 📥 3.1K · 📦 29K · 📋 4.8K - 1% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/explosion/spaCy
```
PyPi (📥 2.7M / month · 📦 3.1K · ⏱️ 20.08.2021):
```
 pip install spacy
```
Conda (📥 2.3M · ⏱️ 25.08.2021):
```
 conda install -c conda-forge spacy
```

gensim (🥇36 · ⭐ 12K) - Topic Modelling for Humans. ❗️LGPL-2.1

GitHub (👨‍💻 410 · 🔀 4K · 📥 3.5K · 📦 26K · 📋 1.7K - 21% open · ⏱️ 18.08.2021):
```
 git clone https://github.com/RaRe-Technologies/gensim
```
PyPi (📥 9.4M / month · 📦 4.7K · ⏱️ 25.03.2021):
```
 pip install gensim
```
Conda (📥 710K · ⏱️ 15.06.2021):
```
 conda install -c conda-forge gensim
```

nltk (🥇35 · ⭐ 10K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2

GitHub (👨‍💻 400 · 🔀 2.5K · 📦 110K · 📋 1.5K - 15% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/nltk/nltk
```
PyPi (📥 12M / month · 📦 21K · ⏱️ 07.04.2021):
```
 pip install nltk
```
Conda (📥 850K · ⏱️ 20.04.2021):
```
 conda install -c conda-forge nltk
```

flair (🥇32 · ⭐ 11K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT

GitHub (👨‍💻 200 · 🔀 1.7K · 📦 910 · 📋 1.6K - 5% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/flairNLP/flair
```
PyPi (📥 74K / month · 📦 48 · ⏱️ 08.03.2021):
```
 pip install flair
```

AllenNLP (🥇32 · ⭐ 10K) - An open-source NLP research library, built on PyTorch. Apache-2

GitHub (👨‍💻 250 · 🔀 2.1K · 📥 43 · 📦 1.9K · 📋 2.4K - 3% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/allenai/allennlp
```
PyPi (📥 40K / month · 📦 230 · ⏱️ 26.08.2021):
```
 pip install allennlp
```

ChatterBot (🥇31 · ⭐ 11K · 📉) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3

GitHub (👨‍💻 100 · 🔀 3.8K · 📦 3.8K · 📋 1.5K - 18% open · ⏱️ 01.06.2021):
```
 git clone https://github.com/gunthercox/ChatterBot
```
PyPi (📥 59K / month · 📦 680 · ⏱️ 22.08.2020):
```
 pip install chatterbot
```

sentence-transformers (🥇31 · ⭐ 5.9K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2

GitHub (👨‍💻 59 · 🔀 1.1K · 📦 1.5K · 📋 1K - 48% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/UKPLab/sentence-transformers
```
PyPi (📥 490K / month · ⏱️ 24.06.2021):
```
 pip install sentence-transformers
```

sentencepiece (🥇31 · ⭐ 5.3K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2

GitHub (👨‍💻 57 · 🔀 700 · 📥 16K · 📦 9.5K · 📋 470 - 6% open · ⏱️ 02.07.2021):
```
 git clone https://github.com/google/sentencepiece
```
PyPi (📥 3.1M / month · 📦 240 · ⏱️ 18.06.2021):
```
 pip install sentencepiece
```

Conda (📥 86K · ⏱️ 09.02.2021):

 conda install -c conda-forge sentencepiece

fairseq (🥈30 · ⭐ 14K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT

GitHub (👨‍💻 350 · 🔀 3.4K · 📥 140 · 📦 500 · 📋 2.9K - 31% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/pytorch/fairseq
```
PyPi (📥 33K / month · 📦 20 · ⏱️ 05.01.2021):
```
 pip install fairseq
```

TextBlob (🥈30 · ⭐ 7.8K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT

GitHub (👨‍💻 34 · 🔀 1K · 📥 94 · 📦 14K · 📋 240 - 36% open · ⏱️ 10.05.2021):
```
 git clone https://github.com/sloria/TextBlob
```
PyPi (📥 640K / month · 📦 2.5K · ⏱️ 24.02.2019):
```
 pip install textblob
```
Conda (📥 130K · ⏱️ 24.02.2019):
```
 conda install -c conda-forge textblob
```

Tokenizers (🥈29 · ⭐ 4.8K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2

GitHub (👨‍💻 46 · 🔀 370 · 📦 36 · 📋 490 - 27% open · ⏱️ 13.08.2021):
```
 git clone https://github.com/huggingface/tokenizers
```
PyPi (📥 3.9M / month · ⏱️ 24.05.2021):
```
 pip install tokenizers
```

Conda (📥 79K · ⏱️ 10.03.2021):

 conda install -c conda-forge tokenizers

Dedupe (🥈29 · ⭐ 3.1K) - A python library for accurate and scalable fuzzy matching, record.. MIT

GitHub (👨‍💻 58 · 🔀 430 · 📦 200 · 📋 660 - 9% open · ⏱️ 23.08.2021):
```
 git clone https://github.com/dedupeio/dedupe
```
PyPi (📥 120K / month · 📦 78 · ⏱️ 17.04.2021):
```
 pip install dedupe
```

snowballstemmer (🥈29 · ⭐ 520) - Snowball compiler and stemming algorithms. BSD-3

GitHub (👨‍💻 27 · 🔀 140 · 📦 4 · 📋 62 - 30% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/snowballstem/snowball
```
PyPi (📥 5.3M / month · 📦 13K · ⏱️ 21.01.2021):
```
 pip install snowballstemmer
```

Conda (📥 3M · ⏱️ 21.01.2021):

 conda install -c conda-forge snowballstemmer

Rasa (🥈28 · ⭐ 13K) - Open source machine learning framework to automate text- and voice-.. Apache-2

GitHub (👨‍💻 500 · 🔀 3.6K · 📋 5.8K - 12% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/RasaHQ/rasa
```
PyPi (📥 170K / month · 📦 64 · ⏱️ 19.08.2021):
```
 pip install rasa
```

ParlAI (🥈28 · ⭐ 8.2K) - A framework for training and evaluating AI models on a variety of.. MIT

GitHub (👨‍💻 160 · 🔀 1.6K · 📦 38 · 📋 1.1K - 9% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/facebookresearch/ParlAI
```
PyPi (📥 4.2K / month · ⏱️ 25.08.2021):
```
 pip install parlai
```

DeepPavlov (🥈28 · ⭐ 5.4K) - An open source library for deep learning end-to-end dialog.. Apache-2

GitHub (👨‍💻 66 · 🔀 970 · 📦 210 · 📋 590 - 21% open · ⏱️ 02.08.2021):
```
 git clone https://github.com/deepmipt/DeepPavlov
```
PyPi (📥 11K / month · 📦 8 · ⏱️ 02.08.2021):
```
 pip install deeppavlov
```

OpenNMT (🥈28 · ⭐ 5.2K) - Open Source Neural Machine Translation in PyTorch. MIT

GitHub (👨‍💻 170 · 🔀 1.9K · 📦 100 · 📋 1.3K - 8% open · ⏱️ 23.08.2021):
```
 git clone https://github.com/OpenNMT/OpenNMT-py
```
PyPi (📥 4.2K / month · 📦 4 · ⏱️ 30.04.2021):
```
 pip install OpenNMT-py
```

ftfy (🥈28 · ⭐ 3K) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT

GitHub (👨‍💻 18 · 🔀 100 · 📦 3.8K · 📋 120 - 10% open · ⏱️ 17.05.2021):
```
 git clone https://github.com/LuminosoInsight/python-ftfy
```
PyPi (📥 960K / month · 📦 760 · ⏱️ 24.05.2021):
```
 pip install ftfy
```
Conda (📥 120K · ⏱️ 25.05.2021):
```
 conda install -c conda-forge ftfy
```

torchtext (🥈28 · ⭐ 2.8K) - Data loaders and abstractions for text and NLP. BSD-3

GitHub (👨‍💻 110 · 🔀 650 · 📋 650 - 48% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/pytorch/text
```
PyPi (📥 120K / month · 📦 680 · ⏱️ 15.06.2021):
```
 pip install torchtext
```

TensorFlow Text (🥈28 · ⭐ 800) - Making text a first-class citizen in TensorFlow. Apache-2

GitHub (👨‍💻 53 · 🔀 120 · 📦 920 · 📋 170 - 38% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/tensorflow/text
```
PyPi (📥 2M / month · 📦 4 · ⏱️ 17.08.2021):
```
 pip install tensorflow-text
```

GluonNLP (🥈27 · ⭐ 2.3K) - Toolkit that enables easy text preprocessing, datasets loading.. Apache-2

GitHub (👨‍💻 82 · 🔀 510 · 📦 560 · 📋 550 - 46% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/dmlc/gluon-nlp
```
PyPi (📥 77K / month · 📦 22 · ⏱️ 13.08.2020):
```
 pip install gluonnlp
```

spark-nlp (🥈27 · ⭐ 2.3K) - State of the Art Natural Language Processing. Apache-2

GitHub (👨‍💻 93 · 🔀 480 · 📋 540 - 14% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/JohnSnowLabs/spark-nlp
```
PyPi (📥 1M / month · ⏱️ 11.08.2021):
```
 pip install spark-nlp
```

jellyfish (🥈27 · ⭐ 1.5K) - a python library for doing approximate and phonetic matching of.. BSD-2

GitHub (👨‍💻 23 · 🔀 140 · 📦 2.7K · 📋 100 - 9% open · ⏱️ 17.08.2021):
```
 git clone https://github.com/jamesturk/jellyfish
```
PyPi (📥 1.3M / month · 📦 650 · ⏱️ 17.08.2021):
```
 pip install jellyfish
```

Conda (📥 140K · ⏱️ 08.01.2021):

 conda install -c conda-forge jellyfish

vaderSentiment (🥈26 · ⭐ 3.1K) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary and.. MIT

GitHub (👨‍💻 10 · 🔀 800 · 📦 2.9K · 📋 110 - 30% open · ⏱️ 15.03.2021):
```
 git clone https://github.com/cjhutto/vaderSentiment
```
PyPi (📥 140K / month · 📦 290 · ⏱️ 22.05.2020):
```
 pip install vadersentiment
```

haystack (🥈26 · ⭐ 2.3K) - End-to-end Python framework for building natural language search.. Apache-2

GitHub (👨‍💻 61 · 🔀 450 · 📦 74 · 📋 790 - 14% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/deepset-ai/haystack
```
PyPi (📥 1.8K / month · 📦 170 · ⏱️ 03.07.2017):
```
 pip install haystack
```

TextDistance (🥈26 · ⭐ 2K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT

GitHub (👨‍💻 11 · 🔀 170 · 📥 120 · 📦 910 · ⏱️ 29.07.2021):
```
 git clone https://github.com/life4/textdistance
```
PyPi (📥 210K / month · 📦 28 · ⏱️ 29.01.2021):
```
 pip install textdistance
```

Conda (📥 50K · ⏱️ 29.01.2021):

 conda install -c conda-forge textdistance

CLTK (🥈26 · ⭐ 680) - The Classical Language Toolkit. MIT

GitHub (👨‍💻 110 · 🔀 300 · 📥 22 · 📦 170 · 📋 500 - 24% open · ⏱️ 20.08.2021):
```
 git clone https://github.com/cltk/cltk
```
PyPi (📥 2K / month · 📦 68 · ⏱️ 20.08.2021):
```
 pip install cltk
```

PyText (🥈25 · ⭐ 6.2K) - A natural language modeling framework based on PyTorch. BSD-3

GitHub (👨‍💻 200 · 🔀 800 · 📥 260 · 📦 96 · 📋 220 - 66% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/facebookresearch/pytext
```
PyPi (📥 430 / month · 📦 1 · ⏱️ 08.06.2020):
```
 pip install pytext-nlp
```

stanza (🥈25 · ⭐ 5.6K) - Official Stanford NLP Python Library for Many Human Languages. Apache-2

GitHub (👨‍💻 39 · 🔀 730 · 📦 610 · 📋 560 - 11% open · ⏱️ 09.08.2021):
```
 git clone https://github.com/stanfordnlp/stanza
```
PyPi (📥 50K / month · 📦 4 · ⏱️ 09.08.2021):
```
 pip install stanza
```
Conda (📥 4.1K · ⏱️ 09.08.2021):
```
 conda install -c stanfordnlp stanza
```

Sumy (🥈25 · ⭐ 2.6K · 📉) - Module for automatic summarization of text documents and HTML pages. Apache-2

GitHub (👨‍💻 21 · 🔀 460 · 📦 880 · 📋 92 - 15% open · ⏱️ 17.06.2021):
```
 git clone https://github.com/miso-belica/sumy
```
PyPi (📥 21K / month · 📦 190 · ⏱️ 19.05.2019):
```
 pip install sumy
```

nlpaug (🥈25 · ⭐ 2.4K) - Data augmentation for NLP. MIT

GitHub (👨‍💻 19 · 🔀 280 · 📦 170 · 📋 140 - 21% open · ⏱️ 30.07.2021):
```
 git clone https://github.com/makcedward/nlpaug
```
PyPi (📥 22K / month · 📦 2 · ⏱️ 21.07.2021):
```
 pip install nlpaug
```

neuralcoref (🥈25 · ⭐ 2.4K) - Fast Coreference Resolution in spaCy with Neural Networks. MIT

GitHub (👨‍💻 21 · 🔀 410 · 📥 250 · 📦 380 · 📋 280 - 18% open · ⏱️ 22.06.2021):
```
 git clone https://github.com/huggingface/neuralcoref
```
PyPi (📥 19K / month · 📦 18 · ⏱️ 08.04.2019):
```
 pip install neuralcoref
```

Conda (📥 9.5K · ⏱️ 21.02.2020):

 conda install -c conda-forge neuralcoref

scattertext (🥈25 · ⭐ 1.7K) - Beautiful visualizations of how language differs among document.. Apache-2

GitHub (👨‍💻 11 · 🔀 220 · 📦 210 · 📋 82 - 20% open · ⏱️ 07.07.2021):
```
 git clone https://github.com/JasonKessler/scattertext
```
PyPi (📥 4.3K / month · 📦 16 · ⏱️ 07.07.2021):
```
 pip install scattertext
```

Conda (📥 56K · ⏱️ 07.07.2021):

 conda install -c conda-forge scattertext

spacy-transformers (🥈25 · ⭐ 1K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy

GitHub (👨‍💻 16 · 🔀 120 · 📦 250 · ⏱️ 17.08.2021):

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

PyPi (📥 57K / month · 📦 6 · ⏱️ 26.08.2021):
```
 pip install spacy-transformers
```

Ciphey (🥉24 · ⭐ 8K) - Automatically decrypt encryptions without knowing the key or cipher, decode.. MIT

GitHub (👨‍💻 45 · 🔀 460 · 📋 260 - 20% open · ⏱️ 19.08.2021):
```
 git clone https://github.com/Ciphey/Ciphey
```
PyPi (📥 14K / month · ⏱️ 06.06.2021):
```
 pip install ciphey
```
Docker Hub (📥 11K · ⭐ 4 · ⏱️ 06.06.2021):
```
 docker pull remnux/ciphey
```

english-words (🥉24 · ⭐ 5.5K · 💤) - A text file containing 479k English words for all your.. Unlicense

GitHub (👨‍💻 25 · 🔀 1.2K · 📋 70 - 62% open · ⏱️ 15.10.2020):
```
 git clone https://github.com/dwyl/english-words
```
PyPi (📥 12K / month · 📦 4 · ⏱️ 02.08.2021):
```
 pip install english-words
```

DeepMatcher (🥉24 · ⭐ 3.8K) - Python package for performing Entity and Text Matching using Deep.. BSD-3

GitHub (👨‍💻 7 · 🔀 1.4K · 📦 14 · 📋 75 - 70% open · ⏱️ 13.06.2021):
```
 git clone https://github.com/anhaidgroup/deepmatcher
```
PyPi (📥 2K / month · ⏱️ 13.06.2021):
```
 pip install deepmatcher
```

T5 (🥉24 · ⭐ 3.6K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2

GitHub (👨‍💻 40 · 🔀 480 · 📦 47 · 📋 380 - 14% open · ⏱️ 24.08.2021):

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

PyPi (📥 13K / month · ⏱️ 04.08.2021):
```
 pip install t5
```

pytorch-nlp (🥉24 · ⭐ 1.9K) - Basic Utilities for PyTorch Natural Language Processing (NLP). BSD-3

GitHub (👨‍💻 18 · 🔀 240 · 📦 270 · 📋 65 - 24% open · ⏱️ 10.07.2021):
```
 git clone https://github.com/PetrochukM/PyTorch-NLP
```
PyPi (📥 5K / month · 📦 18 · ⏱️ 04.11.2019):
```
 pip install pytorch-nlp
```

sense2vec (🥉24 · ⭐ 1.3K) - Contextually-keyed word vectors. MIT

GitHub (👨‍💻 17 · 🔀 210 · 📥 19K · 📦 81 · 📋 100 - 18% open · ⏱️ 16.08.2021):
```
 git clone https://github.com/explosion/sense2vec
```
PyPi (📥 5.1K / month · 📦 12 · ⏱️ 19.04.2021):
```
 pip install sense2vec
```

Conda (📥 22K · ⏱️ 14.07.2021):

 conda install -c conda-forge sense2vec

Snips NLU (🥉23 · ⭐ 3.5K) - Snips Python library to extract meaning from text. Apache-2

GitHub (👨‍💻 22 · 🔀 480 · 📋 250 - 21% open · ⏱️ 03.05.2021):
```
 git clone https://github.com/snipsco/snips-nlu
```
PyPi (📥 2.9K / month · 📦 16 · ⏱️ 15.01.2020):
```
 pip install snips-nlu
```

MatchZoo (🥉23 · ⭐ 3.5K) - Facilitating the design, comparison and sharing of deep text.. Apache-2

GitHub (👨‍💻 36 · 🔀 890 · 📦 10 · 📋 460 - 6% open · ⏱️ 02.06.2021):
```
 git clone https://github.com/NTMC-Community/MatchZoo
```
PyPi (📥 260 / month · ⏱️ 24.10.2019):
```
 pip install matchzoo
```

fastNLP (🥉23 · ⭐ 2.3K) - fastNLP: A Modularized and Extensible NLP Framework. Currently still.. Apache-2

GitHub (👨‍💻 50 · 🔀 380 · 📥 63 · 📦 40 · 📋 160 - 13% open · ⏱️ 13.07.2021):
```
 git clone https://github.com/fastnlp/fastNLP
```
PyPi (📥 950 / month · 📦 1 · ⏱️ 04.02.2019):
```
 pip install fastnlp
```

textacy (🥉23 · ⭐ 1.7K) - NLP, before and after spaCy. Apache-2

GitHub (👨‍💻 31 · 🔀 230 · 📋 240 - 12% open · ⏱️ 31.05.2021):
```
 git clone https://github.com/chartbeat-labs/textacy
```
PyPi (📥 32K / month · 📦 150 · ⏱️ 12.04.2021):
```
 pip install textacy
```
Conda (📥 97K · ⏱️ 13.04.2021):
```
 conda install -c conda-forge textacy
```

PyTextRank (🥉23 · ⭐ 1.6K) - Python implementation of TextRank for phrase extraction and.. MIT

GitHub (👨‍💻 15 · 🔀 310 · 📦 180 · 📋 76 - 26% open · ⏱️ 25.07.2021):
```
 git clone https://github.com/DerwenAI/pytextrank
```
PyPi (📥 14K / month · 📦 12 · ⏱️ 24.07.2021):
```
 pip install pytextrank
```

FARM (🥉23 · ⭐ 1.3K) - Fast & easy transfer learning for NLP. Harvesting language models.. Apache-2

GitHub (👨‍💻 35 · 🔀 190 · 📋 400 - 9% open · ⏱️ 20.08.2021):
```
 git clone https://github.com/deepset-ai/FARM
```
PyPi (📥 14K / month · 📦 2 · ⏱️ 10.06.2021):
```
 pip install farm
```

Texthero (🥉22 · ⭐ 2.3K) - Text preprocessing, representation and visualization from zero to hero. MIT

GitHub (👨‍💻 18 · 🔀 200 · 📥 80 · 📋 130 - 56% open · ⏱️ 19.07.2021):
```
 git clone https://github.com/jbesomi/texthero
```
PyPi (📥 16K / month · ⏱️ 01.07.2021):
```
 pip install texthero
```

jiant (🥉22 · ⭐ 1.3K) - jiant is an nlp toolkit. MIT

GitHub (👨‍💻 56 · 🔀 250 · 📦 2 · 📋 540 - 10% open · ⏱️ 26.07.2021):
```
 git clone https://github.com/nyu-mll/jiant
```
PyPi (📥 260 / month · ⏱️ 10.05.2021):
```
 pip install jiant
```

SciSpacy (🥉22 · ⭐ 990) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2

GitHub (👨‍💻 21 · 🔀 140 · 📦 320 · 📋 220 - 13% open · ⏱️ 15.07.2021):
```
 git clone https://github.com/allenai/scispacy
```
PyPi (📥 25K / month · 📦 12 · ⏱️ 12.02.2021):
```
 pip install scispacy
```

pySBD (🥉22 · ⭐ 360) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT

GitHub (👨‍💻 6 · 🔀 35 · 📦 200 · 📋 57 - 15% open · ⏱️ 11.02.2021):
```
 git clone https://github.com/nipunsadvilkar/pySBD
```
PyPi (📥 34K / month · 📦 4 · ⏱️ 11.02.2021):
```
 pip install pysbd
```

NeMo (🥉21 · ⭐ 3.1K) - NeMo: a toolkit for conversational AI. Apache-2

GitHub (👨‍💻 110 · 🔀 600 · 📥 7.8K · 📋 730 - 10% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/NVIDIA/NeMo
```
PyPi (📥 4K / month · 📦 4 · ⏱️ 30.07.2021):
```
 pip install nemo-toolkit
```

gpt-2-simple (🥉21 · ⭐ 2.8K) - Python package to easily retrain OpenAI's GPT-2 text-.. MIT

GitHub (👨‍💻 17 · 🔀 560 · 📥 260 · 📋 240 - 60% open · ⏱️ 14.02.2021):
```
 git clone https://github.com/minimaxir/gpt-2-simple
```
PyPi (📥 8.7K / month · 📦 6 · ⏱️ 14.02.2021):
```
 pip install gpt-2-simple
```

anaGo (🥉21 · ⭐ 1.4K) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition, Part-of-.. MIT

GitHub (👨‍💻 11 · 🔀 360 · 📦 27 · 📋 110 - 33% open · ⏱️ 01.04.2021):
```
 git clone https://github.com/Hironsan/anago
```
PyPi (📥 620 / month · 📦 5 · ⏱️ 17.07.2018):
```
 pip install anago
```

NLP Architect (🥉20 · ⭐ 2.7K) - A model library for exploring state-of-the-art deep learning.. Apache-2

GitHub (👨‍💻 36 · 🔀 430 · 📦 8 · 📋 130 - 13% open · ⏱️ 13.04.2021):
```
 git clone https://github.com/IntelLabs/nlp-architect
```
PyPi (📥 340 / month · ⏱️ 12.04.2020):
```
 pip install nlp-architect
```

Kashgari (🥉20 · ⭐ 2.2K) - Kashgari is a production-level NLP Transfer learning framework.. Apache-2

GitHub (👨‍💻 21 · 🔀 410 · 📦 40 · 📋 350 - 9% open · ⏱️ 09.07.2021):
```
 git clone https://github.com/BrikerMan/Kashgari
```
PyPi (📥 140 / month · 📦 2 · ⏱️ 18.10.2019):
```
 pip install kashgari-tf
```

fast-bert (🥉20 · ⭐ 1.6K) - Super easy library for BERT based NLP models. Apache-2

GitHub (👨‍💻 35 · 🔀 320 · 📋 240 - 60% open · ⏱️ 02.08.2021):
```
 git clone https://github.com/utterworks/fast-bert
```
PyPi (📥 1.4K / month · 📦 2 · ⏱️ 23.05.2021):
```
 pip install fast-bert
```

lightseq (🥉20 · ⭐ 1.6K) - LightSeq: A High Performance Library for Sequence Processing and.. Apache-2

GitHub (👨‍💻 6 · 🔀 150 · 📥 450 · 📋 80 - 37% open · ⏱️ 20.08.2021):
```
 git clone https://github.com/bytedance/lightseq
```
PyPi (📥 970 / month · ⏱️ 24.08.2021):
```
 pip install lightseq
```

DELTA (🥉20 · ⭐ 1.5K · 💤) - DELTA is a deep learning based natural language and speech.. Apache-2

GitHub (👨‍💻 41 · 🔀 290 · 📋 77 - 6% open · ⏱️ 17.12.2020):
```
 git clone https://github.com/Delta-ML/delta
```
PyPi (📥 36 / month · ⏱️ 27.03.2020):
```
 pip install delta-nlp
```
Docker Hub (📥 13K · ⏱️ 03.08.2021):
```
 docker pull zh794390558/delta
```

Sockeye (🥉20 · ⭐ 1K) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2

GitHub (👨‍💻 52 · 🔀 300 · 📋 250 - 8% open · ⏱️ 11.08.2021):
```
 git clone https://github.com/awslabs/sockeye
```
PyPi (📥 540 / month · 📦 2 · ⏱️ 17.06.2021):
```
 pip install sockeye
```

YouTokenToMe (🥉20 · ⭐ 760 · 💤) - Unsupervised text tokenizer focused on computational efficiency. MIT

GitHub (👨‍💻 6 · 🔀 49 · 📦 140 · 📋 47 - 53% open · ⏱️ 28.01.2021):
```
 git clone https://github.com/vkcom/youtokentome
```
PyPi (📥 15K / month · 📦 12 · ⏱️ 12.02.2020):
```
 pip install youtokentome
```

finetune (🥉19 · ⭐ 650 · 📉) - Scikit-learn style model finetuning for NLP. MPL-2.0

GitHub (👨‍💻 19 · 🔀 69 · 📦 9 · 📋 140 - 15% open · ⏱️ 17.08.2021):
```
 git clone https://github.com/IndicoDataSolutions/finetune
```
PyPi (📥 140 / month · 📦 2 · ⏱️ 10.01.2020):
```
 pip install finetune
```

Camphr (🥉18 · ⭐ 340) - Camphr - NLP libary for creating pipeline components. Apache-2 spacy

GitHub (👨‍💻 7 · 🔀 17 · 📋 27 - 7% open · ⏱️ 18.08.2021):
```
 git clone https://github.com/PKSHATechnology-Research/camphr
```
PyPi (📥 510 / month · ⏱️ 28.07.2021):
```
 pip install camphr
```

OpenNRE (🥉15 · ⭐ 3.3K) - An Open-Source Package for Neural Relation Extraction (NRE). MIT

GitHub (👨‍💻 9 · 🔀 870 · 📋 340 - 6% open · ⏱️ 31.05.2021):
```
 git clone https://github.com/thunlp/OpenNRE
```

Translate (🥉15 · ⭐ 710) - Translate - a PyTorch Language Library. BSD-3

GitHub (👨‍💻 86 · 🔀 170 · 📋 93 - 70% open · ⏱️ 17.08.2021):
```
 git clone https://github.com/pytorch/translate
```
PyPi (📥 13 / month · ⏱️ 01.05.2018):
```
 pip install pytorch-translate
```

VizSeq (🥉15 · ⭐ 350) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT

GitHub (👨‍💻 3 · 🔀 41 · 📦 2 · 📋 15 - 46% open · ⏱️ 19.08.2021):
```
 git clone https://github.com/facebookresearch/vizseq
```
PyPi (📥 130 / month · ⏱️ 07.08.2020):
```
 pip install vizseq
```

BLINK (🥉13 · ⭐ 700) - Entity Linker solution. MIT

GitHub (👨‍💻 16 · 🔀 120 · 📋 63 - 55% open · ⏱️ 02.04.2021):
```
 git clone https://github.com/facebookresearch/BLINK
```

Show 23 hidden projects...

fastText (🥈30 · ⭐ 23K · 💀) - Library for fast text representation and classification. MIT
fuzzywuzzy (🥈30 · ⭐ 8.4K) - Fuzzy String Matching in Python. ❗️GPL-2.0
langid (🥈26 · ⭐ 1.8K · 💀) - Stand-alone language identification system. BSD-3
flashtext (🥈25 · ⭐ 4.9K · 💀) - Extract Keywords from sentence or Replace keywords in sentences. MIT
polyglot (🥈25 · ⭐ 1.9K · 💤) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
textgenrnn (🥉24 · ⭐ 4.5K · 💀) - Easily train your own text-generating neural network of any.. MIT
Texar (🥉23 · ⭐ 2.2K · 💀) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
stop-words (🥉22 · ⭐ 130 · 💀) - Get list of common stop words in various languages in Python. BSD-3
NeuroNER (🥉20 · ⭐ 1.6K · 💀) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
pyfasttext (🥉20 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
textaugment (🥉19 · ⭐ 160) - TextAugment: Text Augmentation Library. MIT
nboost (🥉18 · ⭐ 580 · 💀) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
textpipe (🥉18 · ⭐ 290) - Textpipe: clean and extract metadata from text. MIT
TextBox (🥉16 · ⭐ 290) - TextBox is an open-source library for building text generation system. MIT
Headliner (🥉16 · ⭐ 230 · 💀) - Easy training and deployment of seq2seq models. MIT
skift (🥉16 · ⭐ 220) - scikit-learn wrappers for Python fastText. MIT
TransferNLP (🥉15 · ⭐ 290 · 💀) - NLP library designed for reproducible experimentation.. MIT
NeuralQA (🥉15 · ⭐ 200 · 💤) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
ONNX-T5 (🥉15 · ⭐ 180 · 💤) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2
fastT5 (🥉14 · ⭐ 200 · 🐣) - boost inference speed of T5 models by 5x & reduce the model size.. Apache-2
textvec (🥉14 · ⭐ 170 · 💤) - Text vectorization tool to outperform TFIDF for classification.. MIT
numerizer (🥉13 · ⭐ 120) - A Python module to convert natural language numerics into ints and.. MIT
spacy-dbpedia-spotlight (🥉12 · ⭐ 40) - A spaCy wrapper for DBpedia Spotlight. MIT spacy

Image Data

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

Pillow (🥇40 · ⭐ 8.9K) - The friendly PIL fork (Python Imaging Library). ❗️PIL

GitHub (👨‍💻 370 · 🔀 1.7K · 📦 540K · 📋 2.3K - 8% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/python-pillow/Pillow
```
PyPi (📥 32M / month · 📦 110K · ⏱️ 06.07.2021):
```
 pip install Pillow
```
Conda (📥 9.9M · ⏱️ 06.08.2021):
```
 conda install -c conda-forge pillow
```

torchvision (🥇35 · ⭐ 9.7K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

GitHub (👨‍💻 410 · 🔀 5K · 📋 1.9K - 27% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/pytorch/vision
```
PyPi (📥 2M / month · 📦 4.6K · ⏱️ 15.06.2021):
```
 pip install torchvision
```

Conda (📥 100K · ⏱️ 10.08.2021):

 conda install -c conda-forge torchvision

scikit-image (🥇34 · ⭐ 4.5K · 📈) - Image processing in Python. BSD-2

GitHub (👨‍💻 520 · 🔀 1.9K · 📦 78K · 📋 2.3K - 31% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/scikit-image/scikit-image
```
PyPi (📥 4.1M / month · 📦 15K · ⏱️ 24.08.2021):
```
 pip install scikit-image
```

Conda (📥 2.8M · ⏱️ 25.08.2021):

 conda install -c conda-forge scikit-image

MoviePy (🥇32 · ⭐ 8.4K) - Video editing with Python. MIT

GitHub (👨‍💻 140 · 🔀 1.1K · 📦 9.6K · 📋 1.1K - 30% open · ⏱️ 19.08.2021):
```
 git clone https://github.com/Zulko/moviepy
```
PyPi (📥 4.3M / month · 📦 1.1K · ⏱️ 05.10.2020):
```
 pip install moviepy
```
Conda (📥 90K · ⏱️ 23.02.2020):
```
 conda install -c conda-forge moviepy
```

imageio (🥇32 · ⭐ 910) - Python library for reading and writing image data. BSD-2

GitHub (👨‍💻 80 · 🔀 180 · 📦 47K · 📋 370 - 18% open · ⏱️ 09.08.2021):
```
 git clone https://github.com/imageio/imageio
```
PyPi (📥 8.5M / month · 📦 3.8K · ⏱️ 06.07.2020):
```
 pip install imageio
```
Conda (📥 2.2M · ⏱️ 06.07.2020):
```
 conda install -c conda-forge imageio
```

Albumentations (🥈31 · ⭐ 8.6K) - Fast image augmentation library and an easy-to-use wrapper.. MIT

GitHub (👨‍💻 87 · 🔀 1.1K · 📦 4.8K · 📋 520 - 42% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/albumentations-team/albumentations
```
PyPi (📥 200K / month · 📦 130 · ⏱️ 15.07.2021):
```
 pip install albumentations
```

Conda (📥 24K · ⏱️ 15.07.2021):

 conda install -c conda-forge albumentations

opencv-python (🥈31 · ⭐ 2.2K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT

GitHub (👨‍💻 32 · 🔀 410 · 📋 460 - 6% open · ⏱️ 23.07.2021):
```
 git clone https://github.com/opencv/opencv-python
```
PyPi (📥 5.6M / month · 📦 13K · ⏱️ 11.07.2021):
```
 pip install opencv-python
```

Wand (🥈31 · ⭐ 1.1K) - The ctypes-based simple ImageMagick binding for Python. MIT

GitHub (👨‍💻 96 · 🔀 190 · 📥 5.3K · 📦 6.1K · 📋 360 - 4% open · ⏱️ 23.08.2021):
```
 git clone https://github.com/emcconville/wand
```
PyPi (📥 400K / month · 📦 1.2K · ⏱️ 17.08.2021):
```
 pip install wand
```

PyTorch Image Models (🥈30 · ⭐ 12K) - PyTorch image models, scripts, pretrained weights --.. Apache-2

GitHub (👨‍💻 53 · 🔀 1.9K · 📥 550K · 📦 970 · 📋 370 - 11% open · ⏱️ 19.08.2021):
```
 git clone https://github.com/rwightman/pytorch-image-models
```

GluonCV (🥈30 · ⭐ 4.9K) - Gluon CV Toolkit. Apache-2

GitHub (👨‍💻 110 · 🔀 1.1K · 📦 560 · 📋 790 - 8% open · ⏱️ 06.08.2021):
```
 git clone https://github.com/dmlc/gluon-cv
```
PyPi (📥 660K / month · 📦 30 · ⏱️ 26.08.2021):
```
 pip install gluoncv
```

Face Recognition (🥈29 · ⭐ 41K) - The world's simplest facial recognition api for Python.. MIT

GitHub (👨‍💻 47 · 🔀 11K · 📥 440 · 📋 1.2K - 52% open · ⏱️ 14.06.2021):
```
 git clone https://github.com/ageitgey/face_recognition
```
PyPi (📥 48K / month · 📦 410 · ⏱️ 21.08.2018):
```
 pip install face_recognition
```

detectron2 (🥈29 · ⭐ 18K) - Detectron2 is FAIR's next-generation platform for object.. Apache-2

GitHub (👨‍💻 180 · 🔀 4.6K · 📦 290 · 📋 2.6K - 4% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/facebookresearch/detectron2
```

Conda (📥 29K · ⏱️ 30.07.2021):

 conda install -c conda-forge detectron2

InsightFace (🥈29 · ⭐ 10K) - State-of-the-art 2D and 3D Face Analysis Project. MIT

GitHub (👨‍💻 26 · 🔀 3.3K · 📦 92 · 📋 1.7K - 53% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/deepinsight/insightface
```
PyPi (📥 17K / month · 📦 2 · ⏱️ 23.08.2021):
```
 pip install insightface
```

Kornia (🥈29 · ⭐ 4.4K) - Open Source Differentiable Computer Vision Library for PyTorch. Apache-2

GitHub (👨‍💻 120 · 🔀 440 · 📥 94 · 📦 570 · 📋 450 - 25% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/kornia/kornia
```
PyPi (📥 190K / month · ⏱️ 06.08.2021):
```
 pip install kornia
```

ImageHash (🥈29 · ⭐ 2.1K) - A Python Perceptual Image Hashing Module. BSD-2

GitHub (👨‍💻 18 · 🔀 270 · 📦 3.2K · 📋 100 - 12% open · ⏱️ 15.07.2021):
```
 git clone https://github.com/JohannesBuchner/imagehash
```
PyPi (📥 970K / month · 📦 530 · ⏱️ 15.07.2021):
```
 pip install ImageHash
```

Conda (📥 140K · ⏱️ 15.07.2021):

 conda install -c conda-forge imagehash

imutils (🥈28 · ⭐ 3.8K · 💤) - A series of convenience functions to make basic image processing.. MIT

GitHub (👨‍💻 20 · 🔀 910 · 📦 18K · 📋 220 - 65% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/jrosebr1/imutils
```
PyPi (📥 310K / month · 📦 1.2K · ⏱️ 15.01.2021):
```
 pip install imutils
```
Conda (📥 62K · ⏱️ 15.01.2021):
```
 conda install -c conda-forge imutils
```

imageai (🥈27 · ⭐ 6.4K) - A python library built to empower developers to build applications and.. MIT

GitHub (👨‍💻 15 · 🔀 1.8K · 📥 630K · 📦 920 · 📋 650 - 35% open · ⏱️ 08.05.2021):
```
 git clone https://github.com/OlafenwaMoses/ImageAI
```
PyPi (📥 8.2K / month · 📦 24 · ⏱️ 05.01.2021):
```
 pip install imageai
```

MMDetection (🥈26 · ⭐ 16K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2

GitHub (👨‍💻 250 · 🔀 5.6K · 📦 110 · 📋 4.3K - 8% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/open-mmlab/mmdetection
```

deepface (🥈26 · ⭐ 2.2K) - DeepFace: A Lightweight Face Recognition and Facial Attribute Analysis.. MIT

GitHub (👨‍💻 16 · 🔀 470 · 📦 230 · ⏱️ 23.08.2021):
```
 git clone https://github.com/serengil/deepface
```
PyPi (📥 12K / month · ⏱️ 20.08.2021):
```
 pip install deepface
```

mtcnn (🥈26 · ⭐ 1.6K) - MTCNN face detection implementation for TensorFlow, as a PIP package. MIT

GitHub (👨‍💻 15 · 🔀 420 · 📦 1.4K · 📋 99 - 62% open · ⏱️ 09.07.2021):
```
 git clone https://github.com/ipazc/mtcnn
```
PyPi (📥 21K / month · 📦 42 · ⏱️ 09.07.2021):
```
 pip install mtcnn
```

facenet-pytorch (🥈25 · ⭐ 2.3K) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT

GitHub (👨‍💻 14 · 🔀 500 · 📥 140K · 📦 450 · 📋 140 - 34% open · ⏱️ 23.05.2021):
```
 git clone https://github.com/timesler/facenet-pytorch
```
PyPi (📥 11K / month · 📦 6 · ⏱️ 10.03.2021):
```
 pip install facenet-pytorch
```

mahotas (🥈25 · ⭐ 700) - Computer Vision in Python. MIT

GitHub (👨‍💻 31 · 🔀 130 · 📦 680 · 📋 74 - 21% open · ⏱️ 31.05.2021):
```
 git clone https://github.com/luispedro/mahotas
```
PyPi (📥 13K / month · 📦 190 · ⏱️ 16.08.2020):
```
 pip install mahotas
```
Conda (📥 300K · ⏱️ 22.01.2021):
```
 conda install -c conda-forge mahotas
```

Face Alignment (🥉24 · ⭐ 5.1K) - 2D and 3D Face alignment library build using pytorch. BSD-3

GitHub (👨‍💻 23 · 🔀 1.1K · 📋 260 - 16% open · ⏱️ 04.08.2021):
```
 git clone https://github.com/1adrianb/face-alignment
```
PyPi (📥 5.8K / month · 📦 12 · ⏱️ 28.04.2021):
```
 pip install face-alignment
```

CellProfiler (🥉24 · ⭐ 600) - An open-source application for biological image analysis. BSD-3

GitHub (👨‍💻 120 · 🔀 290 · 📥 1.4K · 📦 4 · 📋 3K - 5% open · ⏱️ 26.07.2021):
```
 git clone https://github.com/CellProfiler/CellProfiler
```
PyPi (📥 1.3K / month · ⏱️ 04.09.2017):
```
 pip install cellprofiler
```

pyvips (🥉24 · ⭐ 350) - python binding for libvips using cffi. MIT

GitHub (👨‍💻 11 · 🔀 30 · 📦 210 · 📋 240 - 35% open · ⏱️ 26.07.2021):
```
 git clone https://github.com/libvips/pyvips
```
PyPi (📥 12K / month · 📦 22 · ⏱️ 28.06.2021):
```
 pip install pyvips
```
Conda (📥 11K · ⏱️ 28.06.2021):
```
 conda install -c conda-forge pyvips
```

Image Super-Resolution (🥉23 · ⭐ 3K) - Super-scale your images and run experiments with.. Apache-2

GitHub (👨‍💻 10 · 🔀 550 · 📦 59 · 📋 180 - 41% open · ⏱️ 02.06.2021):
```
 git clone https://github.com/idealo/image-super-resolution
```
PyPi (📥 5.8K / month · 📦 8 · ⏱️ 08.01.2020):
```
 pip install ISR
```

Docker Hub (📥 160 · ⏱️ 01.04.2019):

 docker pull idealo/image-super-resolution-gpu

tensorflow-graphics (🥉23 · ⭐ 2.5K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2

GitHub (👨‍💻 34 · 🔀 300 · 📋 210 - 58% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/tensorflow/graphics
```
PyPi (📥 3.5K / month · 📦 6 · ⏱️ 06.08.2021):
```
 pip install tensorflow-graphics
```

PaddleSeg (🥉23 · ⭐ 2.4K) - End-to-end image segmentation kit based on PaddlePaddle. Apache-2

GitHub (👨‍💻 53 · 🔀 530 · 📦 270 · 📋 620 - 53% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/PaddlePaddle/PaddleSeg
```
PyPi (📥 550 / month · ⏱️ 13.07.2021):
```
 pip install paddleseg
```

Torch Points 3D (🥉23 · ⭐ 1.4K) - Pytorch framework for doing deep learning on point clouds. BSD-3

GitHub (👨‍💻 26 · 🔀 220 · 📦 3 · 📋 270 - 26% open · ⏱️ 02.08.2021):
```
 git clone https://github.com/nicolas-chaulet/torch-points3d
```
PyPi (📥 780 / month · ⏱️ 30.04.2021):
```
 pip install torch-points3d
```

deep-daze (🥉22 · ⭐ 3.7K) - Simple command line tool for text to image generation using OpenAI's.. MIT

GitHub (👨‍💻 12 · 🔀 240 · 📦 23 · 📋 140 - 51% open · ⏱️ 04.07.2021):
```
 git clone https://github.com/lucidrains/deep-daze
```
PyPi (📥 17K / month · ⏱️ 07.04.2021):
```
 pip install deep-daze
```

layout-parser (🥉22 · ⭐ 2.4K) - A unified toolkit for Deep Learning Based Document Image.. Apache-2

GitHub (👨‍💻 5 · 🔀 210 · 📦 15 · 📋 39 - 53% open · ⏱️ 21.08.2021):
```
 git clone https://github.com/Layout-Parser/layout-parser
```
PyPi (📥 2.4K / month · ⏱️ 12.04.2021):
```
 pip install layoutparser
```

vidgear (🥉22 · ⭐ 1.9K) - High-performance cross-platform Video Processing Python framework.. Apache-2

GitHub (👨‍💻 6 · 🔀 140 · 📥 410 · 📦 120 · 📋 170 - 2% open · ⏱️ 25.04.2021):
```
 git clone https://github.com/abhiTronix/vidgear
```
PyPi (📥 2K / month · 📦 2 · ⏱️ 01.01.2021):
```
 pip install vidgear
```

Classy Vision (🥉22 · ⭐ 1.3K) - An end-to-end PyTorch framework for image and video.. MIT

GitHub (👨‍💻 63 · 🔀 230 · 📋 110 - 47% open · ⏱️ 12.08.2021):
```
 git clone https://github.com/facebookresearch/ClassyVision
```
PyPi (📥 1.2K / month · ⏱️ 09.07.2021):
```
 pip install classy_vision
```

Conda (📥 9.2K · ⏱️ 11.12.2020):

 conda install -c conda-forge classy_vision

lightly (🥉22 · ⭐ 1.2K) - A python library for self-supervised learning on images. MIT

GitHub (👨‍💻 11 · 🔀 68 · 📦 18 · 📋 220 - 25% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/lightly-ai/lightly
```
PyPi (📥 1.6K / month · ⏱️ 25.08.2021):
```
 pip install lightly
```

vit-pytorch (🥉21 · ⭐ 5.5K) - Implementation of Vision Transformer, a simple way to achieve.. MIT

GitHub (👨‍💻 11 · 🔀 730 · 📦 31 · 📋 130 - 44% open · ⏱️ 21.08.2021):
```
 git clone https://github.com/lucidrains/vit-pytorch
```
PyPi (📥 3.4K / month · ⏱️ 21.08.2021):
```
 pip install vit-pytorch
```

MMF (🥉21 · ⭐ 4.6K) - A modular framework for vision & language multimodal research from.. BSD-3

GitHub (👨‍💻 70 · 🔀 720 · 📦 8 · 📋 560 - 28% open · ⏱️ 20.08.2021):
```
 git clone https://github.com/facebookresearch/mmf
```
PyPi (📥 380 / month · ⏱️ 12.06.2020):
```
 pip install mmf
```

Image Deduplicator (🥉21 · ⭐ 3.8K · 💤) - Finding duplicate images made easy!. Apache-2

GitHub (👨‍💻 9 · 🔀 320 · 📦 18 · 📋 78 - 26% open · ⏱️ 23.11.2020):
```
 git clone https://github.com/idealo/imagededup
```
PyPi (📥 2.9K / month · 📦 2 · ⏱️ 22.11.2020):
```
 pip install imagededup
```

vissl (🥉21 · ⭐ 1.9K) - VISSL is FAIR's library of extensible, modular and scalable components.. MIT

GitHub (👨‍💻 25 · 🔀 180 · 📋 89 - 41% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/facebookresearch/vissl
```
PyPi (📥 390 / month · ⏱️ 25.01.2021):
```
 pip install vissl
```

nude.py (🥉20 · ⭐ 810 · 💤) - Nudity detection with Python. MIT

GitHub (👨‍💻 12 · 🔀 130 · 📦 680 · 📋 9 - 77% open · ⏱️ 23.11.2020):
```
 git clone https://github.com/hhatto/nude.py
```
PyPi (📥 3.8K / month · 📦 18 · ⏱️ 23.11.2020):
```
 pip install nudepy
```

PaddleDetection (🥉19 · ⭐ 4.5K) - Object detection and instance segmentation toolkit.. Apache-2

GitHub (👨‍💻 65 · 🔀 1.2K · 📦 5 · 📋 2.3K - 23% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/PaddlePaddle/PaddleDetection
```

image-match (🥉19 · ⭐ 2.6K · 💤) - Quickly search over billions of images. Apache-2

GitHub (👨‍💻 18 · 🔀 370 · 📋 95 - 49% open · ⏱️ 04.01.2021):
```
 git clone https://github.com/ProvenanceLabs/image-match
```
PyPi (📥 580 / month · 📦 6 · ⏱️ 13.02.2017):
```
 pip install image_match
```

pytorchvideo (🥉19 · ⭐ 1.7K · 🐣) - A deep learning library for video understanding.. Apache-2

GitHub (👨‍💻 21 · 🔀 140 · 📋 76 - 47% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/facebookresearch/pytorchvideo
```
PyPi (📥 5.2K / month · ⏱️ 26.06.2021):
```
 pip install pytorchvideo
```

Norfair (🥉19 · ⭐ 1.1K) - Lightweight Python library for adding real-time object tracking to any.. BSD-3

GitHub (👨‍💻 9 · 🔀 79 · 📋 38 - 23% open · ⏱️ 29.07.2021):
```
 git clone https://github.com/tryolabs/norfair
```
PyPi (📥 2.4K / month · ⏱️ 29.07.2021):
```
 pip install norfair
```

Caer (🥉19 · ⭐ 530) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT

GitHub (👨‍💻 6 · 🔀 83 · 📥 19 · 📋 13 - 23% open · ⏱️ 19.08.2021):
```
 git clone https://github.com/jasmcaus/caer
```
PyPi (📥 4.3K / month · ⏱️ 28.01.2021):
```
 pip install caer
```

PySlowFast (🥉17 · ⭐ 4.1K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2

GitHub (👨‍💻 24 · 🔀 770 · 📦 4 · 📋 450 - 49% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/facebookresearch/SlowFast
```

DE⫶TR (🥉16 · ⭐ 7.4K) - End-to-End Object Detection with Transformers. Apache-2

GitHub (👨‍💻 21 · 🔀 1.2K · 📋 360 - 27% open · ⏱️ 30.06.2021):
```
 git clone https://github.com/facebookresearch/detr
```

pycls (🥉16 · ⭐ 1.7K) - Codebase for Image Classification Research, written in PyTorch. MIT

GitHub (👨‍💻 13 · 🔀 180 · 📦 3 · 📋 69 - 24% open · ⏱️ 19.08.2021):
```
 git clone https://github.com/facebookresearch/pycls
```

Show 9 hidden projects...

imgaug (🥇32 · ⭐ 12K · 💀) - Image augmentation for machine learning experiments. MIT
glfw (🥈30 · ⭐ 8K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
Augmentor (🥈25 · ⭐ 4.5K · 💀) - Image augmentation library in Python for machine learning. MIT
chainercv (🥈25 · ⭐ 1.5K · 💀) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
Pillow-SIMD (🥉24 · ⭐ 1.6K · 💀) - The friendly PIL fork. ❗️PIL
PyTorch3D (🥉22 · ⭐ 5.1K) - PyTorch3D is FAIR's library of reusable components for.. ❗Unlicensed
segmentation_models (🥉22 · ⭐ 3.4K · 💀) - Segmentation models with pretrained backbones. Keras.. MIT
Luminoth (🥉22 · ⭐ 2.4K · 💀) - Deep Learning toolkit for Computer Vision. BSD-3
solt (🥉17 · ⭐ 250 · 💀) - Streaming over lightweight data transformations. MIT

Graph Data

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

networkx (🥇35 · ⭐ 9.6K) - Network Analysis in Python. BSD-3

GitHub (👨‍💻 540 · 🔀 2.4K · 📥 56 · 📦 83K · 📋 2.7K - 11% open · ⏱️ 23.08.2021):
```
 git clone https://github.com/networkx/networkx
```
PyPi (📥 14M / month · 📦 21K · ⏱️ 27.07.2021):
```
 pip install networkx
```
Conda (📥 4.3M · ⏱️ 27.07.2021):
```
 conda install -c conda-forge networkx
```

PyTorch Geometric (🥇29 · ⭐ 12K) - Geometric Deep Learning Extension Library for PyTorch. MIT

GitHub (👨‍💻 190 · 🔀 2K · 📋 2.1K - 38% open · ⏱️ 20.08.2021):
```
 git clone https://github.com/rusty1s/pytorch_geometric
```
PyPi (📥 39K / month · 📦 24 · ⏱️ 26.06.2021):
```
 pip install torch-geometric
```

dgl (🥇29 · ⭐ 7.9K) - Python package built to ease deep learning on graph, on top of existing.. Apache-2

GitHub (👨‍💻 160 · 🔀 1.7K · 📋 1.2K - 22% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/dmlc/dgl
```
PyPi (📥 72K / month · 📦 30 · ⏱️ 27.05.2021):
```
 pip install dgl
```

StellarGraph (🥈26 · ⭐ 2.1K) - StellarGraph - Machine Learning on Graphs. Apache-2

GitHub (👨‍💻 32 · 🔀 300 · 📦 83 · 📋 970 - 25% open · ⏱️ 18.02.2021):
```
 git clone https://github.com/stellargraph/stellargraph
```
PyPi (📥 14K / month · 📦 4 · ⏱️ 30.06.2020):
```
 pip install stellargraph
```

Spektral (🥈24 · ⭐ 1.8K) - Graph Neural Networks with Keras and Tensorflow 2. MIT

GitHub (👨‍💻 19 · 🔀 240 · 📦 72 · 📋 170 - 14% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/danielegrattarola/spektral
```
PyPi (📥 4.2K / month · ⏱️ 23.08.2021):
```
 pip install spektral
```

ogb (🥈23 · ⭐ 1.1K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT

GitHub (👨‍💻 15 · 🔀 210 · 📦 150 · 📋 160 - 0% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/snap-stanford/ogb
```
PyPi (📥 7.5K / month · ⏱️ 07.04.2021):
```
 pip install ogb
```

Node2Vec (🥈23 · ⭐ 750) - Implementation of the node2vec algorithm. MIT

GitHub (👨‍💻 8 · 🔀 180 · 📦 180 · 📋 68 - 4% open · ⏱️ 16.04.2021):
```
 git clone https://github.com/eliorc/node2vec
```
PyPi (📥 8K / month · 📦 10 · ⏱️ 02.04.2021):
```
 pip install node2vec
```
Conda (📥 19K · ⏱️ 25.04.2020):
```
 conda install -c conda-forge node2vec
```

AmpliGraph (🥈22 · ⭐ 1.6K) - Python library for Representation Learning on Knowledge.. Apache-2

GitHub (👨‍💻 19 · 🔀 170 · 📦 15 · 📋 200 - 11% open · ⏱️ 25.05.2021):
```
 git clone https://github.com/Accenture/AmpliGraph
```
PyPi (📥 1.3K / month · ⏱️ 25.05.2021):
```
 pip install ampligraph
```

pygraphistry (🥈22 · ⭐ 1.4K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3

GitHub (👨‍💻 16 · 🔀 140 · 📦 48 · 📋 160 - 35% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/graphistry/pygraphistry
```
PyPi (📥 940 / month · 📦 4 · ⏱️ 24.08.2021):
```
 pip install graphistry
```

torch-cluster (🥈22 · ⭐ 400) - PyTorch Extension Library of Optimized Graph Cluster.. MIT

GitHub (👨‍💻 18 · 🔀 77 · 📋 86 - 46% open · ⏱️ 18.08.2021):
```
 git clone https://github.com/rusty1s/pytorch_cluster
```
PyPi (📥 8.4K / month · 📦 32 · ⏱️ 01.03.2021):
```
 pip install torch-cluster
```

PyTorch-BigGraph (🥉21 · ⭐ 2.9K) - Generate embeddings from large-scale graph-structured.. BSD-3

GitHub (👨‍💻 24 · 🔀 380 · 📥 120 · 📋 160 - 29% open · ⏱️ 19.08.2021):
```
 git clone https://github.com/facebookresearch/PyTorch-BigGraph
```
PyPi (📥 600 / month · 📦 4 · ⏱️ 01.05.2019):
```
 pip install torchbiggraph
```

Paddle Graph Learning (🥉20 · ⭐ 1.1K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2

GitHub (👨‍💻 19 · 🔀 170 · 📦 20 · 📋 90 - 34% open · ⏱️ 23.08.2021):
```
 git clone https://github.com/PaddlePaddle/PGL
```
PyPi (📥 890 / month · 📦 2 · ⏱️ 10.07.2021):
```
 pip install pgl
```

graph4nlp (🥉19 · ⭐ 980) - Graph4nlp is the library for the easy use of Graph Neural.. Apache-2

GitHub (👨‍💻 19 · 🔀 100 · 📋 69 - 7% open · ⏱️ 18.08.2021):
```
 git clone https://github.com/graph4ai/graph4nlp
```
PyPi (📥 170 / month · ⏱️ 06.06.2021):
```
 pip install graph4nlp
```

pytorch_geometric_temporal (🥉19 · ⭐ 950) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT

GitHub (👨‍💻 11 · 🔀 120 · 📋 53 - 5% open · ⏱️ 17.08.2021):

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

PyPi (📥 1.2K / month · ⏱️ 04.08.2021):
```
 pip install torch-geometric-temporal
```

PyKEEN (🥉19 · ⭐ 510) - A Python library for learning and evaluating knowledge graph embeddings. MIT

GitHub (👨‍💻 19 · 🔀 76 · 📥 92 · 📋 260 - 34% open · ⏱️ 20.08.2021):
```
 git clone https://github.com/pykeen/pykeen
```
PyPi (📥 690 / month · 📦 2 · ⏱️ 13.06.2021):
```
 pip install pykeen
```

graph-nets (🥉18 · ⭐ 5K · 💤) - Build Graph Nets in Tensorflow. Apache-2

GitHub (👨‍💻 10 · 🔀 750 · 📋 120 - 5% open · ⏱️ 04.12.2020):
```
 git clone https://github.com/deepmind/graph_nets
```
PyPi (📥 790 / month · 📦 7 · ⏱️ 29.01.2020):
```
 pip install graph-nets
```

GraphEmbedding (🥉16 · ⭐ 2.2K · 💤) - Implementation and experiments of graph embedding.. MIT

GitHub (👨‍💻 8 · 🔀 670 · 📦 12 · 📋 49 - 71% open · ⏱️ 18.10.2020):
```
 git clone https://github.com/shenweichen/GraphEmbedding
```

kglib (🥉15 · ⭐ 450 · 💤) - Grakn Knowledge Graph Library (ML R&D). Apache-2

GitHub (👨‍💻 7 · 🔀 84 · 📥 210 · 📋 61 - 19% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/vaticle/kglib
```
PyPi (📥 110 / month · ⏱️ 19.08.2020):
```
 pip install grakn-kglib
```

AutoGL (🥉14 · ⭐ 670) - An autoML framework & toolkit for machine learning on graphs. Apache-2

GitHub (👨‍💻 9 · 🔀 70 · 📋 13 - 38% open · ⏱️ 12.08.2021):
```
 git clone https://github.com/THUMNLab/AutoGL
```
PyPi (📥 47 / month · ⏱️ 23.12.2020):
```
 pip install auto-graph-learning
```

OpenKE (🥉13 · ⭐ 2.7K) - An Open-Source Package for Knowledge Embedding (KE). MIT

GitHub (👨‍💻 10 · 🔀 810 · 📋 300 - 24% open · ⏱️ 06.04.2021):
```
 git clone https://github.com/thunlp/OpenKE
```

GraphVite (🥉12 · ⭐ 930 · 💤) - GraphVite: A General and High-performance Graph Embedding.. Apache-2

GitHub (👨‍💻 1 · 🔀 130 · 📋 86 - 34% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/DeepGraphLearning/graphvite
```
Conda (📥 3.9K · ⏱️ 19.03.2020):
```
 conda install -c milagraph graphvite
```

Show 11 hidden projects...

igraph (🥇28 · ⭐ 860) - Python interface for igraph. ❗️GPL-2.0
pygal (🥈27 · ⭐ 2.4K) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
Karate Club (🥈24 · ⭐ 1.4K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0
DeepWalk (🥉21 · ⭐ 2.3K · 💀) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
pyRDF2Vec (🥉18 · ⭐ 130) - Python Implementation and Extension of RDF2Vec. MIT
DIG (🥉17 · ⭐ 850) - A library for graph deep learning research. ❗️GPL-3.0
Sematch (🥉17 · ⭐ 360 · 💀) - semantic similarity framework for knowledge graph. Apache-2
DeepGraph (🥉17 · ⭐ 240) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
Euler (🥉15 · ⭐ 2.6K · 💀) - A distributed graph deep learning framework. Apache-2
GraphSAGE (🥉14 · ⭐ 2.4K · 💀) - Representation learning on large graphs using stochastic.. MIT
OpenNE (🥉13 · ⭐ 1.5K · 💀) - An Open-Source Package for Network Embedding (NE). MIT

Audio Data

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

Pydub (🥇31 · ⭐ 5.5K) - Manipulate audio with a simple and easy high level interface. MIT

GitHub (👨‍💻 90 · 🔀 740 · 📦 8.4K · 📋 450 - 45% open · ⏱️ 08.06.2021):
```
 git clone https://github.com/jiaaro/pydub
```
PyPi (📥 1.9M / month · 📦 1.4K · ⏱️ 10.03.2021):
```
 pip install pydub
```
Conda (📥 17K · ⏱️ 13.03.2021):
```
 conda install -c conda-forge pydub
```

librosa (🥇28 · ⭐ 4.7K) - Python library for audio and music analysis. ISC

GitHub (👨‍💻 90 · 🔀 740 · 📋 900 - 5% open · ⏱️ 01.07.2021):
```
 git clone https://github.com/librosa/librosa
```
PyPi (📥 540K / month · 📦 1.8K · ⏱️ 26.05.2021):
```
 pip install librosa
```
Conda (📥 380K · ⏱️ 26.05.2021):
```
 conda install -c conda-forge librosa
```

espnet (🥈27 · ⭐ 4.1K) - End-to-End Speech Processing Toolkit. Apache-2

GitHub (👨‍💻 180 · 🔀 1.3K · 📥 73 · 📦 17 · 📋 1.5K - 15% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/espnet/espnet
```
PyPi (📥 4.2K / month · ⏱️ 12.08.2021):
```
 pip install espnet
```

pyAudioAnalysis (🥈27 · ⭐ 4.1K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2

GitHub (👨‍💻 25 · 🔀 1K · 📦 230 · 📋 280 - 61% open · ⏱️ 05.08.2021):
```
 git clone https://github.com/tyiannak/pyAudioAnalysis
```
PyPi (📥 11K / month · 📦 22 · ⏱️ 13.05.2021):
```
 pip install pyAudioAnalysis
```

Magenta (🥈26 · ⭐ 17K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2

GitHub (👨‍💻 150 · 🔀 3.5K · 📦 310 · 📋 880 - 35% open · ⏱️ 30.06.2021):
```
 git clone https://github.com/magenta/magenta
```
PyPi (📥 4.6K / month · 📦 70 · ⏱️ 12.11.2020):
```
 pip install magenta
```

torchaudio (🥈26 · ⭐ 1.4K) - Data manipulation and transformation for audio signal.. BSD-2

GitHub (👨‍💻 140 · 🔀 330 · 📋 550 - 28% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/pytorch/audio
```
PyPi (📥 270K / month · 📦 18 · ⏱️ 15.06.2021):
```
 pip install torchaudio
```

audioread (🥈26 · ⭐ 370 · 💤) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio.. MIT

GitHub (👨‍💻 20 · 🔀 83 · 📦 6K · 📋 75 - 41% open · ⏱️ 20.10.2020):
```
 git clone https://github.com/beetbox/audioread
```
PyPi (📥 560K / month · 📦 590 · ⏱️ 20.10.2020):
```
 pip install audioread
```

Conda (📥 330K · ⏱️ 16.03.2021):

 conda install -c conda-forge audioread

DeepSpeech (🥈25 · ⭐ 18K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0

GitHub (👨‍💻 93 · 🔀 3.2K):

 git clone https://github.com/mozilla/DeepSpeech

PyPi (📥 13K / month · 📦 58 · ⏱️ 19.12.2020):
```
 pip install deepspeech
```

spleeter (🥈25 · ⭐ 17K) - Deezer source separation library including pretrained models. MIT

GitHub (👨‍💻 17 · 🔀 1.8K · 📥 1.2M · 📋 580 - 16% open · ⏱️ 02.06.2021):
```
 git clone https://github.com/deezer/spleeter
```
PyPi (📥 8.8K / month · ⏱️ 15.04.2021):
```
 pip install spleeter
```
Conda (📥 58K · ⏱️ 30.06.2020):
```
 conda install -c conda-forge spleeter
```

python-soundfile (🥈25 · ⭐ 400 · 💤) - SoundFile is an audio library based on libsndfile, CFFI,.. BSD-3

GitHub (👨‍💻 19 · 🔀 52 · 📥 2.5K · 📦 8.5K · 📋 160 - 39% open · ⏱️ 01.12.2020):
```
 git clone https://github.com/bastibe/python-soundfile
```
PyPi (📥 810K / month · 📦 740 · ⏱️ 27.11.2019):
```
 pip install soundfile
```

python_speech_features (🥉24 · ⭐ 1.9K · 💤) - This library provides common speech features for ASR.. MIT

GitHub (👨‍💻 19 · 🔀 560 · 📋 72 - 31% open · ⏱️ 31.12.2020):
```
 git clone https://github.com/jameslyons/python_speech_features
```
PyPi (📥 100K / month · 📦 300 · ⏱️ 16.08.2017):
```
 pip install python_speech_features
```

kapre (🥉23 · ⭐ 760) - kapre: Keras Audio Preprocessors. MIT

GitHub (👨‍💻 13 · 🔀 130 · 📥 14 · 📦 1K · 📋 90 - 11% open · ⏱️ 25.03.2021):
```
 git clone https://github.com/keunwoochoi/kapre
```
PyPi (📥 2.2K / month · 📦 22 · ⏱️ 29.09.2020):
```
 pip install kapre
```

speechbrain (🥉22 · ⭐ 2.9K) - A PyTorch-based Speech Toolkit. Apache-2

GitHub (👨‍💻 120 · 🔀 440 · 📦 38 · 📋 360 - 12% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/speechbrain/speechbrain
```
PyPi (📥 3K / month · ⏱️ 17.06.2021):
```
 pip install speechbrain
```

Porcupine (🥉22 · ⭐ 2.5K) - On-device wake word detection powered by deep learning. Apache-2

GitHub (👨‍💻 29 · 🔀 370 · 📦 5 · 📋 330 - 4% open · ⏱️ 16.08.2021):
```
 git clone https://github.com/Picovoice/Porcupine
```
PyPi (📥 840 / month · ⏱️ 14.04.2021):
```
 pip install pvporcupine
```

DDSP (🥉22 · ⭐ 1.9K) - DDSP: Differentiable Digital Signal Processing. Apache-2

GitHub (👨‍💻 27 · 🔀 200 · 📦 15 · 📋 120 - 15% open · ⏱️ 18.08.2021):
```
 git clone https://github.com/magenta/ddsp
```
PyPi (📥 1.4K / month · ⏱️ 30.07.2021):
```
 pip install ddsp
```

Madmom (🥉22 · ⭐ 790) - Python audio and music signal processing library. BSD-3

GitHub (👨‍💻 20 · 🔀 130 · 📦 140 · 📋 240 - 22% open · ⏱️ 23.08.2021):
```
 git clone https://github.com/CPJKU/madmom
```
PyPi (📥 5.3K / month · 📦 34 · ⏱️ 14.11.2018):
```
 pip install madmom
```

audiomentations (🥉22 · ⭐ 680) - A Python library for audio data augmentation. Inspired by.. MIT

GitHub (👨‍💻 17 · 🔀 87 · 📦 66 · 📋 84 - 23% open · ⏱️ 05.08.2021):
```
 git clone https://github.com/iver56/audiomentations
```
PyPi (📥 3.3K / month · ⏱️ 05.08.2021):
```
 pip install audiomentations
```

nnAudio (🥉22 · ⭐ 530) - Audio processing by using pytorch 1D convolution network. MIT

GitHub (👨‍💻 12 · 🔀 55 · 📦 19 · 📋 41 - 19% open · ⏱️ 06.08.2021):
```
 git clone https://github.com/KinWaiCheuk/nnAudio
```
PyPi (📥 12K / month · ⏱️ 06.08.2021):
```
 pip install nnAudio
```

tinytag (🥉22 · ⭐ 480) - Read music meta data and length of MP3, OGG, OPUS, MP4, M4A, FLAC, WMA and.. MIT

GitHub (👨‍💻 20 · 🔀 82 · 📦 400 · 📋 83 - 19% open · ⏱️ 13.06.2021):
```
 git clone https://github.com/devsnd/tinytag
```
PyPi (📥 6.2K / month · 📦 96 · ⏱️ 05.11.2020):
```
 pip install tinytag
```

TTS (🥉20 · ⭐ 5K) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0

GitHub (👨‍💻 56 · 🔀 810 · 📥 1.1K · 📋 510 - 3% open · ⏱️ 12.02.2021):
```
 git clone https://github.com/mozilla/TTS
```

Coqui TTS (🥉20 · ⭐ 2.1K) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0

GitHub (👨‍💻 77 · 🔀 170 · 📥 20K · 📋 130 - 20% open · ⏱️ 11.08.2021):
```
 git clone https://github.com/coqui-ai/TTS
```
PyPi (📥 2.5K / month · ⏱️ 14.07.2017):
```
 pip install tts
```

Show 6 hidden projects...

SpeechRecognition (🥇30 · ⭐ 5.8K · 💀) - Speech recognition module for Python, supporting.. BSD-3
aubio (🥈26 · ⭐ 2.2K · 💤) - a library for audio and music analysis. ❗️GPL-3.0
Essentia (🥉24 · ⭐ 1.9K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
Dejavu (🥉20 · ⭐ 5.5K · 💀) - Audio fingerprinting and recognition in Python. MIT
Muda (🥉18 · ⭐ 190) - A library for augmenting annotated audio data. ISC
Julius (🥉17 · ⭐ 220) - 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 (🥇34 · ⭐ 8.9K) - WebGL2 powered geospatial visualization layers. MIT

GitHub (👨‍💻 170 · 🔀 1.6K · 📦 1.7K · 📋 2.2K - 4% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/visgl/deck.gl
```
PyPi (📥 440K / month · 📦 2 · ⏱️ 13.04.2021):
```
 pip install pydeck
```
Conda (📥 48K · ⏱️ 13.04.2021):
```
 conda install -c conda-forge pydeck
```
NPM (📥 220K / month · 📦 560 · ⏱️ 09.08.2021):
```
 npm install deck.gl
```

geopy (🥇33 · ⭐ 3.4K) - Geocoding library for Python. MIT

GitHub (👨‍💻 120 · 🔀 550 · 📦 26K · 📋 250 - 9% open · ⏱️ 16.08.2021):
```
 git clone https://github.com/geopy/geopy
```
PyPi (📥 5.2M / month · 📦 7.2K · ⏱️ 11.07.2021):
```
 pip install geopy
```
Conda (📥 590K · ⏱️ 12.07.2021):
```
 conda install -c conda-forge geopy
```

Shapely (🥇33 · ⭐ 2.4K) - Manipulation and analysis of geometric objects. BSD-3

GitHub (👨‍💻 120 · 🔀 420 · 📦 22K · 📋 780 - 19% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/Toblerity/Shapely
```
PyPi (📥 5.5M / month · 📦 5.5K · ⏱️ 24.08.2021):
```
 pip install shapely
```
Conda (📥 2.6M · ⏱️ 05.08.2021):
```
 conda install -c conda-forge shapely
```

folium (🥈32 · ⭐ 5.4K) - Python Data. Leaflet.js Maps. MIT

GitHub (👨‍💻 120 · 🔀 2K · 📦 11K · 📋 880 - 19% open · ⏱️ 19.06.2021):
```
 git clone https://github.com/python-visualization/folium
```
PyPi (📥 650K / month · 📦 970 · ⏱️ 18.01.2021):
```
 pip install folium
```
Conda (📥 390K · ⏱️ 12.03.2021):
```
 conda install -c conda-forge folium
```

Rasterio (🥈32 · ⭐ 1.6K) - Rasterio reads and writes geospatial raster datasets. BSD-3

GitHub (👨‍💻 110 · 🔀 430 · 📥 740 · 📦 3.6K · 📋 1.4K - 10% open · ⏱️ 18.08.2021):
```
 git clone https://github.com/mapbox/rasterio
```
PyPi (📥 1M / month · 📦 850 · ⏱️ 23.06.2021):
```
 pip install rasterio
```
Conda (📥 1.2M · ⏱️ 24.06.2021):
```
 conda install -c conda-forge rasterio
```

pyproj (🥈32 · ⭐ 650) - Python interface to PROJ (cartographic projections and coordinate.. MIT

GitHub (👨‍💻 42 · 🔀 160 · 📦 11K · 📋 440 - 2% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/pyproj4/pyproj
```
PyPi (📥 3.4M / month · 📦 2.5K · ⏱️ 24.05.2021):
```
 pip install pyproj
```
Conda (📥 2.4M · ⏱️ 12.08.2021):
```
 conda install -c conda-forge pyproj
```

GeoPandas (🥈31 · ⭐ 2.8K) - Python tools for geographic data. BSD-3

GitHub (👨‍💻 150 · 🔀 600 · 📥 1.1K · 📦 9.7K · 📋 1.1K - 30% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/geopandas/geopandas
```
PyPi (📥 1.4M / month · 📦 1.2K · ⏱️ 28.02.2021):
```
 pip install geopandas
```

Conda (📥 1.1M · ⏱️ 09.06.2021):

 conda install -c conda-forge geopandas

Fiona (🥈31 · ⭐ 830) - Fiona reads and writes geographic data files. BSD-3

GitHub (👨‍💻 65 · 🔀 180 · 📦 6.5K · 📋 650 - 12% open · ⏱️ 24.06.2021):
```
 git clone https://github.com/Toblerity/Fiona
```
PyPi (📥 1.8M / month · 📦 1.2K · ⏱️ 31.05.2021):
```
 pip install fiona
```
Conda (📥 2.2M · ⏱️ 12.08.2021):
```
 conda install -c conda-forge fiona
```

ipyleaflet (🥉29 · ⭐ 1.2K) - A Jupyter - Leaflet.js bridge. MIT

GitHub (👨‍💻 68 · 🔀 300 · 📦 1.1K · 📋 440 - 38% open · ⏱️ 06.08.2021):
```
 git clone https://github.com/jupyter-widgets/ipyleaflet
```
PyPi (📥 54K / month · 📦 98 · ⏱️ 17.06.2021):
```
 pip install ipyleaflet
```

Conda (📥 740K · ⏱️ 17.06.2021):

 conda install -c conda-forge ipyleaflet

NPM (📥 24K / month · 📦 2 · ⏱️ 17.06.2021):
```
 npm install jupyter-leaflet
```

geojson (🥉28 · ⭐ 640) - Python bindings and utilities for GeoJSON. BSD-3

GitHub (👨‍💻 44 · 🔀 84 · 📦 7.4K · 📋 76 - 30% open · ⏱️ 08.08.2021):
```
 git clone https://github.com/jazzband/geojson
```
PyPi (📥 710K / month · 📦 1.8K · ⏱️ 09.08.2019):
```
 pip install geojson
```
Conda (📥 430K · ⏱️ 11.08.2019):
```
 conda install -c conda-forge geojson
```

ArcGIS API (🥉25 · ⭐ 1.1K) - Documentation and samples for ArcGIS API for Python. Apache-2

GitHub (👨‍💻 70 · 🔀 780 · 📋 380 - 33% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/Esri/arcgis-python-api
```
PyPi (📥 42K / month · 📦 20 · ⏱️ 08.07.2021):
```
 pip install arcgis
```

Docker Hub (📥 4.8K · ⭐ 33 · ⏱️ 06.03.2020):

 docker pull esridocker/arcgis-api-python-notebook

PySAL (🥉25 · ⭐ 890) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3

GitHub (👨‍💻 72 · 🔀 250 · 📋 640 - 9% open · ⏱️ 01.08.2021):
```
 git clone https://github.com/pysal/pysal
```
PyPi (📥 14K / month · 📦 36 · ⏱️ 01.08.2021):
```
 pip install pysal
```
Conda (📥 420K · ⏱️ 02.08.2021):
```
 conda install -c conda-forge pysal
```

Mapbox GL (🥉22 · ⭐ 580) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT

GitHub (👨‍💻 21 · 🔀 120 · 📦 120 · 📋 100 - 34% open · ⏱️ 19.04.2021):
```
 git clone https://github.com/mapbox/mapboxgl-jupyter
```
PyPi (📥 17K / month · 📦 18 · ⏱️ 02.06.2019):
```
 pip install mapboxgl
```

GeoViews (🥉22 · ⭐ 360) - Simple, concise geographical visualization in Python. BSD-3

GitHub (👨‍💻 23 · 🔀 65 · 📋 270 - 33% open · ⏱️ 13.04.2021):
```
 git clone https://github.com/holoviz/geoviews
```
PyPi (📥 5.3K / month · 📦 20 · ⏱️ 13.03.2021):
```
 pip install geoviews
```
Conda (📥 77K · ⏱️ 14.03.2021):
```
 conda install -c conda-forge geoviews
```

Show 7 hidden projects...

Geocoder (🥈31 · ⭐ 1.4K · 💀) - Python Geocoder. MIT
Sentinelsat (🥉23 · ⭐ 650) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
gmaps (🥉22 · ⭐ 720 · 💀) - Google maps for Jupyter notebooks. BSD-3
Satpy (🥉21 · ⭐ 740) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
geoplotlib (🥉20 · ⭐ 930 · 💀) - python toolbox for visualizing geographical data and making maps. MIT
EarthPy (🥉20 · ⭐ 290) - A package built to support working with spatial data using open source.. BSD-3
pymap3d (🥉19 · ⭐ 210) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2

Financial Data

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

zipline (🥇29 · ⭐ 14K · 💤) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2

GitHub (👨‍💻 150 · 🔀 4.1K · 📦 760 · 📋 990 - 34% open · ⏱️ 14.10.2020):
```
 git clone https://github.com/quantopian/zipline
```
PyPi (📥 4.8K / month · 📦 160 · ⏱️ 05.10.2020):
```
 pip install zipline
```

yfinance (🥇29 · ⭐ 5.6K) - Yahoo! Finance market data downloader (+faster Pandas Datareader). Apache-2

GitHub (👨‍💻 41 · 🔀 1.3K · 📦 6.4K · 📋 630 - 56% open · ⏱️ 10.07.2021):
```
 git clone https://github.com/ranaroussi/yfinance
```
PyPi (📥 280K / month · 📦 26 · ⏱️ 10.07.2021):
```
 pip install yfinance
```
Conda (📥 6.3K · ⏱️ 10.07.2021):
```
 conda install -c ranaroussi yfinance
```

ta (🥈27 · ⭐ 2.4K · 💤) - Technical Analysis Library using Pandas and Numpy. MIT

GitHub (👨‍💻 23 · 🔀 580 · 📦 710 · 📋 190 - 53% open · ⏱️ 29.11.2020):
```
 git clone https://github.com/bukosabino/ta
```
PyPi (📥 73K / month · 📦 12 · ⏱️ 29.11.2020):
```
 pip install ta
```

Alpha Vantage (🥈26 · ⭐ 3.5K) - A python wrapper for Alpha Vantage API for financial data. MIT

GitHub (👨‍💻 39 · 🔀 610 · 📋 250 - 6% open · ⏱️ 14.06.2021):
```
 git clone https://github.com/RomelTorres/alpha_vantage
```
PyPi (📥 20K / month · 📦 200 · ⏱️ 26.08.2018):
```
 pip install alpha_vantage
```

bt (🥈25 · ⭐ 1.1K) - bt - flexible backtesting for Python. MIT

GitHub (👨‍💻 24 · 🔀 290 · 📦 70 · 📋 260 - 15% open · ⏱️ 15.05.2021):
```
 git clone https://github.com/pmorissette/bt
```
PyPi (📥 9.3K / month · 📦 40 · ⏱️ 21.04.2021):
```
 pip install bt
```

empyrical (🥈25 · ⭐ 820 · 💤) - Common financial risk and performance metrics. Used by zipline.. Apache-2

GitHub (👨‍💻 22 · 🔀 270 · 📦 680 · 📋 53 - 50% open · ⏱️ 14.10.2020):
```
 git clone https://github.com/quantopian/empyrical
```
PyPi (📥 51K / month · 📦 220 · ⏱️ 13.10.2020):
```
 pip install empyrical
```

Conda (📥 13K · ⏱️ 14.10.2020):

 conda install -c conda-forge empyrical

IB-insync (🥈24 · ⭐ 1.5K) - Python sync/async framework for Interactive Brokers API. BSD-2

GitHub (👨‍💻 28 · 🔀 440 · 📋 330 - 2% open · ⏱️ 08.07.2021):
```
 git clone https://github.com/erdewit/ib_insync
```
PyPi (📥 7.3K / month · 📦 12 · ⏱️ 26.04.2021):
```
 pip install ib_insync
```

Conda (📥 12K · ⏱️ 25.02.2021):

 conda install -c conda-forge ib-insync

ffn (🥈24 · ⭐ 940) - ffn - a financial function library for Python. MIT

GitHub (👨‍💻 26 · 🔀 200 · 📦 140 · 📋 95 - 18% open · ⏱️ 24.04.2021):
```
 git clone https://github.com/pmorissette/ffn
```
PyPi (📥 39K / month · 📦 42 · ⏱️ 21.04.2021):
```
 pip install ffn
```

TensorTrade (🥉23 · ⭐ 3.4K) - An open source reinforcement learning framework for training,.. Apache-2

GitHub (👨‍💻 54 · 🔀 780 · 📦 21 · 📋 180 - 12% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/tensortrade-org/tensortrade
```
PyPi (📥 980 / month · 📦 1 · ⏱️ 10.05.2021):
```
 pip install tensortrade
```

Enigma Catalyst (🥉23 · ⭐ 2.3K · 💤) - An Algorithmic Trading Library for Crypto-Assets in.. Apache-2

GitHub (👨‍💻 140 · 🔀 650 · 📦 23 · 📋 490 - 27% open · ⏱️ 28.12.2020):
```
 git clone https://github.com/enigmampc/catalyst
```
PyPi (📥 1.7K / month · 📦 2 · ⏱️ 11.11.2018):
```
 pip install enigma-catalyst
```

stockstats (🥉23 · ⭐ 840) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3

GitHub (👨‍💻 8 · 🔀 230 · 📦 300 · 📋 66 - 50% open · ⏱️ 03.08.2021):
```
 git clone https://github.com/jealous/stockstats
```
PyPi (📥 20K / month · 📦 48 · ⏱️ 17.10.2020):
```
 pip install stockstats
```

Qlib (🥉21 · ⭐ 5.5K) - Qlib is an AI-oriented quantitative investment platform, which aims to.. MIT

GitHub (👨‍💻 59 · 🔀 930 · 📥 270 · 📦 5 · 📋 290 - 29% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/microsoft/qlib
```
PyPi (📥 4.9K / month · ⏱️ 11.07.2021):
```
 pip install pyqlib
```

finmarketpy (🥉20 · ⭐ 2.7K · 📉) - Python library for backtesting trading strategies &.. Apache-2

GitHub (👨‍💻 14 · 🔀 440 · 📥 40 · 📦 3 · 📋 26 - 88% open · ⏱️ 23.07.2021):
```
 git clone https://github.com/cuemacro/finmarketpy
```
PyPi (📥 120 / month · ⏱️ 01.06.2021):
```
 pip install finmarketpy
```

Crypto Signals (🥉19 · ⭐ 3.3K) - Github.com/CryptoSignal - #1 Quant Trading & Technical Analysis.. MIT

GitHub (👨‍💻 28 · 🔀 900 · 📋 240 - 19% open · ⏱️ 28.06.2021):
```
 git clone https://github.com/CryptoSignal/crypto-signal
```
Docker Hub (📥 140K · ⭐ 7 · ⏱️ 03.09.2020):
```
 docker pull shadowreaver/crypto-signal
```

tf-quant-finance (🥉19 · ⭐ 2.8K) - High-performance TensorFlow library for quantitative.. Apache-2

GitHub (👨‍💻 33 · 🔀 370 · 📋 35 - 48% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/google/tf-quant-finance
```
PyPi (📥 350 / month · ⏱️ 22.07.2021):
```
 pip install tf-quant-finance
```

Show 8 hidden projects...

pyfolio (🥇28 · ⭐ 4K · 💀) - Portfolio and risk analytics in Python. Apache-2
backtrader (🥈26 · ⭐ 7.1K) - Python Backtesting library for trading strategies. ❗️GPL-3.0
Alphalens (🥈24 · ⭐ 2K · 💀) - Performance analysis of predictive (alpha) stock factors. Apache-2
FinTA (🥈24 · ⭐ 1.2K) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
arch (🥈24 · ⭐ 780) - ARCH models in Python. ❗️NCSA
PyAlgoTrade (🥉22 · ⭐ 3.5K · 💀) - Python Algorithmic Trading Library. Apache-2
Backtesting.py (🥉19 · ⭐ 1.6K) - Backtest trading strategies in Python. ❗️AGPL-3.0
surpriver (🥉13 · ⭐ 1.3K · 💤) - Find big moving stocks before they move using machine.. ❗️GPL-3.0

Time Series Data

Libraries for forecasting, anomaly detection, feature extraction, and machine learning on time-series and sequential data.

Prophet (🥇29 · ⭐ 13K) - Tool for producing high quality forecasts for time series data that has.. MIT

GitHub (👨‍💻 130 · 🔀 3.8K · 📥 630 · 📋 1.7K - 7% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/facebook/prophet
```
PyPi (📥 1.1M / month · 📦 150 · ⏱️ 05.09.2020):
```
 pip install fbprophet
```

pmdarima (🥇28 · ⭐ 960) - A statistical library designed to fill the void in Python's time series.. MIT

GitHub (👨‍💻 19 · 🔀 180 · 📦 1.3K · 📋 250 - 9% open · ⏱️ 24.07.2021):
```
 git clone https://github.com/alkaline-ml/pmdarima
```
PyPi (📥 890K / month · 📦 12 · ⏱️ 19.04.2021):
```
 pip install pmdarima
```

tsfresh (🥇27 · ⭐ 5.9K) - Automatic extraction of relevant features from time series:. MIT

GitHub (👨‍💻 79 · 🔀 900 · 📋 470 - 8% open · ⏱️ 09.07.2021):
```
 git clone https://github.com/blue-yonder/tsfresh
```
PyPi (📥 340K / month · 📦 66 · ⏱️ 09.09.2020):
```
 pip install tsfresh
```
Conda (📥 41K · ⏱️ 07.03.2021):
```
 conda install -c conda-forge tsfresh
```

sktime (🥈26 · ⭐ 4.4K) - A unified framework for machine learning with time series. BSD-3

GitHub (👨‍💻 110 · 🔀 610 · 📥 64 · 📦 220 · 📋 640 - 37% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/alan-turing-institute/sktime
```
PyPi (📥 120K / month · ⏱️ 12.07.2021):
```
 pip install sktime
```

tslearn (🥈26 · ⭐ 1.8K) - A machine learning toolkit dedicated to time-series data. BSD-2

GitHub (👨‍💻 32 · 🔀 240 · 📦 280 · 📋 240 - 28% open · ⏱️ 17.08.2021):
```
 git clone https://github.com/tslearn-team/tslearn
```
PyPi (📥 170K / month · 📦 22 · ⏱️ 16.08.2021):
```
 pip install tslearn
```
Conda (📥 230K · ⏱️ 16.08.2021):
```
 conda install -c conda-forge tslearn
```

Darts (🥈24 · ⭐ 2.3K) - A python library for easy manipulation and forecasting of time series. Apache-2

GitHub (👨‍💻 34 · 🔀 170 · 📦 10 · 📋 120 - 20% open · ⏱️ 19.08.2021):
```
 git clone https://github.com/unit8co/darts
```
PyPi (📥 4.5K / month · ⏱️ 19.08.2021):
```
 pip install u8darts
```
Docker Hub (📥 150 · ⏱️ 19.08.2021):
```
 docker pull unit8/darts
```

Streamz (🥈24 · ⭐ 970) - Real-time stream processing for python. BSD-3

GitHub (👨‍💻 41 · 🔀 120 · 📦 230 · 📋 230 - 41% open · ⏱️ 23.06.2021):
```
 git clone https://github.com/python-streamz/streamz
```
PyPi (📥 9.5K / month · 📦 16 · ⏱️ 14.01.2021):
```
 pip install streamz
```
Conda (📥 190K · ⏱️ 15.01.2021):
```
 conda install -c conda-forge streamz
```

GluonTS (🥈23 · ⭐ 2.1K) - Probabilistic time series modeling in Python. Apache-2

GitHub (👨‍💻 78 · 🔀 440 · 📋 630 - 35% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/awslabs/gluon-ts
```
PyPi (📥 55K / month · ⏱️ 12.08.2021):
```
 pip install gluonts
```

STUMPY (🥉22 · ⭐ 1.9K) - STUMPY is a powerful and scalable Python library for modern time series.. BSD-3

GitHub (👨‍💻 25 · 🔀 180 · 📋 260 - 11% open · ⏱️ 23.08.2021):
```
 git clone https://github.com/TDAmeritrade/stumpy
```
PyPi (📥 150K / month · ⏱️ 28.07.2021):
```
 pip install stumpy
```
Conda (📥 28K · ⏱️ 28.07.2021):
```
 conda install -c conda-forge stumpy
```

pytorch-forecasting (🥉22 · ⭐ 1.3K) - Time series forecasting with PyTorch. MIT

GitHub (👨‍💻 18 · 🔀 160 · 📋 300 - 31% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/jdb78/pytorch-forecasting
```
PyPi (📥 16K / month · ⏱️ 04.06.2021):
```
 pip install pytorch-forecasting
```

pyts (🥉20 · ⭐ 1K) - A Python package for time series classification. BSD-3

GitHub (👨‍💻 9 · 🔀 110 · 📦 140 · 📋 51 - 60% open · ⏱️ 26.08.2021):
```
 git clone https://github.com/johannfaouzi/pyts
```
PyPi (📥 10K / month · 📦 4 · ⏱️ 21.03.2020):
```
 pip install pyts
```
Conda (📥 8.6K · ⏱️ 21.03.2020):
```
 conda install -c conda-forge pyts
```

seglearn (🥉20 · ⭐ 470) - Python module for machine learning time series:. BSD-3

GitHub (👨‍💻 13 · 🔀 49 · 📦 10 · 📋 28 - 17% open · ⏱️ 12.03.2021):
```
 git clone https://github.com/dmbee/seglearn
```
PyPi (📥 1.1K / month · 📦 1 · ⏱️ 13.03.2021):
```
 pip install seglearn
```

greykite (🥉18 · ⭐ 1.3K · 🐣) - A flexible, intuitive and fast forecasting library. BSD-2

GitHub (👨‍💻 6 · 🔀 53 · 📦 6 · 📋 41 - 26% open · ⏱️ 14.08.2021):
```
 git clone https://github.com/linkedin/greykite
```
PyPi (📥 8.1K / month · ⏱️ 01.07.2021):
```
 pip install greykite
```

atspy (🥉17 · ⭐ 370 · 💤) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT

GitHub (👨‍💻 5 · 🔀 74 · 📦 3 · 📋 20 - 90% open · ⏱️ 12.11.2020):
```
 git clone https://github.com/firmai/atspy
```
PyPi (📥 1.2K / month · ⏱️ 24.04.2020):
```
 pip install atspy
```

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PyFlux (🥈24 ·

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

Financial Data

Time Series Data

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

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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

Time Series Data