best-of-ml-python
π A ranked list of awesome machine learning Python libraries. Updated weekly.
git clone https://github.com/lukasmasuch/best-of-ml-python.gitlukasmasuch/best-of-ml-python
Best-of Machine Learning with Python
πΒ A ranked list of awesome machine learning Python libraries. Updated weekly.
This curated list contains 920 awesome open-source projects with a total of 5.1M stars grouped into 34 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!
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Contents
- Machine Learning Frameworks 64 projects
- Data Visualization 55 projects
- Text Data & NLP 103 projects
- Image Data 64 projects
- Graph Data 36 projects
- Audio Data 29 projects
- Geospatial Data 22 projects
- Financial Data 25 projects
- Time Series Data 29 projects
- Medical Data 19 projects
- Tabular Data 6 projects
- Optical Character Recognition 12 projects
- Data Containers & Structures 1 projects
- Data Loading & Extraction 1 projects
- Web Scraping & Crawling 1 projects
- Data Pipelines & Streaming 2 projects
- Distributed Machine Learning 36 projects
- Hyperparameter Optimization & AutoML 52 projects
- Reinforcement Learning 23 projects
- Recommender Systems 17 projects
- Privacy Machine Learning 7 projects
- Workflow & Experiment Tracking 40 projects
- Model Serialization & Deployment 20 projects
- Model Interpretability 55 projects
- Vector Similarity Search (ANN) 13 projects
- Probabilistics & Statistics 24 projects
- Adversarial Robustness 9 projects
- GPU & Accelerator Utilities 20 projects
- Tensorflow Utilities 16 projects
- Jax Utilities 3 projects
- Sklearn Utilities 19 projects
- Pytorch Utilities 32 projects
- Database Clients 1 projects
- Others 66 projects
Explanation
- π₯π₯π₯Β Combined project-quality score
- βοΈΒ Star count from GitHub
- π£Β New project (less than 6 months old)
- π€Β Inactive project (6 months no activity)
- πΒ Dead project (12 months no activity)
- ππΒ Project is trending up or down
- βΒ Project was recently added
- βοΈΒ Warning (e.g. missing/risky license)
- π¨βπ»Β Contributors count from GitHub
- πΒ Fork count from GitHub
- πΒ Issue count from GitHub
- β±οΈΒ Last update timestamp on package manager
- π₯Β Download count from package manager
- π¦Β Number of dependent projects
Β Tensorflow related project
Β Sklearn related project
Β PyTorch related project
Β MxNet related project
Β Apache Spark related project
Β Jupyter related project
Β PaddlePaddle related project
Β Pandas related project
Β Jax related project
Machine Learning Frameworks
General-purpose machine learning and deep learning frameworks.
Tensorflow (π₯56 Β· β 200K) - An Open Source Machine Learning Framework for Everyone. Apache-2 
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GitHub (π¨βπ» 5K Β· π 75K Β· π¦ 540K Β· π 42K - 4% open Β· β±οΈ 30.10.2025):
git clone https://github.com/tensorflow/tensorflow -
PyPi (π₯ 26M / month Β· π¦ 9.6K Β· β±οΈ 13.08.2025):
pip install tensorflow -
Conda (π₯ 6M Β· β±οΈ 27.10.2025):
conda install -c conda-forge tensorflow -
Docker Hub (π₯ 81M Β· β 2.8K Β· β±οΈ 30.10.2025):
docker pull tensorflow/tensorflow
scikit-learn (π₯53 Β· β 64K) - scikit-learn: machine learning in Python. BSD-3 
-
GitHub (π¨βπ» 3.4K Β· π 26K Β· π₯ 1.1K Β· π¦ 1.3M Β· π 12K - 17% open Β· β±οΈ 30.10.2025):
git clone https://github.com/scikit-learn/scikit-learn -
PyPi (π₯ 140M / month Β· π¦ 35K Β· β±οΈ 09.09.2025):
pip install scikit-learn -
Conda (π₯ 40M Β· β±οΈ 09.09.2025):
conda install -c conda-forge scikit-learn
XGBoost (π₯46 Β· β 28K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2
-
GitHub (π¨βπ» 670 Β· π 8.8K Β· π₯ 20K Β· π¦ 170K Β· π 5.6K - 8% open Β· β±οΈ 30.10.2025):
git clone https://github.com/dmlc/xgboost -
PyPi (π₯ 31M / month Β· π¦ 2.9K Β· β±οΈ 21.10.2025):
pip install xgboost -
Conda (π₯ 6.6M Β· β±οΈ 16.09.2025):
conda install -c conda-forge xgboost
PaddlePaddle (π₯46 Β· β 23K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2 
jax (π₯45 Β· β 34K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
pytorch-lightning (π₯45 Β· β 30K) - Pretrain, finetune ANY AI model of ANY size on 1 or.. Apache-2 
-
GitHub (π¨βπ» 1K Β· π 3.6K Β· π₯ 15K Β· π¦ 48K Β· π 7.4K - 11% open Β· β±οΈ 29.10.2025):
git clone https://github.com/Lightning-AI/lightning -
PyPi (π₯ 9.8M / month Β· π¦ 1.8K Β· β±οΈ 05.09.2025):
pip install pytorch-lightning -
Conda (π₯ 1.7M Β· β±οΈ 05.09.2025):
conda install -c conda-forge pytorch-lightning
StatsModels (π₯45 Β· β 11K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3
-
GitHub (π¨βπ» 470 Β· π 3.3K Β· π₯ 36 Β· π¦ 180K Β· π 5.8K - 50% open Β· β±οΈ 22.10.2025):
git clone https://github.com/statsmodels/statsmodels -
PyPi (π₯ 24M / month Β· π¦ 5.6K Β· β±οΈ 07.07.2025):
pip install statsmodels -
Conda (π₯ 22M Β· β±οΈ 01.10.2025):
conda install -c conda-forge statsmodels
LightGBM (π₯42 Β· β 18K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT
-
GitHub (π¨βπ» 330 Β· π 3.9K Β· π₯ 310K Β· π¦ 56K Β· π 3.6K - 12% open Β· β±οΈ 28.10.2025):
git clone https://github.com/microsoft/LightGBM -
PyPi (π₯ 11M / month Β· π¦ 1.6K Β· β±οΈ 15.02.2025):
pip install lightgbm -
Conda (π₯ 4.1M Β· β±οΈ 20.10.2025):
conda install -c conda-forge lightgbm
Catboost (π₯42 Β· β 8.6K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2
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GitHub (π¨βπ» 1.4K Β· π 1.2K Β· π₯ 460K Β· π¦ 19 Β· π 2.5K - 25% open Β· β±οΈ 30.10.2025):
git clone https://github.com/catboost/catboost -
PyPi (π₯ 5.1M / month Β· π¦ 650 Β· β±οΈ 13.04.2025):
pip install catboost -
Conda (π₯ 2.2M Β· β±οΈ 09.08.2025):
conda install -c conda-forge catboost
Flax (π₯38 Β· β 6.9K) - Flax is a neural network library for JAX that is designed for.. Apache-2 
Ignite (π₯36 Β· β 4.7K) - High-level library to help with training and evaluating neural.. BSD-3 
einops (π₯35 Β· β 9.2K) - Flexible and powerful tensor operations for readable and reliable code.. MIT
Jina (π₯33 Β· β 22K Β· π€) - Build multimodal AI applications with cloud-native stack. Apache-2
-
GitHub (π¨βπ» 180 Β· π 2.2K Β· β±οΈ 24.03.2025):
git clone https://github.com/jina-ai/jina -
PyPi (π₯ 120K / month Β· π¦ 29 Β· β±οΈ 24.03.2025):
pip install jina -
Conda (π₯ 110K Β· β±οΈ 22.04.2025):
conda install -c conda-forge jina-core -
Docker Hub (π₯ 1.8M Β· β 9 Β· β±οΈ 24.03.2025):
docker pull jinaai/jina
Thinc (π₯33 Β· β 2.9K Β· π€) - A refreshing functional take on deep learning, compatible with your.. MIT
Ludwig (π₯32 Β· β 12K Β· π€) - Low-code framework for building custom LLMs, neural networks,.. Apache-2 
tensorflow-upstream (π₯31 Β· β 700) - TensorFlow ROCm port. Apache-2 
Geomstats (π₯30 Β· β 1.4K) - Computations and statistics on manifolds with geometric structures. MIT
pyRiemann (π₯28 Β· β 700) - Machine learning for multivariate data through the Riemannian.. BSD-3 
NuPIC (π₯27 Β· β 6.4K Β· π€) - Numenta Platform for Intelligent Computing is an implementation of.. MIT
Determined (π₯26 Β· β 3.2K Β· π€) - Determined is an open-source machine learning.. Apache-2 

Neural Network Libraries (π₯26 Β· β 2.8K) - Neural Network Libraries. Apache-2
deepinv (π₯26 Β· β 540) - DeepInverse: a PyTorch library for solving imaging inverse problems.. BSD-3
Towhee (π₯23 Β· β 3.4K Β· π€) - Towhee is a framework that is dedicated to making neural data.. Apache-2
Runhouse (π₯21 Β· β 1.1K) - Distribute and run AI workloads magically in Python, like PyTorch.. Apache-2
NeoML (π₯19 Β· β 790) - Machine learning framework for both deep learning and traditional.. Apache-2
chefboost (π₯19 Β· β 480) - A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT
ThunderGBM (π₯18 Β· β 710 Β· π€) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2
Show 26 hidden projects...
- dlib (π₯40 Β· β 14K) - A toolkit for making real world machine learning and data analysis..
βοΈBSL-1.0 - MXNet (π₯38 Β· β 21K Β· π) - Lightweight, Portable, Flexible Distributed/Mobile Deep..
Apache-2 - Theano (π₯37 Β· β 10K Β· π) - Theano was a Python library that allows you to define, optimize, and..
BSD-3 - MindsDB (π₯33 Β· β 37K) - Federated query engine for AI - The only MCP Server youll ever need.
βοΈICU - Vowpal Wabbit (π₯33 Β· β 8.6K Β· π) - Vowpal Wabbit is a machine learning system which pushes the..
BSD-3 - Chainer (π₯33 Β· β 5.9K Β· π) - A flexible framework of neural networks for deep learning.
MIT - Turi Create (π₯32 Β· β 11K Β· π) - Turi Create simplifies the development of custom machine..
BSD-3 - tensorpack (π₯32 Β· β 6.3K Β· π) - A Neural Net Training Interface on TensorFlow, with..
Apache-2 - TFlearn (π₯31 Β· β 9.6K Β· π) - Deep learning library featuring a higher-level API for TensorFlow.
MIT - dyNET (π₯31 Β· β 3.4K Β· π) - DyNet: The Dynamic Neural Network Toolkit.
Apache-2 - CNTK (π₯29 Β· β 18K Β· π) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit.
MIT - Lasagne (π₯28 Β· β 3.9K Β· π) - Lightweight library to build and train neural networks in Theano.
MIT - SHOGUN (π₯26 Β· β 3.1K Β· π) - Unified and efficient Machine Learning.
BSD-3 - ktrain (π₯26 Β· β 1.3K Β· π) - ktrain is a Python library that makes deep learning and AI..
Apache-2 - NeuPy (π₯25 Β· β 740 Β· π) - NeuPy is a Tensorflow based python library for prototyping and building..
MIT - xLearn (π₯24 Β· β 3.1K Β· π) - High performance, easy-to-use, and scalable machine learning (ML)..
Apache-2 - EvaDB (π₯24 Β· β 2.7K Β· π) - Database system for AI-powered apps.
Apache-2 - neon (π₯22 Β· β 3.9K Β· π) - Intel Nervana reference deep learning framework committed to best..
Apache-2 - ThunderSVM (π₯22 Β· β 1.6K Β· π) - ThunderSVM: A Fast SVM Library on GPUs and CPUs.
Apache-2 - Torchbearer (π₯22 Β· β 640 Β· π) - torchbearer: A model fitting library for PyTorch.
MIT - mace (π₯21 Β· β 5K Β· π) - MACE is a deep learning inference framework optimized for mobile..
Apache-2 - Neural Tangents (π₯21 Β· β 2.4K Β· π) - Fast and Easy Infinite Neural Networks in Python.
Apache-2 - Objax (π₯20 Β· β 770 Β· π) - Objax is a machine learning framework that provides an Object..
Apache-2 - elegy (π₯19 Β· β 480 Β· π) - A High Level API for Deep Learning in JAX.
MIT - StarSpace (π₯16 Β· β 4K Β· π) - Learning embeddings for classification, retrieval and ranking.
MIT - nanodl (π₯14 Β· β 300 Β· π) - A Jax-based library for building transformers, includes..
MIT
Data Visualization
General-purpose and task-specific data visualization libraries.
Matplotlib (π₯49 Β· β 22K) - matplotlib: plotting with Python. βUnlicensed
-
GitHub (π¨βπ» 1.9K Β· π 8.1K Β· π¦ 1.9M Β· π 11K - 14% open Β· β±οΈ 30.10.2025):
git clone https://github.com/matplotlib/matplotlib -
PyPi (π₯ 120M / month Β· π¦ 68K Β· β±οΈ 09.10.2025):
pip install matplotlib -
Conda (π₯ 33M Β· β±οΈ 15.10.2025):
conda install -c conda-forge matplotlib
Plotly (π₯47 Β· β 18K) - The interactive graphing library for Python. MIT
-
GitHub (π¨βπ» 300 Β· π 2.7K Β· π₯ 550 Β· π¦ 460K Β· π 3.3K - 21% open Β· β±οΈ 28.10.2025):
git clone https://github.com/plotly/plotly.py -
PyPi (π₯ 37M / month Β· π¦ 9.7K Β· β±οΈ 02.10.2025):
pip install plotly -
Conda (π₯ 12M Β· β±οΈ 03.10.2025):
conda install -c conda-forge plotly -
npm (π₯ 2.8K / month Β· π¦ 9 Β· β±οΈ 12.01.2021):
npm install plotlywidget
Seaborn (π₯42 Β· β 14K) - Statistical data visualization in Python. BSD-3
-
GitHub (π¨βπ» 220 Β· π 2K Β· π₯ 510 Β· π¦ 700K Β· π 2.6K - 6% open Β· β±οΈ 10.07.2025):
git clone https://github.com/mwaskom/seaborn -
PyPi (π₯ 31M / month Β· π¦ 11K Β· β±οΈ 25.01.2024):
pip install seaborn -
Conda (π₯ 15M Β· β±οΈ 22.04.2025):
conda install -c conda-forge seaborn
Altair (π₯41 Β· β 10K) - Declarative visualization library for Python. BSD-3
-
GitHub (π¨βπ» 180 Β· π 800 Β· π₯ 280 Β· π¦ 240K Β· π 2.1K - 6% open Β· β±οΈ 27.10.2025):
git clone https://github.com/altair-viz/altair -
PyPi (π₯ 37M / month Β· π¦ 920 Β· β±οΈ 23.11.2024):
pip install altair -
Conda (π₯ 3M Β· β±οΈ 22.04.2025):
conda install -c conda-forge altair
PyVista (π₯38 Β· β 3.3K) - 3D plotting and mesh analysis through a streamlined interface for.. MIT 
-
GitHub (π¨βπ» 190 Β· π 590 Β· π₯ 960 Β· π¦ 5.2K Β· π 2K - 35% open Β· β±οΈ 28.10.2025):
git clone https://github.com/pyvista/pyvista -
PyPi (π₯ 1M / month Β· π¦ 820 Β· β±οΈ 26.08.2025):
pip install pyvista -
Conda (π₯ 810K Β· β±οΈ 10.10.2025):
conda install -c conda-forge pyvista
HoloViews (π₯38 Β· β 2.8K) - With Holoviews, your data visualizes itself. BSD-3 
-
GitHub (π¨βπ» 150 Β· π 410 Β· π¦ 17K Β· π 3.4K - 31% open Β· β±οΈ 29.10.2025):
git clone https://github.com/holoviz/holoviews -
PyPi (π₯ 820K / month Β· π¦ 490 Β· β±οΈ 29.10.2025):
pip install holoviews -
Conda (π₯ 2.4M Β· β±οΈ 25.06.2025):
conda install -c conda-forge holoviews -
npm (π₯ 380 / month Β· π¦ 7 Β· β±οΈ 20.06.2025):
npm install @pyviz/jupyterlab_pyviz
PyQtGraph (π₯37 Β· β 4.2K) - Fast data visualization and GUI tools for scientific / engineering.. MIT
-
GitHub (π¨βπ» 300 Β· π 1.1K Β· π¦ 13K Β· π 1.4K - 31% open Β· β±οΈ 02.10.2025):
git clone https://github.com/pyqtgraph/pyqtgraph -
PyPi (π₯ 560K / month Β· π¦ 1K Β· β±οΈ 29.04.2024):
pip install pyqtgraph -
Conda (π₯ 880K Β· β±οΈ 22.04.2025):
conda install -c conda-forge pyqtgraph
pandas-profiling (π₯35 Β· β 13K) - 1 Line of code data quality profiling & exploratory.. MIT 

-
GitHub (π¨βπ» 140 Β· π 1.7K Β· π₯ 490 Β· π¦ 6.9K Β· π 850 - 30% open Β· β±οΈ 19.09.2025):
git clone https://github.com/ydataai/pandas-profiling -
PyPi (π₯ 330K / month Β· π¦ 180 Β· β±οΈ 03.02.2023):
pip install pandas-profiling -
Conda (π₯ 590K Β· β±οΈ 22.04.2025):
conda install -c conda-forge pandas-profiling
cartopy (π₯35 Β· β 1.5K) - Cartopy - a cartographic python library with matplotlib support. BSD-3
VisPy (π₯34 Β· β 3.5K Β· π) - High-performance interactive 2D/3D data visualization library. BSD-3 
-
GitHub (π¨βπ» 210 Β· π 620 Β· π¦ 2.1K Β· π 1.5K - 25% open Β· β±οΈ 13.10.2025):
git clone https://github.com/vispy/vispy -
PyPi (π₯ 190K / month Β· π¦ 200 Β· β±οΈ 19.05.2025):
pip install vispy -
Conda (π₯ 980K Β· β±οΈ 30.08.2025):
conda install -c conda-forge vispy -
npm (π₯ 12 / month Β· π¦ 3 Β· β±οΈ 15.03.2020):
npm install vispy
datashader (π₯34 Β· β 3.5K) - Quickly and accurately render even the largest data. BSD-3
-
GitHub (π¨βπ» 63 Β· π 380 Β· π¦ 6.3K Β· π 620 - 24% open Β· β±οΈ 09.10.2025):
git clone https://github.com/holoviz/datashader -
PyPi (π₯ 280K / month Β· π¦ 250 Β· β±οΈ 05.08.2025):
pip install datashader -
Conda (π₯ 1.6M Β· β±οΈ 05.08.2025):
conda install -c conda-forge datashader
lets-plot (π₯34 Β· β 1.7K) - Multiplatform plotting library based on the Grammar of Graphics. MIT
Perspective (π₯33 Β· β 9.5K) - A data visualization and analytics component, especially.. Apache-2 
-
GitHub (π¨βπ» 100 Β· π 1.2K Β· π₯ 12K Β· π¦ 190 Β· π 890 - 12% open Β· β±οΈ 29.10.2025):
git clone https://github.com/finos/perspective -
PyPi (π₯ 17K / month Β· π¦ 31 Β· β±οΈ 28.10.2025):
pip install perspective-python -
Conda (π₯ 2.4M Β· β±οΈ 28.10.2025):
conda install -c conda-forge perspective -
npm (π₯ 600 / month Β· π¦ 6 Β· β±οΈ 03.09.2025):
npm install @finos/perspective-jupyterlab
hvPlot (π₯32 Β· β 1.3K) - A high-level plotting API for pandas, dask, xarray, and networkx built.. BSD-3
mpld3 (π₯31 Β· β 2.4K Β· π) - An interactive data visualization tool which brings matplotlib.. BSD-3
-
GitHub (π¨βπ» 54 Β· π 360 Β· π¦ 7.6K Β· π 370 - 59% open Β· β±οΈ 27.07.2025):
git clone https://github.com/mpld3/mpld3 -
PyPi (π₯ 440K / month Β· π¦ 160 Β· β±οΈ 27.07.2025):
pip install mpld3 -
Conda (π₯ 280K Β· β±οΈ 28.07.2025):
conda install -c conda-forge mpld3 -
npm (π₯ 900 / month Β· π¦ 11 Β· β±οΈ 27.07.2025):
npm install mpld3
bqplot (π₯30 Β· β 3.7K) - Plotting library for IPython/Jupyter notebooks. Apache-2 
-
GitHub (π¨βπ» 66 Β· π 480 Β· π¦ 62 Β· π 650 - 42% open Β· β±οΈ 25.08.2025):
git clone https://github.com/bqplot/bqplot -
PyPi (π₯ 230K / month Β· π¦ 110 Β· β±οΈ 21.05.2025):
pip install bqplot -
Conda (π₯ 1.9M Β· β±οΈ 02.09.2025):
conda install -c conda-forge bqplot -
npm (π₯ 3K / month Β· π¦ 21 Β· β±οΈ 03.09.2025):
npm install bqplot
D-Tale (π₯29 Β· β 5K) - Visualizer for pandas data structures. βοΈLGPL-2.1 

openTSNE (π₯29 Β· β 1.6K Β· π) - Extensible, parallel implementations of t-SNE. BSD-3
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GitHub (π¨βπ» 14 Β· π 170 Β· π¦ 1.1K Β· π 150 - 2% open Β· β±οΈ 27.10.2025):
git clone https://github.com/pavlin-policar/openTSNE -
PyPi (π₯ 58K / month Β· π¦ 69 Β· β±οΈ 27.10.2025):
pip install opentsne -
Conda (π₯ 500K Β· β±οΈ 27.10.2025):
conda install -c conda-forge opentsne
Plotly-Resampler (π₯27 Β· β 1.2K) - Visualize large time series data with plotly.py. MIT
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GitHub (π¨βπ» 14 Β· π 74 Β· π¦ 2K Β· π 190 - 32% open Β· β±οΈ 03.09.2025):
git clone https://github.com/predict-idlab/plotly-resampler -
PyPi (π₯ 370K / month Β· π¦ 38 Β· β±οΈ 29.08.2025):
pip install plotly-resampler -
Conda (π₯ 140K Β· β±οΈ 09.10.2025):
conda install -c conda-forge plotly-resampler
HyperTools (π₯26 Β· β 1.9K) - A Python toolbox for gaining geometric insights into high-dimensional.. MIT
data-validation (π₯25 Β· β 780) - Library for exploring and validating machine learning.. Apache-2 

Chartify (π₯24 Β· β 3.6K Β· π€) - Python library that makes it easy for data scientists to create.. Apache-2
vegafusion (π₯21 Β· β 390) - Serverside scaling for Vega and Altair visualizations. BSD-3
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GitHub (π¨βπ» 6 Β· π 26 Β· π₯ 6.6K Β· π 150 - 36% open Β· β±οΈ 29.09.2025):
git clone https://github.com/vegafusion/vegafusion -
PyPi (π₯ 770 / month Β· π¦ 2 Β· β±οΈ 09.05.2024):
pip install vegafusion-jupyter -
Conda (π₯ 520K Β· β±οΈ 27.10.2025):
conda install -c conda-forge vegafusion-python-embed -
npm (π₯ 1.9K / month Β· π¦ 3 Β· β±οΈ 09.05.2024):
npm install vegafusion-jupyter
Show 22 hidden projects...
- missingno (π₯30 Β· β 4.2K Β· π) - Missing data visualization module for Python.
MIT - Facets Overview (π₯28 Β· β 7.4K Β· π) - Visualizations for machine learning datasets.
Apache-2 - Cufflinks (π₯28 Β· β 3.1K Β· π) - Productivity Tools for Plotly + Pandas.
MIT - pythreejs (π₯27 Β· β 980 Β· π) - A Jupyter - Three.js bridge.
BSD-3 - Sweetviz (π₯26 Β· β 3.1K Β· π) - Visualize and compare datasets, target values and associations, with..
MIT - AutoViz (π₯26 Β· β 1.9K Β· π) - Automatically Visualize any dataset, any size with a single line..
Apache-2 - ridgeplot (π₯26 Β· β 240) - Beautiful ridgeline plots in Python.
MIT - PandasGUI (π₯24 Β· β 3.3K) - A GUI for Pandas DataFrames.
βοΈMIT-0 - HiPlot (π₯24 Β· β 2.8K Β· π) - HiPlot makes understanding high dimensional data easy.
MIT - python-ternary (π₯24 Β· β 770 Β· π) - Ternary plotting library for python with matplotlib.
MIT - Multicore-TSNE (π₯23 Β· β 1.9K Β· π) - Parallel t-SNE implementation with Python and Torch..
BSD-3 - Pandas-Bokeh (π₯22 Β· β 890 Β· π) - Bokeh Plotting Backend for Pandas and GeoPandas.
MIT - pivottablejs (π₯21 Β· β 710 Β· π) - Dragndrop Pivot Tables and Charts for Jupyter/IPython..
MIT - joypy (π₯21 Β· β 600 Β· π) - Joyplots in Python with matplotlib & pandas.
MIT - PyWaffle (π₯21 Β· β 600 Β· π) - Make Waffle Charts in Python.
MIT - PDPbox (π₯20 Β· β 860 Β· π) - python partial dependence plot toolbox.
MIT - animatplot (π₯18 Β· β 410 Β· π) - A python package for animating plots build on matplotlib.
MIT - ivis (π₯18 Β· β 340 Β· π) - Dimensionality reduction in very large datasets using Siamese..
Apache-2 - pdvega (π₯16 Β· β 340 Β· π) - Interactive plotting for Pandas using Vega-Lite.
MIT - nx-altair (π₯16 Β· β 230 Β· π) - Draw interactive NetworkX graphs with Altair.
MIT - data-describe (π₯15 Β· β 300 Β· π) - datadescribe: Pythonic EDA Accelerator for Data Science.
Apache-2 - nptsne (π₯11 Β· β 33 Β· π) - nptsne is a numpy compatible python binary package that offers a..
Apache-2
Text Data & NLP
Libraries for processing, cleaning, manipulating, and analyzing text data as well as libraries for NLP tasks such as language detection, fuzzy matching, classification, seq2seq learning, conversational AI, keyword extraction, and translation.
transformers (π₯54 Β· β 150K) - Transformers: the model-definition framework for.. Apache-2 

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GitHub (π¨βπ» 3.6K Β· π 31K Β· π¦ 400K Β· π 19K - 11% open Β· β±οΈ 30.10.2025):
git clone https://github.com/huggingface/transformers -
PyPi (π₯ 93M / month Β· π¦ 11K Β· β±οΈ 14.10.2025):
pip install transformers -
Conda (π₯ 3.3M Β· β±οΈ 14.10.2025):
conda install -c conda-forge transformers
nltk (π₯47 Β· β 14K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
litellm (π₯45 Β· β 30K Β· π) - Python SDK, Proxy Server (LLM Gateway) to call 100+.. MIT o t h e r s
spaCy (π₯43 Β· β 33K Β· π) - Industrial-strength Natural Language Processing (NLP) in Python. MIT
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GitHub (π¨βπ» 780 Β· π 4.5K Β· π₯ 4.9K Β· π¦ 140K Β· π 5.8K - 3% open Β· β±οΈ 28.10.2025):
git clone https://github.com/explosion/spaCy -
PyPi (π₯ 17M / month Β· π¦ 3.2K Β· β±οΈ 23.05.2025):
pip install spacy -
Conda (π₯ 6.5M Β· β±οΈ 06.07.2025):
conda install -c conda-forge spacy
sentence-transformers (π₯42 Β· β 18K) - State-of-the-Art Text Embeddings. Apache-2 
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GitHub (π¨βπ» 240 Β· π 2.7K Β· π¦ 120K Β· π 2.5K - 51% open Β· β±οΈ 22.10.2025):
git clone https://github.com/UKPLab/sentence-transformers -
PyPi (π₯ 17M / month Β· π¦ 3.7K Β· β±οΈ 22.10.2025):
pip install sentence-transformers -
Conda (π₯ 1M Β· β±οΈ 22.10.2025):
conda install -c conda-forge sentence-transformers
gensim (π₯42 Β· β 16K) - Topic Modelling for Humans. βοΈLGPL-2.1
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GitHub (π¨βπ» 460 Β· π 4.4K Β· π₯ 6.4K Β· π¦ 78K Β· π 1.9K - 21% open Β· β±οΈ 16.10.2025):
git clone https://github.com/RaRe-Technologies/gensim -
PyPi (π₯ 5.2M / month Β· π¦ 1.6K Β· β±οΈ 18.10.2025):
pip install gensim -
Conda (π₯ 1.8M Β· β±οΈ 22.04.2025):
conda install -c conda-forge gensim
sentencepiece (π₯42 Β· β 11K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2
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GitHub (π¨βπ» 100 Β· π 1.3K Β· π₯ 110K Β· π¦ 120K Β· π 800 - 3% open Β· β±οΈ 04.10.2025):
git clone https://github.com/google/sentencepiece -
PyPi (π₯ 31M / month Β· π¦ 2.4K Β· β±οΈ 12.08.2025):
pip install sentencepiece -
Conda (π₯ 1.7M Β· β±οΈ 22.09.2025):
conda install -c conda-forge sentencepiece
Tokenizers (π₯40 Β· β 10K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
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GitHub (π¨βπ» 130 Β· π 970 Β· π₯ 86 Β· π¦ 180K Β· π 1.1K - 9% open Β· β±οΈ 16.10.2025):
git clone https://github.com/huggingface/tokenizers -
PyPi (π₯ 81M / month Β· π¦ 1.7K Β· β±οΈ 19.09.2025):
pip install tokenizers -
Conda (π₯ 3.6M Β· β±οΈ 19.09.2025):
conda install -c conda-forge tokenizers
haystack (π₯37 Β· β 23K) - AI orchestration framework to build customizable, production-ready.. Apache-2
Opik (π₯37 Β· β 15K) - Debug, evaluate, and monitor your LLM applications, RAG systems, and.. Apache-2
ChatterBot (π₯37 Β· β 14K) - ChatterBot is a machine learning, conversational dialog engine for.. BSD-3
flair (π₯37 Β· β 14K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT 
TextBlob (π₯37 Β· β 9.5K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT
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GitHub (π¨βπ» 37 Β· π 1.2K Β· π₯ 140 Β· π¦ 60K Β· π 280 - 25% open Β· β±οΈ 18.10.2025):
git clone https://github.com/sloria/TextBlob -
PyPi (π₯ 1.5M / month Β· π¦ 400 Β· β±οΈ 13.01.2025):
pip install textblob -
Conda (π₯ 340K Β· β±οΈ 22.04.2025):
conda install -c conda-forge textblob
fairseq (π₯36 Β· β 32K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT 
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GitHub (π¨βπ» 430 Β· π 6.6K Β· π₯ 440 Β· π¦ 4.4K Β· π 4.4K - 30% open Β· β±οΈ 30.09.2025):
git clone https://github.com/facebookresearch/fairseq -
PyPi (π₯ 77K / month Β· π¦ 120 Β· β±οΈ 27.06.2022):
pip install fairseq -
Conda (π₯ 170K Β· β±οΈ 02.10.2025):
conda install -c conda-forge fairseq
stanza (π₯36 Β· β 7.6K) - Stanford NLP Python library for tokenization, sentence segmentation,.. Apache-2
qdrant (π₯35 Β· β 27K) - Qdrant - High-performance, massive-scale Vector Database and Vector.. Apache-2
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GitHub (π¨βπ» 140 Β· π 1.9K Β· π₯ 500K Β· π¦ 120 Β· π 1.6K - 22% open Β· β±οΈ 30.09.2025):
git clone https://github.com/qdrant/qdrant
Rasa (π₯34 Β· β 21K) - Open source machine learning framework to automate text- and voice-.. Apache-2 
TensorFlow Text (π₯34 Β· β 1.3K) - Making text a first-class citizen in TensorFlow. Apache-2 
snowballstemmer (π₯34 Β· β 810) - Snowball compiler and stemming algorithms. BSD-3
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GitHub (π¨βπ» 41 Β· π 190 Β· π¦ 11 Β· π 120 - 17% open Β· β±οΈ 28.10.2025):
git clone https://github.com/snowballstem/snowball -
PyPi (π₯ 24M / month Β· π¦ 550 Β· β±οΈ 09.05.2025):
pip install snowballstemmer -
Conda (π₯ 11M Β· β±οΈ 20.05.2025):
conda install -c conda-forge snowballstemmer
torchtext (π₯32 Β· β 3.6K) - Models, data loaders and abstractions for language processing,.. BSD-3 
jellyfish (π₯32 Β· β 2.2K) - a python library for doing approximate and phonetic matching of strings. MIT
DeepPavlov (π₯31 Β· β 6.9K Β· π€) - An open source library for deep learning end-to-end.. Apache-2 
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GitHub (π¨βπ» 78 Β· π 1.2K Β· π¦ 440 Β· π 640 - 4% open Β· β±οΈ 26.11.2024):
git c
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