lukasmasuch / best-of-ml-python
- ΠΏΡΡΠ½ΠΈΡΠ°, 24 ΠΎΠΊΡΡΠ±ΡΡ 2025β―Π³. Π² 00:00:03
https://github.com/lukasmasuch/best-of-ml-python
Tensorflow (π₯56 Β· β 190K) - An Open Source Machine Learning Framework for Everyone.
scikit-learn (π₯53 Β· β 64K) - scikit-learn: machine learning in Python.
XGBoost (π₯46 Β· β 27K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or..
PaddlePaddle (π₯46 Β· β 23K) - PArallel Distributed Deep LEarning: Machine Learning..
jax (π₯45 Β· β 34K) - Composable transformations of Python+NumPy programs: differentiate,..
pytorch-lightning (π₯45 Β· β 30K) - Pretrain, finetune ANY AI model of ANY size on 1 or..
StatsModels (π₯45 Β· β 11K) - Statsmodels: statistical modeling and econometrics in Python.
LightGBM (π₯42 Β· β 18K Β· π) - A fast, distributed, high performance gradient boosting (GBT, GBDT,..
Catboost (π₯42 Β· β 8.6K) - A fast, scalable, high performance Gradient Boosting on Decision..
Flax (π₯38 Β· β 6.9K) - Flax is a neural network library for JAX that is designed for..
Ignite (π₯36 Β· β 4.7K) - High-level library to help with training and evaluating neural..
einops (π₯35 Β· β 9.2K) - Flexible and powerful tensor operations for readable and reliable code..
Jina (π₯33 Β· β 22K Β· π€) - Build multimodal AI applications with cloud-native stack.
Thinc (π₯33 Β· β 2.9K Β· π€) - A refreshing functional take on deep learning, compatible with your..
Ludwig (π₯32 Β· β 12K Β· π€) - Low-code framework for building custom LLMs, neural networks,..
tensorflow-upstream (π₯31 Β· β 700) - TensorFlow ROCm port.
Geomstats (π₯30 Β· β 1.4K) - Computations and statistics on manifolds with geometric structures.
NuPIC (π₯28 Β· β 6.4K Β· π€) - Numenta Platform for Intelligent Computing is an implementation of..
pyRiemann (π₯28 Β· β 700) - Machine learning for multivariate data through the Riemannian..
Determined (π₯26 Β· β 3.2K Β· π€) - Determined is an open-source machine learning..
Neural Network Libraries (π₯26 Β· β 2.8K) - Neural Network Libraries.
deepinv (π₯26 Β· β 530) - DeepInverse: a PyTorch library for solving imaging inverse problems..
Towhee (π₯23 Β· β 3.4K Β· π€) - Towhee is a framework that is dedicated to making neural data..
NeoML (π₯19 Β· β 790) - Machine learning framework for both deep learning and traditional..
chefboost (π₯19 Β· β 480) - A Lightweight Decision Tree Framework supporting regular algorithms:..
Runhouse (π₯18 Β· β 1K) - Distribute and run AI workloads magically in Python, like PyTorch for..
ThunderGBM (π₯18 Β· β 710 Β· π€) - ThunderGBM: Fast GBDTs and Random Forests on GPUs.
Matplotlib (π₯49 Β· β 22K) - matplotlib: plotting with Python.
Plotly (π₯47 Β· β 18K) - The interactive graphing library for Python.
Seaborn (π₯42 Β· β 14K) - Statistical data visualization in Python.
Altair (π₯41 Β· β 10K) - Declarative visualization library for Python.
PyVista (π₯38 Β· β 3.3K) - 3D plotting and mesh analysis through a streamlined interface for..
HoloViews (π₯38 Β· β 2.8K) - With Holoviews, your data visualizes itself.
PyQtGraph (π₯37 Β· β 4.2K) - Fast data visualization and GUI tools for scientific / engineering..
pandas-profiling (π₯35 Β· β 13K) - 1 Line of code data quality profiling & exploratory..
VisPy (π₯35 Β· β 3.5K) - High-performance interactive 2D/3D data visualization library.
cartopy (π₯35 Β· β 1.5K) - Cartopy - a cartographic python library with matplotlib support.
datashader (π₯34 Β· β 3.5K) - Quickly and accurately render even the largest data.
lets-plot (π₯34 Β· β 1.7K) - Multiplatform plotting library based on the Grammar of Graphics.
Perspective (π₯33 Β· β 9.5K) - A data visualization and analytics component, especially..
mpld3 (π₯32 Β· β 2.4K) - An interactive data visualization tool which brings matplotlib graphics to..
hvPlot (π₯32 Β· β 1.3K) - A high-level plotting API for pandas, dask, xarray, and networkx built..
bqplot (π₯30 Β· β 3.7K) - Plotting library for IPython/Jupyter notebooks.
D-Tale (π₯29 Β· β 5K) - Visualizer for pandas data structures.
HyperTools (π₯27 Β· β 1.9K) - A Python toolbox for gaining geometric insights into high-dimensional..
openTSNE (π₯27 Β· β 1.6K) - Extensible, parallel implementations of t-SNE.
Plotly-Resampler (π₯27 Β· β 1.2K) - Visualize large time series data with plotly.py.
data-validation (π₯25 Β· β 770) - Library for exploring and validating machine learning..
Chartify (π₯24 Β· β 3.6K Β· π€) - Python library that makes it easy for data scientists to create..
vegafusion (π₯21 Β· β 380) - Serverside scaling for Vega and Altair visualizations.
transformers (π₯54 Β· β 150K) - Transformers: the model-definition framework for..
nltk (π₯47 Β· β 14K) - Suite of libraries and programs for symbolic and statistical natural..
litellm (π₯46 Β· β 30K Β· π) - Python SDK, Proxy Server (LLM Gateway) to call 100+..
spaCy (π₯42 Β· β 33K) - Industrial-strength Natural Language Processing (NLP) in Python.
sentence-transformers (π₯42 Β· β 18K) - State-of-the-Art Text Embeddings.
gensim (π₯42 Β· β 16K Β· π) - Topic Modelling for Humans.
sentencepiece (π₯42 Β· β 11K) - Unsupervised text tokenizer for Neural Network-based text..
Tokenizers (π₯40 Β· β 10K) - Fast State-of-the-Art Tokenizers optimized for Research and..
haystack (π₯38 Β· β 23K) - AI orchestration framework to build customizable, production-ready..
flair (π₯37 Β· β 14K) - A very simple framework for state-of-the-art Natural Language Processing..
TextBlob (π₯37 Β· β 9.4K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech..
fairseq (π₯36 Β· β 32K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python.
ChatterBot (π₯36 Β· β 14K) - ChatterBot is a machine learning, conversational dialog engine for..
stanza (π₯36 Β· β 7.6K) - Stanford NLP Python library for tokenization, sentence segmentation,..
qdrant (π₯35 Β· β 27K) - Qdrant - High-performance, massive-scale Vector Database and Vector..
Opik (π₯35 Β· β 15K) - Debug, evaluate, and monitor your LLM applications, RAG systems, and..
Rasa (π₯34 Β· β 21K) - Open source machine learning framework to automate text- and voice-..
TensorFlow Text (π₯34 Β· β 1.3K) - Making text a first-class citizen in TensorFlow.
snowballstemmer (π₯33 Β· β 810) - Snowball compiler and stemming algorithms.
torchtext (π₯32 Β· β 3.6K) - Models, data loaders and abstractions for language processing,..
DeepPavlov (π₯31 Β· β 6.9K Β· π€) - An open source library for deep learning end-to-end..
ftfy (π₯31 Β· β 4K Β· π€) - Fixes mojibake and other glitches in Unicode text, after the fact.
jellyfish (π₯31 Β· β 2.2K) - a python library for doing approximate and phonetic matching of strings.
SciSpacy (π₯31 Β· β 1.9K) - A full spaCy pipeline and models for scientific/biomedical documents.
english-words (π₯29 Β· β 12K Β· π€) - A text file containing 479k English words for all your..
rubrix (π₯29 Β· β 4.7K) - Argilla is a collaboration tool for AI engineers and domain experts..
TextDistance (π₯28 Β· β 3.5K) - Compute distance between sequences. 30+ algorithms, pure python..
spacy-transformers (π₯28 Β· β 1.4K) - Use pretrained transformers like BERT, XLNet and GPT-2..
Dedupe (π₯27 Β· β 4.4K) - A python library for accurate and scalable fuzzy matching, record..
scattertext (π₯25 Β· β 2.3K) - Beautiful visualizations of how language differs among document..
detoxify (π₯25 Β· β 1.1K) - Trained models & code to predict toxic comments on all 3 Jigsaw..
T5 (π₯24 Β· β 6.4K) - Code for the paper Exploring the Limits of Transfer Learning with a..
sense2vec (π₯24 Β· β 1.7K) - Contextually-keyed word vectors.
happy-transformer (π₯23 Β· β 540 Β· π€) - Happy Transformer makes it easy to fine-tune and..
Sockeye (π₯21 Β· β 1.2K Β· π€) - Sequence-to-sequence framework with a focus on Neural..
small-text (π₯21 Β· β 630) - Active Learning for Text Classification in Python.
textaugment (π₯19 Β· β 430) - TextAugment: Text Augmentation Library.
VizSeq (π₯16 Β· β 440) - An Analysis Toolkit for Natural Language Generation (Translation,..
PyTorch Image Models (π₯42 Β· β 35K) - The largest collection of PyTorch image encoders /..
torchvision (π₯41 Β· β 17K) - Datasets, Transforms and Models specific to Computer Vision.
deepface (π₯39 Β· β 21K) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,..
Kornia (π₯39 Β· β 11K) - Geometric Computer Vision Library for Spatial AI.
InsightFace (π₯37 Β· β 27K) - State-of-the-art 2D and 3D Face Analysis Project.
imageio (π₯37 Β· β 1.7K) - Python library for reading and writing image data.
Albumentations (π₯36 Β· β 15K) - Fast and flexible image augmentation library. Paper about..
opencv-python (π₯35 Β· β 5K) - Automated CI toolchain to produce precompiled opencv-python,..
detectron2 (π₯33 Β· β 34K) - Detectron2 is a platform for object detection, segmentation..
ImageHash (π₯32 Β· β 3.7K) - A Python Perceptual Image Hashing Module.
vit-pytorch (π₯31 Β· β 24K) - Implementation of Vision Transformer, a simple way to achieve..
PaddleSeg (π₯31 Β· β 9.2K) - Easy-to-use image segmentation library with awesome pre-..
sahi (π₯31 Β· β 4.9K) - Framework agnostic sliced/tiled inference + interactive ui + error analysis..
PaddleDetection (π₯28 Β· β 14K) - Object Detection toolkit based on PaddlePaddle. It..
mtcnn (π₯27 Β· β 2.4K Β· π€) - MTCNN face detection implementation for TensorFlow, as a PIP..
CellProfiler (π₯27 Β· β 1K) - An open-source application for biological image analysis.
Image Deduplicator (π₯26 Β· β 5.5K) - Finding duplicate images made easy!.
Norfair (π₯26 Β· β 2.5K) - Lightweight Python library for adding real-time multi-object tracking..
pytorchvideo (π₯25 Β· β 3.5K Β· π€) - A deep learning library for video understanding..
tensorflow-graphics (π₯25 Β· β 2.8K Β· π€) - TensorFlow Graphics: Differentiable Graphics Layers..
MMF (π₯24 Β· β 5.6K) - A modular framework for vision & language multimodal research from..
kubric (π₯23 Β· β 2.6K) - A data generation pipeline for creating semi-realistic synthetic..
icevision (π₯22 Β· β 870 Β· π€) - An Agnostic Computer Vision Framework - Pluggable to any..
PySlowFast (π₯21 Β· β 7.1K Β· π€) - PySlowFast: video understanding codebase from FAIR for..
Image Super-Resolution (π₯21 Β· β 4.8K Β· π€) - Super-scale your images and run experiments with..
Caer (π₯21 Β· β 810) - A lightweight Computer Vision library. Scale your models, not boilerplate.
scenic (π₯16 Β· β 3.7K) - Scenic: A Jax Library for Computer Vision Research and Beyond.
networkx (π₯46 Β· β 16K) - Network Analysis in Python.
PyTorch Geometric (π₯41 Β· β 23K) - Graph Neural Network Library for PyTorch.
dgl (π₯35 Β· β 14K) - Python package built to ease deep learning on graph, on top of existing DL..
pytorch_geometric_temporal (π₯29 Β· β 2.9K) - PyTorch Geometric Temporal: Spatiotemporal Signal..
pygraphistry (π₯29 Β· β 2.3K) - PyGraphistry is a Python library to quickly load, shape,..
ogb (π₯29 Β· β 2K) - Benchmark datasets, data loaders, and evaluators for graph machine learning.
PyKEEN (π₯28 Β· β 1.9K) - A Python library for learning and evaluating knowledge graph embeddings.
torch-cluster (π₯24 Β· β 900) - PyTorch Extension Library of Optimized Graph Cluster..
speechbrain (π₯37 Β· β 11K) - A PyTorch-based Speech Toolkit.
torchaudio (π₯37 Β· β 2.8K) - Data manipulation and transformation for audio signal..
SpeechRecognition (π₯34 Β· β 8.9K) - Speech recognition module for Python, supporting several..
spleeter (π₯32 Β· β 27K) - Deezer source separation library including pretrained models.
audiomentations (π₯32 Β· β 2.2K) - A Python library for audio data augmentation. Useful for..
audioread (π₯31 Β· β 520) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding..
pyAudioAnalysis (π₯28 Β· β 6.1K) - Python Audio Analysis Library: Feature Extraction,..
python-soundfile (π₯27 Β· β 800) - SoundFile is an audio library based on libsndfile, CFFI, and..
DeepSpeech (π₯21 Β· β 27K Β· π) - DeepSpeech is an open source embedded (offline, on-..
pydeck (π₯43 Β· β 14K) - WebGL2 powered visualization framework.
folium (π₯40 Β· β 7.2K) - Python Data. Leaflet.js Maps.
Shapely (π₯40 Β· β 4.3K) - Manipulation and analysis of geometric objects.
GeoPandas (π₯39 Β· β 4.9K) - Python tools for geographic data.
Rasterio (π₯37 Β· β 2.4K) - Rasterio reads and writes geospatial raster datasets.
pyproj (π₯37 Β· β 1.2K) - Python interface to PROJ (cartographic projections and coordinate..
ArcGIS API (π₯36 Β· β 2.1K Β· π) - Documentation and samples for ArcGIS API for Python.
ipyleaflet (π₯33 Β· β 1.5K) - A Jupyter - Leaflet.js bridge.
EarthPy (π₯28 Β· β 530) - A package built to support working with spatial data using open source..
pymap3d (π₯25 Β· β 430) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef..
Mapbox GL (π₯22 Β· β 680 Β· π€) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook.
yfinance (π₯42 Β· β 19K) - Download market data from Yahoo! Finances API.
Qlib (π₯32 Β· β 32K) - Qlib is an AI-oriented Quant investment platform that aims to use AI tech..
Alpha Vantage (π₯26 Β· β 4.6K) - A python wrapper for Alpha Vantage API for financial data.
stockstats (π₯26 Β· β 1.4K) - Supply a wrapper ``StockDataFrame`` based on the..
tf-quant-finance (π₯21 Β· β 5K Β· π€) - High-performance TensorFlow library for quantitative..
finmarketpy (π₯21 Β· β 3.7K Β· π€) - Python library for backtesting trading strategies &..
sktime (π₯41 Β· β 9.3K) - A unified framework for machine learning with time series.
Prophet (π₯34 Β· β 20K) - Tool for producing high quality forecasts for time series data that has..
Darts (π₯33 Β· β 9K) - A python library for user-friendly forecasting and anomaly detection on..
StatsForecast (π₯33 Β· β 4.5K) - Lightning fast forecasting with statistical and econometric..
skforecast (π₯33 Β· β 1.4K) - Time series forecasting with machine learning models.
pytorch-forecasting (π₯32 Β· β 4.6K) - Time series forecasting with PyTorch.
pmdarima (π₯32 Β· β 1.7K Β· π€) - A statistical library designed to fill the void in Pythons time..
STUMPY (π₯30 Β· β 4K) - STUMPY is a powerful and scalable Python library for modern time series..
NeuralForecast (π₯30 Β· β 3.8K) - Scalable and user friendly neural forecasting algorithms.
Nilearn (π₯38 Β· β 1.3K) - Machine learning for NeuroImaging in Python.
MNE (π₯37 Β· β 3.1K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python.
NiBabel (π₯34 Β· β 740) - Python package to access a cacophony of neuro-imaging file formats.
Lifelines (π₯32 Β· β 2.5K Β· π€) - Survival analysis in Python.
DeepVariant (π₯27 Β· β 3.5K) - DeepVariant is an analysis pipeline that uses a deep neural..
Brainiak (π₯18 Β· β 360 Β· π€) - Brain Imaging Analysis Kit.
pytorch_tabular (π₯23 Β· β 1.6K) - A standard framework for modelling Deep Learning Models..
upgini (π₯21 Β· β 340) - Data search & enrichment library for Machine Learning Easily find and add..
PaddleOCR (π₯43 Β· β 57K) - Turn any PDF or image document into structured data for your..
OCRmyPDF (π₯37 Β· β 31K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them..
Tesseract (π₯32 Β· β 6.2K Β· π€) - Python-tesseract is an optical character recognition (OCR)..
tesserocr (π₯32 Β· β 2.1K) - A Python wrapper for the tesseract-ocr API.
MMOCR (π₯27 Β· β 4.7K Β· π€) - OpenMMLab Text Detection, Recognition and Understanding Toolbox.
keras-ocr (π₯25 Β· β 1.5K) - A packaged and flexible version of the CRAFT text detector and..
Ray (π₯48 Β· β 39K Β· π) - Ray is an AI compute engine. Ray consists of a core distributed..
DeepSpeed (π₯41 Β· β 40K) - DeepSpeed is a deep learning optimization library that makes..
dask.distributed (π₯39 Β· β 1.7K) - A distributed task scheduler for Dask.
horovod (π₯36 Β· β 15K) - Distributed training framework for TensorFlow, Keras, PyTorch, and..
metrics (π₯36 Β· β 2.3K) - Machine learning metrics for distributed, scalable PyTorch..
H2O-3 (π₯34 Β· β 7.3K) - H2O is an Open Source, Distributed, Fast & Scalable Machine Learning..
ColossalAI (π₯33 Β· β 41K) - Making large AI models cheaper, faster and more accessible.
FairScale (π₯31 Β· β 3.4K) - PyTorch extensions for high performance and large scale training.
Submit it (π₯31 Β· β 1.5K) - Python 3.8+ toolbox for submitting jobs to Slurm.
BigDL (π₯30 Β· β 8.4K) - Accelerate local LLM inference and finetuning (LLaMA, Mistral,..
petastorm (π₯29 Β· β 1.9K) - Petastorm library enables single machine or distributed training..
Hivemind (π₯26 Β· β 2.3K) - Decentralized deep learning in PyTorch. Built to train models on..
Apache Singa (π₯23 Β· β 3.6K Β· π€) - a distributed deep learning platform.
analytics-zoo (π₯22 Β· β 2.6K) - Distributed Tensorflow, Keras and PyTorch on Apache..
AutoGluon (π₯36 Β· β 9.5K) - Fast and Accurate ML in 3 Lines of Code.
Bayesian Optimization (π₯35 Β· β 8.4K) - A Python implementation of global optimization with..
Hyperopt (π₯34 Β· β 7.5K Β· π€) - Distributed Asynchronous Hyperparameter Optimization in Python.
featuretools (π₯32 Β· β 7.5K Β· π€) - An open source python library for automated feature..
nevergrad (π₯30 Β· β 4.1K) - A Python toolbox for performing gradient-free optimization.
mljar-supervised (π₯28 Β· β 3.2K) - Python package for AutoML on Tabular Data with Feature..
lazypredict (π₯27 Β· β 3.2K) - Lazy Predict help build a lot of basic models without much code..
Hyperactive (π₯24 Β· β 530) - An optimization and data collection toolbox for convenient and fast..
Auto ViML (π₯20 Β· β 540 Β· π€) - Automatically Build Multiple ML Models with a Single Line of..
featurewiz (π₯18 Β· β 670 Β· π€) - Use advanced feature engineering strategies and select best..
TF-Agents (π₯28 Β· β 3K) - TF-Agents: A reliable, scalable and easy to use TensorFlow..
Dopamine (π₯27 Β· β 11K Β· π€) - Dopamine is a research framework for fast prototyping of..
PARL (π₯25 Β· β 3.4K) - A high-performance distributed training framework for Reinforcement..
Recommenders (π₯34 Β· β 21K) - Best Practices on Recommendation Systems.
RecBole (π₯25 Β· β 4K Β· π€) - A unified, comprehensive and efficient recommendation library.
TF Recommenders (π₯25 Β· β 2K) - TensorFlow Recommenders is a library for building..
PySyft (π₯31 Β· β 9.8K) - Perform data science on data that remains in someone elses server.
Opacus (π₯31 Β· β 1.9K) - Training PyTorch models with differential privacy.
TensorFlow Privacy (π₯24 Β· β 2K) - Library for training machine learning models with..
mlflow (π₯47 Β· β 23K Β· π) - The open source developer platform to build AI/LLM applications..
wandb client (π₯44 Β· β 10K) - The AI developer platform. Use Weights & Biases to train and fine-..
Tensorboard (π₯41 Β· β 7K) - TensorFlows Visualization Toolkit.
SageMaker SDK (π₯41 Β· β 2.2K) - A library for training and deploying machine learning..
tensorboardX (π₯35 Β· β 8K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...).
PyCaret (π₯34 Β· β 9.6K Β· π€) - An open-source, low-code machine learning library in Python.
ClearML (π₯34 Β· β 6.3K) - ClearML - Auto-Magical CI/CD to streamline your AI workload...
snakemake (π₯34 Β· β 2.6K) - This is the development home of the workflow management system..
aim (π₯32 Β· β 5.8K) - Aim An easy-to-use & supercharged open-source experiment tracker.
AzureML SDK (π₯31 Β· β 4.3K Β· π€) - Python notebooks with ML and deep learning examples with Azure..
sacred (π₯30 Β· β 4.3K) - Sacred is a tool to help you configure, organize, log and reproduce..
Neptune.ai (π₯29 Β· β 620) - The experiment tracker for foundation model training.
Labml (π₯25 Β· β 2.2K) - Monitor deep learning model training and hardware usage from your mobile..
livelossplot (π₯25 Β· β 1.3K Β· π€) - Live training loss plot in Jupyter Notebook for Keras,..
ml-metadata (π₯25 Β· β 660) - For recording and retrieving metadata associated with ML..
gokart (π₯24 Β· β 330) - Gokart solves reproducibility, task dependencies, constraints of good code,..
TensorWatch (π₯22 Β· β 3.5K) - Debugging, monitoring and visualization for Python Machine Learning..
huggingface_hub (π₯40 Β· β 3K) - The official Python client for the Hugging Face Hub.
BentoML (π₯36 Β· β 8.1K) - The easiest way to serve AI apps and models - Build Model Inference..
Core ML Tools (π₯35 Β· β 5K) - Core ML tools contain supporting tools for Core ML model..
TorchServe (π₯33 Β· β 4.4K Β· π€) - Serve, optimize and scale PyTorch models in production.
mmdnn (π₯25 Β· β 5.8K) - MMdnn is a set of tools to help users inter-operate among different deep..
Hummingbird (π₯24 Β· β 3.5K) - Hummingbird compiles trained ML models into tensor computation for..
tfdeploy (π₯15 Β· β 360 Β· π€) - Deploy tensorflow graphs for fast evaluation and export to..
shap (π₯42 Β· β 25K) - A game theoretic approach to explain the output of any machine learning model.
arviz (π₯37 Β· β 1.7K) - Exploratory analysis of Bayesian models with Python.
Netron (π₯36 Β· β 32K) - Visualizer for neural network, deep learning and machine learning..
evaluate (π₯34 Β· β 2.3K) - Evaluate: A library for easily evaluating machine learning models..
InterpretML (π₯33 Β· β 6.7K) - Fit interpretable models. Explain blackbox machine learning.
shapash (π₯30 Β· β 3K) - Shapash: User-friendly Explainability and Interpretability to..
DoWhy (π₯29 Β· β 7.8K) - DoWhy is a Python library for causal inference that supports explicit..
explainerdashboard (π₯29 Β· β 2.4K) - Quickly build Explainable AI dashboards that show the inner..
dtreeviz (π₯28 Β· β 3.1K Β· π€) - A python library for decision tree visualization and model..
Fairness 360 (π₯27 Β· β 2.7K Β· π€) - A comprehensive set of fairness metrics for datasets and..
imodels (π₯27 Β· β 1.5K) - Interpretable ML package for concise, transparent, and accurate..
Model Analysis (π₯27 Β· β 1.3K) - Model analysis tools for TensorFlow.
LIT (π₯25 Β· β 3.6K Β· π€) - The Learning Interpretability Tool: Interactively analyze ML models..
responsible-ai-widgets (π₯25 Β· β 1.6K Β· π€) - Responsible AI Toolbox is a suite of tools providing..
Explainability 360 (π₯24 Β· β 1.7K Β· π€) - Interpretability and explainability of data and..
fairness-indicators (π₯21 Β· β 350) - Tensorflows Fairness Evaluation and Visualization..
random-forest-importances (π₯19 Β· β 620 Β· π€) - Code to compute permutation and drop-column..
Milvus (π₯42 Β· β 38K Β· π) - Milvus is a high-performance, cloud-native vector database built..
Faiss (π₯42 Β· β 38K) - A library for efficient similarity search and clustering of dense vectors.
USearch (π₯33 Β· β 3.2K) - Fast Open-Source Search & Clustering engine for Vectors & Arbitrary..
NMSLIB (π₯31 Β· β 3.5K) - Non-Metric Space Library (NMSLIB): An efficient similarity search..
PyNNDescent (π₯27 Β· β 950) - A Python nearest neighbor descent for approximate nearest neighbors.
NGT (π₯23 Β· β 1.3K) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-..
PyMC3 (π₯40 Β· β 9.3K) - Bayesian Modeling and Probabilistic Programming in Python.
tensorflow-probability (π₯36 Β· β 4.4K) - Probabilistic reasoning and statistical analysis in..
GPyTorch (π₯34 Β· β 3.8K Β· π) - A highly efficient implementation of Gaussian Processes in..
Pyro (π₯32 Β· β 8.9K) - Deep universal probabilistic programming with Python and PyTorch.
SALib (π₯31 Β· β 950 Β· π) - Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST,..
hmmlearn (π₯30 Β· β 3.2K Β· π€) - Hidden Markov Models in Python, with scikit-learn like API.
pomegranate (π₯26 Β· β 3.5K Β· π€) - Fast, flexible and easy to use probabilistic modelling in Python.
scikit-posthocs (π₯25 Β· β 380) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python.
TorchUncertainty (π₯23 Β· β 440) - Open-source framework for uncertainty and deep..
Baal (π₯22 Β· β 910) - Bayesian active learning library for research and industrial usecases.
Orbit (π₯21 Β· β 2K) - A Python package for Bayesian forecasting with object-oriented design..
ART (π₯34 Β· β 5.6K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning..
TextAttack (π₯28 Β· β 3.3K) - TextAttack is a Python framework for adversarial attacks, data..
optimum (π₯36 Β· β 3.1K) - Accelerate inference and training of Transformers, Diffusers, TIMM..
Apex (π₯32 Β· β 8.8K) - A PyTorch Extension: Tools for easy mixed precision and distributed..
gpustat (π₯29 Β· β 4.3K) - A simple command-line utility for querying and monitoring GPU status.
CuPy (π₯27 Β· β 11K) - NumPy & SciPy for GPU.
DALI (π₯25 Β· β 5.5K) - A GPU-accelerated library containing highly optimized building blocks..
Vulkan Kompute (π₯23 Β· β 2.4K) - General purpose GPU compute framework built on Vulkan to..
TensorFlow Datasets (π₯39 Β· β 4.5K) - TFDS is a collection of datasets ready to use with..
tensorflow-hub (π₯31 Β· β 3.5K Β· π€) - A library for transfer learning by reusing parts of..
TFX (π₯31 Β· β 2.2K Β· π€) - TFX is an end-to-end platform for deploying production ML..
TF Model Optimization (π₯29 Β· β 1.6K) - A toolkit to optimize ML models for deployment for..
TensorFlow I/O (π₯29 Β· β 730) - Dataset, streaming, and file system extensions..
TensorFlow Transform (π₯27 Β· β 990) - Input pipeline framework.
Neural Structured Learning (π₯24 Β· β 1K Β· π€) - Training neural models with structured signals.
TF Compression (π₯21 Β· β 900) - Data compression in TensorFlow.
TensorFlow Cloud (π₯21 Β· β 380) - The TensorFlow Cloud repository provides APIs that..
equinox (π₯33 Β· β 2.6K) - Elegant easy-to-use neural networks + scientific computing in..
scikit-learn-intelex (π₯35 Β· β 1.3K) - Extension for Scikit-learn is a seamless way to speed..
imbalanced-learn (π₯33 Β· β 7K) - A Python Package to Tackle the Curse of Imbalanced..
category_encoders (π₯31 Β· β 2.5K Β· π€) - A library of sklearn compatible categorical variable..
scikit-lego (π₯27 Β· β 1.4K) - Extra blocks for scikit-learn pipelines.
scikit-opt (π₯26 Β· β 5.6K) - Genetic Algorithm, Particle Swarm Optimization, Simulated..
iterative-stratification (π₯21 Β· β 880 Β· π€) - scikit-learn cross validators for iterative..
accelerate (π₯43 Β· β 9.2K) - A simple way to launch, train, and use PyTorch models on..
tinygrad (π₯33 Β· β 30K) - You like pytorch? You like micrograd? You love tinygrad!.
PML (π₯33 Β· β 6.2K) - The easiest way to use deep metric learning in your application. Modular,..
torchdiffeq (π₯31 Β· β 6.2K) - Differentiable ODE solvers with full GPU support and..
torchsde (π₯30 Β· β 1.7K Β· π€) - Differentiable SDE solvers with GPU support and efficient..
torch-scatter (π₯26 Β· β 1.7K) - PyTorch Extension Library of Optimized Scatter Operations.
PyTorch Sparse (π₯25 Β· β 1.1K) - PyTorch Extension Library of Optimized Autograd Sparse..
Pytorch Toolbelt (π₯24 Β· β 1.6K) - PyTorch extensions for fast R&D prototyping and Kaggle..
pytorchviz (π₯14 Β· β 3.4K Β· π€) - A small package to create visualizations of PyTorch execution..
scipy (π₯51 Β· β 14K) - Ecosystem of open-source software for mathematics, science, and engineering.
SymPy (π₯49 Β· β 14K) - A computer algebra system written in pure Python.
PennyLane (π₯37 Β· β 2.8K) - PennyLane is a cross-platform Python library for quantum..
PyOD (π₯36 Β· β 9.5K) - A Python Library for Outlier and Anomaly Detection, Integrating Classical..
DeepChem (π₯35 Β· β 6.3K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,..
Datasette (π₯34 Β· β 10K) - An open source multi-tool for exploring and publishing data.
Pythran (π₯34 Β· β 2.1K) - Ahead of Time compiler for numeric kernels.
agate (π₯34 Β· β 1.2K) - A Python data analysis library that is optimized for humans instead of..
hdbscan (π₯32 Β· β 3K) - A high performance implementation of HDBSCAN clustering.
anomalib (π₯31 Β· β 5K) - An anomaly detection library comprising state-of-the-art algorithms..
pyjanitor (π₯31 Β· β 1.5K) - Clean APIs for data cleaning. Python implementation of R package..
metricflow (π₯30 Β· β 1.3K Β· π) - MetricFlow allows you to define, build, and maintain metrics..
causalml (π₯29 Β· β 5.6K) - Uplift modeling and causal inference with machine learning..
dstack (π₯29 Β· β 1.9K) - dstack is an open-source control plane for running development,..
Prince (π₯28 Β· β 1.4K) - Multivariate exploratory data analysis in Python PCA, CA, MCA, MFA,..
adapter-transformers (π₯27 Β· β 2.8K) - A Unified Library for Parameter-Efficient and Modular..
avalanche (π₯26 Β· β 2K Β· π€) - Avalanche: an End-to-End Library for Continual Learning based on..
TabPy (π₯26 Β· β 1.6K Β· π€) - Execute Python code on the fly and display results in Tableau..
gplearn (π₯25 Β· β 1.7K) - Genetic Programming in Python, with a scikit-learn inspired API.
MONAILabel (π₯22 Β· β 760) - MONAI Label is an intelligent open source image labeling and..
apricot (π₯22 Β· β 520) - apricot implements submodular optimization for the purpose of selecting..
pykale (π₯21 Β· β 470) - Knowledge-Aware machine LEarning (KALE): accessible machine learning..
SUOD (π₯21 Β· β 390 Β· π€) - (MLSys 21) An Acceleration System for Large-scare Unsupervised..
pymdp (π₯17 Β· β 570) - A Python implementation of active inference for Markov Decision Processes.
π A ranked list of awesome machine learning Python libraries. Updated weekly.
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!
π§ββοΈΒ Discover other best-of lists or create your own.
π«Β Subscribe to our newsletter for updates and trending projects.
- 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
- 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
General-purpose machine learning and deep learning frameworks.
Tensorflow (π₯56 Β· β 190K) - An Open Source Machine Learning Framework for Everyone. Apache-2
-
GitHub (π¨βπ» 4.9K Β· π 75K Β· π¦ 540K Β· π 42K - 4% open Β· β±οΈ 16.10.2025):
git clone https://github.com/tensorflow/tensorflow -
PyPi (π₯ 24M / month Β· π¦ 9.5K Β· β±οΈ 13.08.2025):
pip install tensorflow -
Conda (π₯ 6M Β· β±οΈ 11.09.2025):
conda install -c conda-forge tensorflow -
Docker Hub (π₯ 81M Β· β 2.8K Β· β±οΈ 16.10.2025):
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 16.10.2025):
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 27K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2
-
GitHub (π¨βπ» 670 Β· π 8.8K Β· π₯ 19K Β· π¦ 170K Β· π 5.6K - 8% open Β· β±οΈ 16.10.2025):
git clone https://github.com/dmlc/xgboost -
PyPi (π₯ 32M / month Β· π¦ 2.8K Β· β±οΈ 26.09.2025):
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 16.10.2025):
git clone https://github.com/Lightning-AI/lightning -
PyPi (π₯ 12M / 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 13.10.2025):
git clone https://github.com/statsmodels/statsmodels -
PyPi (π₯ 23M / 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 Β· π) - A fast, distributed, high performance gradient boosting (GBT, GBDT,.. MIT
-
GitHub (π¨βπ» 330 Β· π 3.9K Β· π₯ 310K Β· π¦ 56K Β· π 3.6K - 12% open Β· β±οΈ 16.10.2025):
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 15.10.2025):
conda install -c conda-forge lightgbm
Catboost (π₯42 Β· β 8.6K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2
-
GitHub (π¨βπ» 1.4K Β· π 1.2K Β· π₯ 460K Β· π¦ 19 Β· π 2.5K - 25% open Β· β±οΈ 16.10.2025):
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₯ 140K / 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
-
GitHub (π¨βπ» 67 Β· π 280 Β· π₯ 1.9K Β· π¦ 70K Β· π 160 - 14% open Β· β±οΈ 07.03.2025):
git clone https://github.com/explosion/thinc -
PyPi (π₯ 15M / month Β· π¦ 160 Β· β±οΈ 04.04.2025):
pip install thinc -
Conda (π₯ 3.9M Β· β±οΈ 06.07.2025):
conda install -c conda-forge thinc
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
NuPIC (π₯28 Β· β 6.4K Β· π€) - Numenta Platform for Intelligent Computing is an implementation of.. MIT
pyRiemann (π₯28 Β· β 700) - Machine learning for multivariate data through the Riemannian.. BSD-3
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 530) - 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
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
Runhouse (π₯18 Β· β 1K) - Distribute and run AI workloads magically in Python, like PyTorch for.. Apache-2
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 - Chainer (π₯33 Β· β 5.9K Β· π) - A flexible framework of neural networks for deep learning.
MIT - MindsDB (π₯32 Β· β 36K) - AI Analytics and Knowledge Engine for RAG over large-scale,..
βοΈICU - Turi Create (π₯32 Β· β 11K Β· π) - Turi Create simplifies the development of custom machine..
BSD-3 - TFlearn (π₯32 Β· β 9.6K Β· π) - Deep learning library featuring a higher-level API for TensorFlow.
MIT - Vowpal Wabbit (π₯32 Β· β 8.6K Β· π) - Vowpal Wabbit is a machine learning system which pushes the..
BSD-3 - tensorpack (π₯32 Β· β 6.3K Β· π) - A Neural Net Training Interface on TensorFlow, with..
Apache-2 - 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₯29 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 - Neural Tangents (π₯22 Β· β 2.4K Β· π) - Fast and Easy Infinite Neural Networks in Python.
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 - Objax (π₯21 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 290 Β· π) - A Jax-based library for building transformers, includes..
MIT
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 15.10.2025):
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₯ 520 Β· π¦ 460K Β· π 3.3K - 21% open Β· β±οΈ 09.10.2025):
git clone https://github.com/plotly/plotly.py -
PyPi (π₯ 36M / month Β· π¦ 9.7K Β· β±οΈ 02.10.2025):
pip install plotly -
Conda (π₯ 11M Β· β±οΈ 03.10.2025):
conda install -c conda-forge plotly -
npm (π₯ 2.6K / 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₯ 260 Β· π¦ 240K Β· π 2.1K - 6% open Β· β±οΈ 14.10.2025):
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₯ 2.9M 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 16.10.2025):
git clone https://github.com/pyvista/pyvista -
PyPi (π₯ 860K / month Β· π¦ 820 Β· β±οΈ 26.08.2025):
pip install pyvista -
Conda (π₯ 800K 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 15.10.2025):
git clone https://github.com/holoviz/holoviews -
PyPi (π₯ 890K / month Β· π¦ 470 Β· β±οΈ 29.09.2025):
pip install holoviews -
Conda (π₯ 2.4M Β· β±οΈ 25.06.2025):
conda install -c conda-forge holoviews -
npm (π₯ 250 / 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₯ 620K / month Β· π¦ 1K Β· β±οΈ 29.04.2024):
pip install pyqtgraph -
Conda (π₯ 870K 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₯ 470 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₯ 360K / month Β· π¦ 180 Β· β±οΈ 03.02.2023):
pip install pandas-profiling -
Conda (π₯ 580K Β· β±οΈ 22.04.2025):
conda install -c conda-forge pandas-profiling
VisPy (π₯35 Β· β 3.5K) - 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₯ 230K / month Β· π¦ 200 Β· β±οΈ 19.05.2025):
pip install vispy -
Conda (π₯ 960K Β· β±οΈ 30.08.2025):
conda install -c conda-forge vispy -
npm (π₯ 1 / month Β· π¦ 3 Β· β±οΈ 15.03.2020):
npm install vispy
cartopy (π₯35 Β· β 1.5K) - Cartopy - a cartographic python library with matplotlib support. BSD-3
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₯ 300K / 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 900 - 12% open Β· β±οΈ 15.10.2025):
git clone https://github.com/finos/perspective -
PyPi (π₯ 19K / month Β· π¦ 31 Β· β±οΈ 03.09.2025):
pip install perspective-python -
Conda (π₯ 2.3M Β· β±οΈ 26.09.2025):
conda install -c conda-forge perspective -
npm (π₯ 320 / month Β· π¦ 6 Β· β±οΈ 03.09.2025):
npm install @finos/perspective-jupyterlab
mpld3 (π₯32 Β· β 2.4K) - An interactive data visualization tool which brings matplotlib graphics to.. 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₯ 470K / 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₯ 1K / month Β· π¦ 11 Β· β±οΈ 27.07.2025):
npm install mpld3
hvPlot (π₯32 Β· β 1.3K) - A high-level plotting API for pandas, dask, xarray, and networkx built.. BSD-3
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₯ 240K / 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₯ 2.7K / 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
HyperTools (π₯27 Β· β 1.9K) - A Python toolbox for gaining geometric insights into high-dimensional.. MIT
openTSNE (π₯27 Β· β 1.6K) - Extensible, parallel implementations of t-SNE. BSD-3
-
GitHub (π¨βπ» 13 Β· π 170 Β· π¦ 1.1K Β· π 140 - 6% open Β· β±οΈ 12.08.2025):
git clone https://github.com/pavlin-policar/openTSNE -
PyPi (π₯ 74K / month Β· π¦ 47 Β· β±οΈ 13.08.2024):
pip install opentsne -
Conda (π₯ 490K Β· β±οΈ 13.10.2025):
conda install -c conda-forge opentsne
Plotly-Resampler (π₯27 Β· β 1.2K) - Visualize large time series data with plotly.py. MIT
-
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₯ 390K / month Β· π¦ 38 Β· β±οΈ 29.08.2025):
pip install plotly-resampler -
Conda (π₯ 130K Β· β±οΈ 09.10.2025):
conda install -c conda-forge plotly-resampler
data-validation (π₯25 Β· β 770) - 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 380) - Serverside scaling for Vega and Altair visualizations. BSD-3
-
GitHub (π¨βπ» 6 Β· π 26 Β· π₯ 6.5K Β· π 150 - 36% open Β· β±οΈ 29.09.2025):
git clone https://github.com/vegafusion/vegafusion -
PyPi (π₯ 900 / month Β· π¦ 2 Β· β±οΈ 09.05.2024):
pip install vegafusion-jupyter -
Conda (π₯ 510K Β· β±οΈ 22.04.2025):
conda install -c conda-forge vegafusion-python-embed -
npm (π₯ 24 / month Β· π¦ 3 Β· β±οΈ 09.05.2024):
npm install vegafusion-jupyter
Show 22 hidden projects...
- missingno (π₯30 Β· β 4.1K Β· π) - Missing data visualization module for Python.
MIT - Cufflinks (π₯29 Β· β 3.1K Β· π) - Productivity Tools for Plotly + Pandas.
MIT - Facets Overview (π₯28 Β· β 7.4K Β· π) - Visualizations for machine learning datasets.
Apache-2 - 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 1.8K 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 3.2K) - 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₯23 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₯19 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₯12 Β· β 33 Β· π) - nptsne is a numpy compatible python binary package that offers a..
Apache-2
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
-
GitHub (π¨βπ» 3.6K Β· π 31K Β· π¦ 400K Β· π 19K - 10% open Β· β±οΈ 16.10.2025):
git clone https://github.com/huggingface/transformers -
PyPi (π₯ 90M / 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₯46 Β· β 30K Β· π) - Python SDK, Proxy Server (LLM Gateway) to call 100+.. MIT o t h e r s
spaCy (π₯42 Β· β 33K) - Industrial-strength Natural Language Processing (NLP) in Python. MIT
-
GitHub (π¨βπ» 770 Β· π 4.5K Β· π₯ 4.7K Β· π¦ 140K Β· π 5.7K - 3% open Β· β±οΈ 28.05.2025):
git clone https://github.com/explosion/spaCy -
PyPi (π₯ 15M / 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
-
GitHub (π¨βπ» 240 Β· π 2.7K Β· π¦ 120K Β· π 2.5K - 52% open Β· β±οΈ 14.10.2025):
git clone https://github.com/UKPLab/sentence-transformers -
PyPi (π₯ 17M / month Β· π¦ 3.5K Β· β±οΈ 22.09.2025):
pip install sentence-transformers -
Conda (π₯ 990K Β· β±οΈ 23.09.2025):
conda install -c conda-forge sentence-transformers
gensim (π₯42 Β· β 16K Β· π) - Topic Modelling for Humans. βοΈLGPL-2.1
-
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₯ 4.7M / month Β· π¦ 1.4K Β· β±οΈ 19.07.2024):
pip install gensim -
Conda (π₯ 1.7M 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
-
GitHub (π¨βπ» 100 Β· π 1.3K Β· π₯ 92K Β· π¦ 120K Β· π 800 - 3% open Β· β±οΈ 04.10.2025):
git clone https://github.com/google/sentencepiece -
PyPi (π₯ 29M / 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
-
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₯ 77M / month Β· π¦ 1.7K Β· β±οΈ 19.09.2025):
pip install tokenizers -
Conda (π₯ 3.5M Β· β±οΈ 19.09.2025):
conda install -c conda-forge tokenizers
haystack (π₯38 Β· β 23K) - AI orchestration framework to build customizable, production-ready.. Apache-2
flair (π₯37 Β· β 14K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT
TextBlob (π₯37 Β· β 9.4K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT
-
GitHub (π¨βπ» 37 Β· π 1.2K Β· π₯ 140 Β· π¦ 60K Β· π 280 - 26% open Β· β±οΈ 16.09.2025):
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
-
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₯ 95K / month Β· π¦ 120 Β· β±οΈ 27.06.2022):
pip install fairseq -
Conda (π₯ 160K Β· β±οΈ 02.10.2025):
conda install -c conda-forge fairseq
ChatterBot (π₯36 Β· β 14K) - ChatterBot is a machine learning, conversational dialog engine for.. BSD-3
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
-
GitHub (π¨βπ» 140 Β· π 1.8K 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
Opik (π₯35 Β· β 15K) - Debug, evaluate, and monitor your LLM applications, RAG systems, and.. Apache-2
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₯33 Β· β 810) - Snowball compiler and stemming algorithms. BSD-3
-
GitHub (π¨βπ» 40 Β· π 190 Β· π¦ 11 Β· π 120 - 17% open Β· β±οΈ 16.10.2025):
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
DeepPavlov (π₯31 Β· β 6.9K Β· π€) - An open source library for deep learning end-to-end.. Apache-2
ftfy (π₯31 Β· β 4K Β· π€) - Fixes mojibake and other glitches in Unicode text, after the fact. Apache-2
-
GitHub (π¨βπ» 22 Β· π 120 Β· π₯ 99 Β· π¦ 33K Β· π 150 - 7% open Β· β±οΈ 30.10.2024):
git clone https://github.com/rspeer/python-ftfy -
PyPi (π₯ 9.5M / month Β· π¦ 570 Β· β±οΈ 26.10.2024):
pip install ftfy -
Conda (π₯ 380K Β· β±οΈ 22.04.2025):
conda install -c conda-forge ftfy
jellyfish (π₯31 Β· β 2.2K) - a python library for doing approximate and phonetic matching of strings. MIT
SciSpacy (π₯31 Β· β 1.9K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2
english-words (π₯29 Β· β 12K Β· π€) - A text file containing 479k English words for all your.. Unlicense
rubrix (π₯29 Β· β 4.7K) - Argilla is a collaboration tool for AI engineers and domain experts.. Apache-2
TextDistance (π₯28 Β· β 3.5K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT
spacy-transformers (π₯28 Β· β 1.4K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy
-
GitHub (π¨βπ» 23 Β· π 170 Β· π₯ 560 Β· π¦ 2.4K Β· β±οΈ 26.05.2025):
git clone https://github.com/explosion/spacy-transformers -
PyPi (π₯ 280K / month Β· π¦ 110 Β· β±οΈ 26.05.2025):
pip install spacy-transformers -
Conda (π₯ 140K Β· β±οΈ 22.04.2025):
conda install -c conda-forge spacy-transformers
Dedupe (π₯27 Β· β 4.4K) - A python library for accurate and scalable fuzzy matching, record.. MIT
scattertext (π₯25 Β· β 2.3K) - Beautiful visualizations of how language differs among document.. Apache-2
-
GitHub (π¨βπ» 14 Β· π 290 Β· π¦ 670 Β· π 100 - 22% open Β· β±οΈ 29.04.2025):
git clone https://github.com/JasonKessler/scattertext -
PyPi (π₯ 8.6K / month Β· π¦ 5 Β· β±οΈ 23.09.2024):
pip install scattertext -
Conda (π₯ 140K Β· β±οΈ 22.04.2025):
conda install -c conda-forge scattertext
detoxify (π₯25 Β· β 1.1K) - Trained models & code to predict toxic comments on all 3 Jigsaw.. Apache-2
T5 (π₯24 Β· β 6.4K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2
sense2vec (π₯24 Β· β 1.7K) - Contextually-keyed word vectors. MIT
-
GitHub (π¨βπ» 20 Β· π 240 Β· π₯ 73K Β· π¦ 470 Β· π 120 - 20% open Β· β±οΈ 23.04.2025):
git clone https://github.com/explosion/sense2vec -
PyPi (π₯ 4.3K / month Β· π¦ 13 Β· β±οΈ 19.04.2021):
pip install sense2vec -
Conda (π₯ 67K Β· β±οΈ 22.04.2025):
conda install -c conda-forge sense2vec
happy-transformer (π₯23 Β· β 540 Β· π€) - Happy Transformer makes it easy to fine-tune and.. Apache-2 huggingface
Sockeye (π₯21 Β· β 1.2K Β· π€) - Sequence-to-sequence framework with a focus on Neural.. Apache-2
small-text (π₯21 Β· β 630) - Active Learning for Text Classification in Python. MIT
textaugment (π₯19 Β· β 430) - TextAugment: Text Augmentation Library. MIT
VizSeq (π₯16 Β· β 440) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT
Show 59 hidden projects...
- AllenNLP (π₯36 Β· β 12K Β· π) - An open-source NLP research library, built on PyTorch.
Apache-2 - fastText (π₯34 Β· β 26K Β· π) - Library for fast text representation and classification.
MIT - ParlAI (π₯33 Β· β 11K Β· π) - A framework for training and evaluating AI models on a variety of..
MIT - OpenNMT (π₯33 Β· β 7K Β· π) - Open Source Neural Machine Translation and (Large) Language Models..
MIT - fuzzywuzzy (π₯31 Β· β 9.3K Β· π) - Fuzzy String Matching in Python.
βοΈGPL-2.0 - Sumy (π₯30 Β· β 3.6K Β· π) - Module for automatic summarization of text documents and HTML pages.
Apache-2 - underthesea (π₯30 Β· β 1.6K) - Underthesea - Vietnamese NLP Toolkit.
βοΈGPL-3.0 - nlpaug (π₯29 Β· β 4.6K Β· π) - Data augmentation for NLP.
MIT - vaderSentiment (π₯28 Β· β 4.8K Β· π) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary..
MIT - fastNLP (π₯28 Β· β 3.1K Β· π) - fastNLP: A Modularized and Extensible NLP Framework. Currently..
Apache-2 - textacy (π₯28 Β· β 2.2K Β· π) - NLP, before and after spaCy.
βUnlicensed - PyTextRank (π₯28 Β· β 2.2K Β· π) - Python implementation of TextRank algorithms (textgraphs) for..
MIT - Ciphey (π₯27 Β· β 20K Β· π) - Automatically decrypt encryptions without knowing the key or cipher,..
MIT - polyglot (π₯27 Β· β 2.3K Β· π) - Multilingual text (NLP) processing toolkit.
βοΈGPL-3.0 - flashtext (π₯26 Β· β 5.7K Β· π) - Extract Keywords from sentence or Replace keywords in sentences.
MIT - langid (π₯26 Β· β 2.4K Β· π) - Stand-alone language identification system.
BSD-3 - pySBD (π₯26 Β· β 880 Β· π) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence..
MIT - PyText (π₯25 Β· β 6.3K Β· π) - A natural language modeling framework based on PyTorch.
BSD-3 - OpenPrompt (π₯25 Β· β 4.7K Β· π) - An Open-Source Framework for Prompt-Learning.
Apache-2 - MatchZoo (π₯25 Β· β 3.9K Β· π) - Facilitating the design, comparison and sharing of deep..
Apache-2 - promptsource (π₯25 Β· β 3K Β· π) - Toolkit for creating, sharing and using natural language..
Apache-2 - neuralcoref (π₯25 Β· β 2.9K Β· π) - Fast Coreference Resolution in spaCy with Neural Networks.
MIT - GluonNLP (π₯25 Β· β 2.6K Β· π) - Toolkit that enables easy text preprocessing, datasets..
Apache-2 - pytorch-nlp (π₯25 Β· β 2.2K Β· π) - Basic Utilities for PyTorch Natural Language Processing..
BSD-3 - whoosh (π₯25 Β· β 640 Β· π) - Pure-Python full-text search library.
βοΈBSD-1-Clause - textgenrnn (π₯24 Β· β 4.9K Β· π) - Easily train your own text-generating neural network of any..
MIT - Snips NLU (π₯24 Β· β 3.9K Β· π) - Snips Python library to extract meaning from text.
Apache-2 - Texar (π₯23 Β· β 2.4K Β· π) - Toolkit for Machine Learning, Natural Language Processing, and..
Apache-2 - Kashgari (π₯23 Β· β 2.4K Β· π) - Kashgari is a production-level NLP Transfer learning..
Apache-2 - FARM (π₯23 Β· β 1.8K Β· π) - Fast & easy transfer learning for NLP. Harvesting language..
Apache-2 - YouTokenToMe (π₯23 Β· β 970 Β· π) - Unsupervised text tokenizer focused on computational efficiency.
MIT - gpt-2-simple (π₯22 Β· β 3.4K Β· π) - Python package to easily retrain OpenAIs GPT-2 text-..
MIT - NLP Architect (π₯22 Β· β 2.9K Β· π) - A model library for exploring state-of-the-art deep..
Apache-2 - Texthero (π₯22 Β· β 2.9K Β· π) - Text preprocessing, representation and visualization from zero to..
MIT - jiant (π₯22 Β· β 1.7K Β· π) - jiant is an nlp toolkit.
MIT - stop-words (π₯22 Β· β 160 Β· π) - Get list of common stop words in various languages in Python.
BSD-3 - anaGo (π₯21 Β· β 1.5K Β· π) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,..
MIT - lightseq (π₯20 Β· β 3.3K Β· π) - LightSeq: A High Performance Library for Sequence Processing..
Apache-2 - fast-bert (π₯20 Β· β 1.9K Β· π) - Super easy library for BERT based NLP models.
Apache-2 - DELTA (π₯20 Β· β 1.6K Β· π) - DELTA is a deep learning based natural language and speech..
Apache-2 - textpipe (π₯20 Β· β 300 Β· π) - Textpipe: clean and extract metadata from text.
MIT - pyfasttext (π₯20 Β· β 230 Β· π) - Yet another Python binding for fastText.
βοΈGPL-3.0 - DeepMatcher (π₯19 Β· β 5.2K Β· π) - Python package for performing Entity and Text Matching using..
BSD-3 - numerizer (π₯19 Β· β 230 Β· π) - A Python module to convert natural language numerics into ints and..
MIT - nboost (π₯18 Β· β 680 Β· π) - NBoost is a scalable, search-api-boosting platform for deploying..
Apache-2 - fastT5 (π₯18 Β· β 590 Β· π) - boost inference speed of T5 models by 5x & reduce the model size..
Apache-2 - Camphr (π₯18 Β· β 340 Β· π) - Camphr - NLP libary for creating pipeline components.
Apache-2spacy - NeuroNER (π₯17 Β· β 1.7K Β· π) - Named-entity recognition using neural networks. Easy-to-use and..
MIT - OpenNRE (π₯16 Β· β 4.4K Β· π) - An Open-Source Package for Neural Relation Extraction (NRE).
MIT - skift (π₯16 Β· β 240 Β· π) - scikit-learn wrappers for Python fastText.
MIT - BLINK (π₯15 Β· β 1.2K Β· π) - Entity Linker solution.
MIT - TextBox (π₯15 Β· β 1.1K Β· π) - TextBox 2.0 is a text generation library with pre-trained language..
MIT - Translate (π₯15 Β· β 830 Β· π) - Translate - a PyTorch Language Library.
BSD-3 - ONNX-T5 (π₯14 Β· β 260 Β· π) - Summarization, translation, sentiment-analysis, text-generation..
Apache-2 - NeuralQA (π₯14 Β· β 230 Β· π) - NeuralQA: A Usable Library for Question Answering on Large Datasets..
MIT - Headliner (π₯14 Β· β 230 Β· π) - Easy training and deployment of seq2seq models.
MIT - TransferNLP (π₯13 Β· β 290 Β· π) - NLP library designed for reproducible experimentation..
MIT - textvec (π₯13 Β· β 200 Β· π) - Text vectorization tool to outperform TFIDF for classification..
MIT - spacy-dbpedia-spotlight (π₯12 Β· β 110 Β· π) - A spaCy wrapper for DBpedia Spotlight.
MITspacy
Libraries for image & video processing, manipulation, and augmentation as well as libraries for computer vision tasks such as facial recognition, object detection, and classification.
PyTorch Image Models (π₯42 Β· β 35K) - The largest collection of PyTorch image encoders /.. Apache-2
-
GitHub (π¨βπ» 180 Β· π 5K Β· π₯ 8.3M Β· π¦ 61K Β· π 1K - 4% open Β· β±οΈ 14.10.2025):
git clone https://github.com/rwightman/pytorch-image-models -
PyPi (π₯ 11M / month Β· π¦ 1.4K Β· β±οΈ 21.09.2025):
pip install timm -
Conda (π₯ 470K Β· β±οΈ 26.09.2025):
conda install -c conda-forge timm
torchvision (π₯41 Β· β 17K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3
-
GitHub (π¨βπ» 660 Β· π 7.2K Β· π₯ 41K Β· π¦ 21 Β· π 3.8K - 30% open Β· β±οΈ 14.10.2025):
git clone https://github.com/pytorch/vision -
PyPi (π₯ 24M / month Β· π¦ 8.4K Β· β±οΈ 15.10.2025):
pip install torchvision -
Conda (π₯ 3.1M Β· β±οΈ 08.10.2025):
conda install -c conda-forge torchvision
deepface (π₯39 Β· β 21K) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT
Kornia (π₯39 Β· β 11K) - Geometric Computer Vision Library for Spatial AI. Apache-2
-
GitHub (π¨βπ» 300 Β· π 1K Β· π₯ 2.2K Β· π¦ 17K Β· π 990 - 30% open Β· β±οΈ 14.10.2025):
git clone https://github.com/kornia/kornia -
PyPi (π₯ 2.8M / month Β· π¦ 340 Β· β±οΈ 08.05.2025):
pip install kornia -
Conda (π₯ 260K Β· β±οΈ 08.05.2025):
conda install -c conda-forge kornia
InsightFace (π₯37 Β· β 27K) - State-of-the-art 2D and 3D Face Analysis Project. MIT
imageio (π₯37 Β· β 1.7K) - Python library for reading and writing image data. BSD-2
-
GitHub (π¨βπ» 120 Β· π 320 Β· π₯ 1.9K Β· π¦ 180K Β· π 620 - 16% open Β· β±οΈ 14.09.2025):
git clone https://github.com/imageio/imageio -
PyPi (π₯ 35M / month Β· π¦ 2.6K Β· β±οΈ 20.01.2025):
pip install imageio -
Conda (π₯ 8.5M Β· β±οΈ 22.04.2025):
conda install -c conda-forge imageio
Albumentations (π₯36 Β· β 15K) - Fast and flexible image augmentation library. Paper about.. MIT
-
GitHub (π¨βπ» 170 Β· π 1.7K Β· π 1.5K - 14% open Β· β±οΈ 25.06.2025):
git clone https://github.com/albumentations-team/albumentations -
PyPi (π₯ 5.2M / month Β· π¦ 730 Β· β±οΈ 27.05.2025):
pip install albumentations -
Conda (π₯ 330K Β· β±οΈ 28.05.2025):
conda install -c conda-forge albumentations
opencv-python (π₯35 Β· β 5K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT
detectron2 (π₯33 Β· β 34K) - Detectron2 is a platform for object detection, segmentation.. Apache-2
ImageHash (π₯32 Β· β 3.7K) - A Python Perceptual Image Hashing Module. BSD-2
-
GitHub (π¨βπ» 29 Β· π 340 Β· π¦ 18K Β· π 150 - 15% open Β· β±οΈ 17.04.2025):
git clone https://github.com/JohannesBuchner/imagehash -
PyPi (π₯ 4.5M / month Β· π¦ 270 Β· β±οΈ 01.02.2025):
pip install ImageHash -
Conda (π₯ 500K Β· β±οΈ 22.04.2025):
conda install -c conda-forge imagehash
vit-pytorch (π₯31 Β· β 24K) - Implementation of Vision Transformer, a simple way to achieve.. MIT
PaddleSeg (π₯31 Β· β 9.2K) - Easy-to-use image segmentation library with awesome pre-.. Apache-2
sahi (π₯31 Β· β 4.9K) - Framework agnostic sliced/tiled inference + interactive ui + error analysis.. MIT
PaddleDetection (π₯28 Β· β 14K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2
mtcnn (π₯27 Β· β 2.4K Β· π€) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT
CellProfiler (π₯27 Β· β 1K) - An open-source application for biological image analysis. BSD-3
Image Deduplicator (π₯26 Β· β 5.5K) - Finding duplicate images made easy!. Apache-2
Norfair (π₯26 Β· β 2.5K) - Lightweight Python library for adding real-time multi-object tracking.. BSD-3
pytorchvideo (π₯25 Β· β 3.5K Β· π€) - A deep learning library for video understanding.. Apache-2
tensorflow-graphics (π₯25 Β· β 2.8K Β· π€) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2
MMF (π₯24 Β· β 5.6K) - A modular framework for vision & language multimodal research from.. BSD-3
kubric (π₯23 Β· β 2.6K) - A data generation pipeline for creating semi-realistic synthetic.. Apache-2
icevision (π₯22 Β· β 870 Β· π€) - An Agnostic Computer Vision Framework - Pluggable to any.. Apache-2
PySlowFast (π₯21 Β· β 7.1K Β· π€) - PySlowFast: video understanding codebase from FAIR for.. Apache-2
Image Super-Resolution (π₯21 Β· β 4.8K Β· π€) - Super-scale your images and run experiments with.. Apache-2
-
GitHub (π¨βπ» 11 Β· π 760 Β· π 220 - 48% open Β· β±οΈ 18.12.2024):
git clone https://github.com/idealo/image-super-resolution -
PyPi (π₯ 5.1K / month Β· π¦ 5 Β· β±οΈ 08.01.2020):
pip install ISR -
Docker Hub (π₯ 290 Β· β 1 Β· β±οΈ 01.04.2019):
docker pull idealo/image-super-resolution-gpu
Caer (π₯21 Β· β 810) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
scenic (π₯16 Β· β 3.7K) - Scenic: A Jax Library for Computer Vision Research and Beyond. Apache-2
-
GitHub (π¨βπ» 95 Β· π 460 Β· π 400 - 70% open Β· β±οΈ 06.08.2025):
git clone https://github.com/google-research/scenic
Show 30 hidden projects...
- scikit-image (π₯40 Β· β 6.4K) - Image processing in Python.
βUnlicensed - glfw (π₯38 Β· β 14K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input.
βοΈZlib - MMDetection (π₯37 Β· β 32K Β· π) - OpenMMLab Detection Toolbox and Benchmark.
Apache-2 - imgaug (π₯36 Β· β 15K Β· π) - Image augmentation for machine learning experiments.
MIT - Face Recognition (π₯35 Β· β 56K Β· π) - The worlds simplest facial recognition api for Python..
MIT - PyTorch3D (π₯32 Β· β 9.6K) - PyTorch3D is FAIRs library of reusable components for..
βUnlicensed - imutils (π₯31 Β· β 4.6K Β· π) - A series of convenience functions to make basic image processing..
MIT - imageai (π₯30 Β· β 8.8K Β· π) - A python library built to empower developers to build applications..
MIT - GluonCV (π₯29 Β· β 5.9K Β· π) - Gluon CV Toolkit.
Apache-2 - Face Alignment (π₯28 Β· β 7.4K Β· π) - 2D and 3D Face alignment library build using pytorch.
BSD-3 - Augmentor (π₯27 Β· β 5.1K Β· π) - Image augmentation library in Python for machine learning.
MIT - vidgear (π₯27 Β· β 3.6K Β· π) - A High-performance cross-platform Video Processing Python..
Apache-2 - chainercv (π₯27 Β· β 1.5K Β· π) - ChainerCV: a Library for Deep Learning in Computer Vision.
MIT - facenet-pytorch (π₯26 Β· β 5K Β· π) - Pretrained Pytorch face detection (MTCNN) and facial..
MIT - Pillow-SIMD (π₯25 Β· β 2.2K Β· π) - The friendly PIL fork.
βοΈPIL - layout-parser (π₯24 Β· β 5.5K Β· π) - A Unified Toolkit for Deep Learning Based Document Image..
Apache-2 - segmentation_models (π₯24 Β· β 4.9K Β· π) - Segmentation models with pretrained backbones. Keras..
MIT - ffcv (π₯24 Β· β 3K Β· π) - FFCV: Fast Forward Computer Vision (and other ML workloads!).
Apache-2 - vissl (π₯23 Β· β 3.3K Β· π) - VISSL is FAIRs library of extensible, modular and scalable..
MIT - deep-daze (π₯22 Β· β 4.3K Β· π) - Simple command line tool for text to image generation using..
MIT - Luminoth (π₯22 Β· β 2.4K Β· π) - Deep Learning toolkit for Computer Vision.
BSD-3 - Classy Vision (π₯22 Β· β 1.6K Β· π) - An end-to-end PyTorch framework for image and video..
MIT - detecto (π₯21 Β· β 620 Β· π) - Build fully-functioning computer vision models with PyTorch.
MIT - DEβ«ΆTR (π₯20 Β· β 15K Β· π) - End-to-End Object Detection with Transformers.
Apache-2 - image-match (π₯20 Β· β 3K Β· π) - Quickly search over billions of images.
Apache-2 - solt (π₯20 Β· β 260) - Streaming over lightweight data transformations.
MIT - pycls (π₯18 Β· β 2.2K Β· π) - Codebase for Image Classification Research, written in PyTorch.
MIT - Torch Points 3D (π₯17 Β· β 260 Β· π) - Pytorch framework for doing deep learning on point..
BSD-3 - nude.py (π₯16 Β· β 920 Β· π) - Nudity detection with Python.
MIT - HugsVision (π₯14 Β· β 200 Β· π) - HugsVision is a easy to use huggingface wrapper for state-of-..
MIThuggingface
Libraries for graph processing, clustering, embedding, and machine learning tasks.
networkx (π₯46 Β· β 16K) - Network Analysis in Python. BSD-3
-
GitHub (π¨βπ» 790 Β· π 3.4K Β· π₯ 110 Β· π¦ 430K Β· π 3.5K - 11% open Β· β±οΈ 16.10.2025):
git clone https://github.com/networkx/networkx -
PyPi (π₯ 120M / month Β· π¦ 12K Β· β±οΈ 29.05.2025):
pip install networkx -
Conda (π₯ 25M Β· β±οΈ 04.06.2025):
conda install -c conda-forge networkx
PyTorch Geometric (π₯41 Β· β 23K) - Graph Neural Network Library for PyTorch. MIT
-
GitHub (π¨βπ» 560 Β· π 3.9K Β· π¦ 10K Β· π 4K - 30% open Β· β±οΈ 14.10.2025):
git clone https://github.com/pyg-team/pytorch_geometric -
PyPi (π₯ 970K / month Β· π¦ 730 Β· β±οΈ 15.10.2025):
pip install torch-geometric -
Conda (π₯ 190K Β· β±οΈ 16.10.2025):
conda install -c conda-forge pytorch_geometric
dgl (π₯35 Β· β 14K) - Python package built to ease deep learning on graph, on top of existing DL.. Apache-2
pytorch_geometric_temporal (π₯29 Β· β 2.9K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT
pygraphistry (π₯29 Β· β 2.3K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3
ogb (π₯29 Β· β 2K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT
PyKEEN (π₯28 Β· β 1.9K) - A Python library for learning and evaluating knowledge graph embeddings. MIT
torch-cluster (π₯24 Β· β 900) - PyTorch Extension Library of Optimized Graph Cluster.. MIT
-
GitHub (π¨βπ» 40 Β· π 150 Β· π 190 - 16% open Β· β±οΈ 12.08.2025):
git clone https://github.com/rusty1s/pytorch_cluster -
PyPi (π₯ 45K / month Β· π¦ 62 Β· β±οΈ 12.10.2023):
pip install torch-cluster -
Conda (π₯ 430K Β· β±οΈ 22.09.2025):
conda install -c conda-forge pytorch_cluster
Show 28 hidden projects...
- igraph (π₯33 Β· β 1.4K) - Python interface for igraph.
βοΈGPL-2.0 - Spektral (π₯28 Β· β 2.4K Β· π) - Graph Neural Networks with Keras and Tensorflow 2.
MIT - StellarGraph (π₯27 Β· β 3K Β· π) - StellarGraph - Machine Learning on Graphs.
Apache-2 - pygal (π₯26 Β· β 2.7K Β· π) - PYthon svg GrAph plotting Library.
βοΈLGPL-3.0 - Paddle Graph Learning (π₯26 Β· β 1.6K Β· π) - Paddle Graph Learning (PGL) is an efficient and..
Apache-2 - AmpliGraph (π₯25 Β· β 2.2K Β· π) - Python library for Representation Learning on Knowledge..
Apache-2 - Node2Vec (π₯25 Β· β 1.3K Β· π) - Implementation of the node2vec algorithm.
MIT - Karate Club (π₯24 Β· β 2.3K Β· π) - Karate Club: An API Oriented Open-source Python Framework..
βοΈGPL-3.0 - graph-nets (π₯22 Β· β 5.4K Β· π) - Build Graph Nets in Tensorflow.
Apache-2 - PyTorch-BigGraph (π₯22 Β· β 3.4K Β· π) - Generate embeddings from large-scale graph-structured..
BSD-3 - graph4nlp (π₯21 Β· β 1.7K Β· π) - Graph4nlp is the library for the easy use of Graph..
Apache-2 - jraph (π₯21 Β· β 1.4K Β· π) - A Graph Neural Network Library in Jax.
Apache-2 - deepsnap (π₯21 Β· β 560 Β· π) - Python library assists deep learning on graphs.
MIT - DeepWalk (π₯20 Β· β 2.7K Β· π) - DeepWalk - Deep Learning for Graphs.
βοΈGPL-3.0 - DIG (π₯20 Β· β 2K Β· π) - A library for graph deep learning research.
βοΈGPL-3.0 - pyRDF2Vec (π₯20 Β· β 260 Β· π) - Python Implementation and Extension of RDF2Vec.
MIT - Sematch (π₯18 Β· β 440 Β· π) - semantic similarity framework for knowledge graph.
Apache-2 - GraphGym (π₯17 Β· β 1.8K Β· π) - Platform for designing and evaluating Graph Neural Networks (GNN).
MIT - DeepGraph (π₯17 Β· β 320) - Analyze Data with Pandas-based Networks. Documentation:.
βUnlicensed - AutoGL (π₯16 Β· β 1.1K Β· π) - An autoML framework & toolkit for machine learning on graphs.
Apache-2 - kglib (π₯16 Β· β 550 Β· π) - TypeDB-ML is the Machine Learning integrations library for TypeDB.
Apache-2 - ptgnn (π₯16 Β· β 380 Β· π) - A PyTorch Graph Neural Network Library.
MIT - Euler (π₯15 Β· β 2.9K Β· π) - A distributed graph deep learning framework.
Apache-2 - GraphEmbedding (π₯14 Β· β 3.8K Β· π) - Implementation and experiments of graph embedding..
MIT - GraphSAGE (π₯14 Β· β 3.6K Β· π) - Representation learning on large graphs using stochastic..
MIT - OpenNE (π₯14 Β· β 1.7K Β· π) - An Open-Source Package for Network Embedding (NE).
MIT - GraphVite (π₯14 Β· β 1.3K Β· π) - GraphVite: A General and High-performance Graph Embedding..
Apache-2 - OpenKE (π₯13 Β· β 4K Β· π) - An Open-Source Package for Knowledge Embedding (KE).
βUnlicensed
Libraries for audio analysis, manipulation, transformation, and extraction, as well as speech recognition and music generation tasks.
speechbrain (π₯37 Β· β 11K) - A PyTorch-based Speech Toolkit. Apache-2
torchaudio (π₯37 Β· β 2.8K) - Data manipulation and transformation for audio signal.. BSD-2
SpeechRecognition (π₯34 Β· β 8.9K) - Speech recognition module for Python, supporting several.. BSD-3
-
GitHub (π¨βπ» 55 Β· π 2.4K Β· π¦ 21 Β· π 670 - 48% open Β· β±οΈ 14.09.2025):
git clone https://github.com/Uberi/speech_recognition -
PyPi (π₯ 2.2M / month Β· π¦ 730 Β· β±οΈ 12.05.2025):
pip install SpeechRecognition -
Conda (π₯ 350K Β· β±οΈ 12.05.2025):
conda install -c conda-forge speechrecognition
spleeter (π₯32 Β· β 27K) - Deezer source separation library including pretrained models. MIT
-
GitHub (π¨βπ» 22 Β· π 3K Β· π₯ 4.4M Β· π¦ 1.1K Β· π 830 - 32% open Β· β±οΈ 02.04.2025):
git clone https://github.com/deezer/spleeter -
PyPi (π₯ 28K / month Β· π¦ 18 Β· β±οΈ 03.04.2025):
pip install spleeter -
Conda (π₯ 120K Β· β±οΈ 22.04.2025):
conda install -c conda-forge spleeter
audiomentations (π₯32 Β· β 2.2K) - A Python library for audio data augmentation. Useful for.. MIT
audioread (π₯31 Β· β 520) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.. MIT
pyAudioAnalysis (π₯28 Β· β 6.1K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2
python-soundfile (π₯27 Β· β 800) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3
DeepSpeech (π₯21 Β· β 27K Β· π) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
Show 11 hidden projects...
- Pydub (π₯36 Β· β 9.6K Β· π) - Manipulate audio with a simple and easy high level interface.
MIT - Essentia (π₯28 Β· β 3.2K) - C++ library for audio and music analysis, description and..
βοΈAGPL-3.0 - Madmom (π₯28 Β· β 1.5K Β· π) - Python audio and music signal processing library.
BSD-3 - aubio (π₯27 Β· β 3.5K) - a library for audio and music analysis.
βοΈGPL-3.0 - TTS (π₯26 Β· β 10K Β· π) - Deep learning for Text to Speech (Discussion forum:..
MPL-2.0 - DDSP (π₯25 Β· β 3.1K Β· π) - DDSP: Differentiable Digital Signal Processing.
Apache-2 - Dejavu (π₯23 Β· β 6.7K Β· π) - Audio fingerprinting and recognition in Python.
MIT - python_speech_features (π₯21 Β· β 2.4K Β· π) - This library provides common speech features for ASR..
MIT - TimeSide (π₯21 Β· β 390 Β· π€) - scalable audio processing framework and server written in..
βοΈAGPL-3.0 - Muda (π₯18 Β· β 240 Β· π) - A library for augmenting annotated audio data.
ISC - textlesslib (π₯10 Β· β 550 Β· π) - Library for Textless Spoken Language Processing.
MIT
Libraries to load, process, analyze, and write geographic data as well as libraries for spatial analysis, map visualization, and geocoding.
pydeck (π₯43 Β· β 14K) - WebGL2 powered visualization framework. MIT
-
GitHub (π¨βπ» 300 Β· π 2.2K Β· π¦ 9.2K Β· π 3.2K - 13% open Β· β±οΈ 08.10.2025):
git clone https://github.com/visgl/deck.gl -
PyPi (π₯ 15M / month Β· π¦ 160 Β· β±οΈ 21.03.2025):
pip install pydeck -
Conda (π₯ 840K Β· β±οΈ 22.04.2025):
conda install -c conda-forge pydeck -
npm (π₯ 690K / month Β· π¦ 360 Β· β±οΈ 08.10.2025):
npm install deck.gl
folium (π₯40 Β· β 7.2K) - Python Data. Leaflet.js Maps. MIT
-
GitHub (π¨βπ» 180 Β· π 2.2K Β· π¦ 64K Β· π 1.2K - 6% open Β· β±οΈ 06.10.2025):
git clone https://github.com/python-visualization/folium -
PyPi (π₯ 2.8M / month Β· π¦ 1K Β· β±οΈ 16.06.2025):
pip install folium -
Conda (π₯ 4.4M Β· β±οΈ 16.06.2025):
conda install -c conda-forge folium
Shapely (π₯40 Β· β 4.3K) - Manipulation and analysis of geometric objects. BSD-3
-
GitHub (π¨βπ» 170 Β· π 600 Β· π₯ 4K Β· π¦ 110K Β· π 1.3K - 18% open Β· β±οΈ 14.10.2025):
git clone https://github.com/shapely/shapely -
PyPi (π₯ 60M / month Β· π¦ 4.7K Β· β±οΈ 24.09.2025):
pip install shapely -
Conda (π₯ 14M Β· β±οΈ 24.09.2025):
conda install -c conda-forge shapely
GeoPandas (π₯39 Β· β 4.9K) - Python tools for geographic data. BSD-3
-
GitHub (π¨βπ» 250 Β· π 980 Β· π₯ 3.1K Β· π¦ 60K Β· π 1.8K - 24% open Β· β±οΈ 11.10.2025):
git clone https://github.com/geopandas/geopandas -
PyPi (π₯ 11M / month Β· π¦ 3.8K Β· β±οΈ 26.06.2025):
pip install geopandas -
Conda (π₯ 5.3M Β· β±οΈ 06.10.2025):
conda install -c conda-forge geopandas
Rasterio (π₯37 Β· β 2.4K) - Rasterio reads and writes geospatial raster datasets. BSD-3
-
GitHub (π¨βπ» 170 Β· π 540 Β· π₯ 1K Β· π¦ 19K Β· π 1.9K - 8% open Β· β±οΈ 26.09.2025):
git clone https://github.com/rasterio/rasterio -
PyPi (π₯ 2.7M / month Β· π¦ 1.5K Β· β±οΈ 02.12.2024):
pip install rasterio -
Conda (π₯ 5.2M Β· β±οΈ 17.09.2025):
conda install -c conda-forge rasterio
pyproj (π₯37 Β· β 1.2K) - Python interface to PROJ (cartographic projections and coordinate.. MIT
ArcGIS API (π₯36 Β· β 2.1K Β· π) - Documentation and samples for ArcGIS API for Python. Apache-2
ipyleaflet (π₯33 Β· β 1.5K) - A Jupyter - Leaflet.js bridge. MIT
-
GitHub (π¨βπ» 94 Β· π 360 Β· π¦ 18K Β· π 660 - 44% open Β· β±οΈ 19.06.2025):
git clone https://github.com/jupyter-widgets/ipyleaflet -
PyPi (π₯ 260K / month Β· π¦ 340 Β· β±οΈ 13.06.2025):
pip install ipyleaflet -
Conda (π₯ 1.7M Β· β±οΈ 13.06.2025):
conda install -c conda-forge ipyleaflet -
npm (π₯ 2.3K / month Β· π¦ 9 Β· β±οΈ 13.06.2025):
npm install jupyter-leaflet
EarthPy (π₯28 Β· β 530) - A package built to support working with spatial data using open source.. BSD-3
-
GitHub (π¨βπ» 44 Β· π 160 Β· π₯ 75 Β· π¦ 440 Β· π 250 - 16% open Β· β±οΈ 31.07.2025):
git clone https://github.com/earthlab/earthpy -
PyPi (π₯ 26K / month Β· π¦ 17 Β· β±οΈ 01.10.2021):
pip install earthpy -
Conda (π₯ 98K Β· β±οΈ 22.04.2025):
conda install -c conda-forge earthpy
pymap3d (π₯25 Β· β 430) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2
Mapbox GL (π₯22 Β· β 680 Β· π€) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT
Show 7 hidden projects...
- Satpy (π₯34 Β· β 1.1K) - Python package for earth-observing satellite data processing.
βοΈGPL-3.0 - geopy (π₯32 Β· β 4.7K Β· π) - Geocoding library for Python.
MIT - Geocoder (π₯32 Β· β 1.6K Β· π) - Python Geocoder.
MIT - Sentinelsat (π₯26 Β· β 1K Β· π) - Search and download Copernicus Sentinel satellite images.
βοΈGPL-3.0 - prettymaps (π₯24 Β· β 12K) - Draw pretty maps from OpenStreetMap data! Built with osmnx..
βοΈAGPL-3.0 - gmaps (π₯22 Β· β 760 Β· π) - Google maps for Jupyter notebooks.
BSD-3 - geoplotlib (π₯21 Β· β 1K Β· π) - python toolbox for visualizing geographical data and making maps.
MIT
Libraries for algorithmic stock/crypto trading, risk analytics, backtesting, technical analysis, and other tasks on financial data.
yfinance (π₯42 Β· β 19K) - Download market data from Yahoo! Finances API. Apache-2
-
GitHub (π¨βπ» 140 Β· π 2.8K Β· π¦ 86K Β· π 1.7K - 9% open Β· β±οΈ 18.09.2025):
git clone https://github.com/ranaroussi/yfinance -
PyPi (π₯ 5.4M / month Β· π¦ 1.2K Β· β±οΈ 17.09.2025):
pip install yfinance -
Conda (π₯ 99K Β· β±οΈ 25.03.2025):
conda install -c ranaroussi yfinance
Qlib (π₯32 Β· β 32K) - Qlib is an AI-oriented Quant investment platform that aims to use AI tech.. MIT
Alpha Vantage (π₯26 Β· β 4.6K) - A python wrapper for Alpha Vantage API for financial data. MIT
-
GitHub (π¨βπ» 44 Β· π 760 Β· π 290 - 0% open Β· β±οΈ 27.07.2025):
git clone https://github.com/RomelTorres/alpha_vantage -
PyPi (π₯ 150K / month Β· π¦ 35 Β· β±οΈ 18.07.2024):
pip install alpha_vantage -
Conda (π₯ 10K Β· β±οΈ 22.04.2025):
conda install -c conda-forge alpha_vantage
stockstats (π₯26 Β· β 1.4K) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3
tf-quant-finance (π₯21 Β· β 5K Β· π€) - High-performance TensorFlow library for quantitative.. Apache-2
finmarketpy (π₯21 Β· β 3.7K Β· π€) - Python library for backtesting trading strategies &.. Apache-2
Show 17 hidden projects...
- zipline (π₯32 Β· β 19K Β· π) - Zipline, a Pythonic Algorithmic Trading Library.
Apache-2 - ta (π₯32 Β· β 4.8K Β· π) - Technical Analysis Library using Pandas and Numpy.
MIT - arch (π₯32 Β· β 1.4K) - ARCH models in Python.
βUnlicensed - pyfolio (π₯31 Β· β 6.1K Β· π) - Portfolio and risk analytics in Python.
Apache-2 - backtrader (π₯29 Β· β 19K Β· π) - Python Backtesting library for trading strategies.
βοΈGPL-3.0 - IB-insync (π₯28 Β· β 3.1K Β· π) - Python sync/async framework for Interactive Brokers API.
BSD-2 - Alphalens (π₯27 Β· β 3.9K Β· π) - Performance analysis of predictive (alpha) stock factors.
Apache-2 - Enigma Catalyst (π₯27 Β· β 2.5K Β· π) - An Algorithmic Trading Library for Crypto-Assets in..
Apache-2 - empyrical (π₯27 Β· β 1.4K Β· π) - Common financial risk and performance metrics. Used by..
Apache-2 - Backtesting.py (π₯26 Β· β 7.3K) - Backtest trading strategies in Python.
βοΈAGPL-3.0 - TensorTrade (π₯26 Β· β 5.6K Β· π) - An open source reinforcement learning framework for..
Apache-2 - PyAlgoTrade (π₯25 Β· β 4.6K Β· π) - Python Algorithmic Trading Library.
Apache-2 - FinTA (π₯24 Β· β 2.2K Β· π) - Common financial technical indicators implemented in Pandas.
βοΈLGPL-3.0 - FinQuant (π₯23 Β· β 1.6K Β· π) - A program for financial portfolio management, analysis and..
MIT - Crypto Signals (π₯22 Β· β 5.4K Β· π) - Github.com/CryptoSignal - Trading & Technical Analysis Bot -..
MIT - surpriver (π₯12 Β· β 1.8K Β· π) - Find big moving stocks before they move using machine..
βοΈGPL-3.0 - pyrtfolio (π₯9 Β· β 150 Β· π) - Python package to generate stock portfolios.
βοΈGPL-3.0
Libraries for forecasting, anomaly detection, feature extraction, and machine learning on time-series and sequential data.
sktime (π₯41 Β· β 9.3K) - A unified framework for machine learning with time series. BSD-3
-
GitHub (π¨βπ» 510 Β· π 1.7K Β· π₯ 110 Β· π¦ 4.7K Β· π 3K - 39% open Β· β±οΈ 15.10.2025):
git clone https://github.com/alan-turing-institute/sktime -
PyPi (π₯ 1.1M / month Β· π¦ 160 Β· β±οΈ 25.09.2025):
pip install sktime -
Conda (π₯ 1.2M Β· β±οΈ 18.09.2025):
conda install -c conda-forge sktime-all-extras
Prophet (π₯34 Β· β 20K) - Tool for producing high quality forecasts for time series data that has.. MIT
-
GitHub (π¨βπ» 190 Β· π 4.6K Β· π₯ 3.2K Β· π¦ 21 Β· π 2.2K - 20% open Β· β±οΈ 17.09.2025):
git clone https://github.com/facebook/prophet -
PyPi (π₯ 100K / month Β· π¦ 91 Β· β±οΈ 05.09.2020):
pip install fbprophet -
Conda (π₯ 1.5M Β· β±οΈ 01.10.2025):
conda install -c conda-forge prophet
Darts (π₯33 Β· β 9K) - A python library for user-friendly forecasting and anomaly detection on.. Apache-2
-
GitHub (π¨βπ» 140 Β· π 970 Β· π 1.8K - 13% open Β· β±οΈ 10.10.2025):
git clone https://github.com/unit8co/darts -
PyPi (π₯ 86K / month Β· π¦ 10 Β· β±οΈ 03.10.2025):
pip install u8darts -
Conda (π₯ 93K Β· β±οΈ 05.10.2025):
conda install -c conda-forge u8darts-all -
Docker Hub (π₯ 2.1K Β· β±οΈ 03.10.2025):
docker pull unit8/darts
StatsForecast (π₯33 Β· β 4.5K) - Lightning fast forecasting with statistical and econometric.. Apache-2
-
GitHub (π¨βπ» 56 Β· π 330 Β· π¦ 1.9K Β· π 380 - 32% open Β· β±οΈ 08.10.2025):
git clone https://github.com/Nixtla/statsforecast -
PyPi (π₯ 1.1M / month Β· π¦ 80 Β· β±οΈ 05.07.2025):
pip install statsforecast -
Conda (π₯ 220K Β· β±οΈ 13.10.2025):
conda install -c conda-forge statsforecast
skforecast (π₯33 Β· β 1.4K) - Time series forecasting with machine learning models. BSD-3
pytorch-forecasting (π₯32 Β· β 4.6K) - Time series forecasting with PyTorch. MIT
-
GitHub (π¨βπ» 79 Β· π 710 Β· π¦ 670 Β· π 920 - 60% open Β· β±οΈ 10.10.2025):
git clone https://github.com/jdb78/pytorch-forecasting -
PyPi (π₯ 290K / month Β· π¦ 27 Β· β±οΈ 10.10.2025):
pip install pytorch-forecasting -
Conda (π₯ 86K Β· β±οΈ 05.07.2025):
conda install -c conda-forge pytorch-forecasting
pmdarima (π₯32 Β· β 1.7K Β· π€) - A statistical library designed to fill the void in Pythons time.. MIT
-
GitHub (π¨βπ» 23 Β· π 250 Β· π¦ 13K Β· π 340 - 19% open Β· β±οΈ 07.11.2024):
git clone https://github.com/alkaline-ml/pmdarima -
PyPi (π₯ 6.9M / month Β· π¦ 150 Β· β±οΈ 23.10.2023):
pip install pmdarima -
Conda (π₯ 1.4M Β· β±οΈ 22.04.2025):
conda install -c conda-forge pmdarima
STUMPY (π₯30 Β· β 4K) - STUMPY is a powerful and scalable Python library for modern time series.. BSD-3
NeuralForecast (π₯30 Β· β 3.8K) - Scalable and user friendly neural forecasting algorithms. Apache-2
Show 13 hidden projects...
- NeuralProphet (π₯26 Β· β 4.2K Β· π) - NeuralProphet: A simple forecasting package.
MIT - PyFlux (π₯25 Β· β 2.1K Β· π) - Open source time series library for Python.
BSD-3 - luminol (π₯22 Β· β 1.2K Β· π) - Anomaly Detection and Correlation library.
Apache-2 - ADTK (π₯22 Β· β 1.2K Β· π) - A Python toolkit for rule-based/unsupervised anomaly detection in..
MPL-2.0 - seglearn (π₯21 Β· β 580 Β· π) - Python module for machine learning time series:.
BSD-3 - tick (π₯21 Β· β 520 Β· π) - Module for statistical learning, with a particular emphasis on time-..
BSD-3 - pydlm (π₯21 Β· β 480 Β· π) - A python library for Bayesian time series modeling.
BSD-3 - matrixprofile-ts (π₯19 Β· β 740 Β· π) - A Python library for detecting patterns and anomalies..
Apache-2 - tsflex (π₯19 Β· β 430 Β· π) - Flexible time series feature extraction & processing.
MIT - Auto TS (π₯18 Β· β 760 Β· π) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost..
Apache-2 - tsaug (π₯15 Β· β 360 Β· π) - A Python package for time series augmentation.
Apache-2 - atspy (π₯14 Β· β 520 Β· π) - AtsPy: Automated Time Series Models in Python (by @firmai).
MIT - tslumen (π₯8 Β· β 71 Β· π) - A library for Time Series EDA (exploratory data analysis).
Apache-2
Libraries for processing and analyzing medical data such as MRIs, EEGs, genomic data, and other medical imaging formats.
Nilearn (π₯38 Β· β 1.3K) - Machine learning for NeuroImaging in Python. BSD-3
-
GitHub (π¨βπ» 260 Β· π 610 Β· π₯ 410 Β· π¦ 4.4K Β· π 2.4K - 12% open Β· β±οΈ 16.10.2025):
git clone https://github.com/nilearn/nilearn -
PyPi (π₯ 250K / month Β· π¦ 350 Β· β±οΈ 03.09.2025):
pip install nilearn -
Conda (π₯ 390K Β· β±οΈ 04.09.2025):
conda install -c conda-forge nilearn
MNE (π₯37 Β· β 3.1K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3
NiBabel (π₯34 Β· β 740) - Python package to access a cacophony of neuro-imaging file formats. MIT
Lifelines (π₯32 Β· β 2.5K Β· π€) - Survival analysis in Python. MIT
-
GitHub (π¨βπ» 120 Β· π 560 Β· π¦ 4.2K Β· π 980 - 27% open Β· β±οΈ 29.10.2024):
git clone https://github.com/CamDavidsonPilon/lifelines -
PyPi (π₯ 1.9M / month Β· π¦ 160 Β· β±οΈ 29.10.2024):
pip install lifelines -
Conda (π₯ 500K Β· β±οΈ 22.04.2025):
conda install -c conda-forge lifelines
DeepVariant (π₯27 Β· β 3.5K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3
Brainiak (π₯18 Β· β 360 Β· π€) - Brain Imaging Analysis Kit. Apache-2
-
GitHub (π¨βπ» 35 Β· π 140 Β· π 230 - 38% open Β· β±οΈ 06.01.2025):
git clone https://github.com/brainiak/brainiak -
PyPi (π₯ 2.6K / month Β· β±οΈ 07.01.2025):
pip install brainiak -
Docker Hub (π₯ 2K Β· β 1 Β· β±οΈ 07.01.2025):
docker pull brainiak/brainiak
Show 10 hidden projects...
- DIPY (π₯31 Β· β 790) - DIPY is the paragon 3D/4D+ medical imaging library in Python...
βUnlicensed - NiftyNet (π₯25 Β· β 1.4K Β· π) - [unmaintained] An open-source convolutional neural..
Apache-2 - MedPy (π₯23 Β· β 610 Β· π) - Medical image processing in Python.
βοΈGPL-3.0 - NIPY (π₯23 Β· β 400 Β· π€) - Neuroimaging in Python FMRI analysis package.
βUnlicensed - DLTK (π₯21 Β· β 1.4K Β· π) - Deep Learning Toolkit for Medical Image Analysis.
Apache-2 - Glow (π₯19 Β· β 290 Β· π€) - An open-source toolkit for large-scale genomic analysis.
Apache-2 - MedicalTorch (π₯16 Β· β 870 Β· π) - A medical imaging framework for Pytorch.
Apache-2 - Medical Detection Toolkit (π₯14 Β· β 1.3K Β· π) - The Medical Detection Toolkit contains 2D + 3D..
Apache-2 - DeepNeuro (π₯14 Β· β 130 Β· π) - A deep learning python package for neuroimaging data. Made by:.
MIT - MedicalNet (π₯12 Β· β 2.1K Β· π) - Many studies have shown that the performance on deep learning is..
MIT
Libraries for processing tabular and structured data.
pytorch_tabular (π₯23 Β· β 1.6K) - A standard framework for modelling Deep Learning Models.. MIT
upgini (π₯21 Β· β 340) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
Show 3 hidden projects...
- miceforest (π₯19 Β· β 390 Β· π) - Multiple Imputation with LightGBM in Python.
MIT - carefree-learn (π₯18 Β· β 410 Β· π) - Deep Learning PyTorch.
MIT - deltapy (π₯13 Β· β 550 Β· π) - DeltaPy - Tabular Data Augmentation (by @firmai).
MIT
Libraries for optical character recognition (OCR) and text extraction from images or videos.
PaddleOCR (π₯43 Β· β 57K) - Turn any PDF or image document into structured data for your.. Apache-2
OCRmyPDF (π₯37 Β· β 31K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0
-
GitHub (π¨βπ» 120 Β· π 2.2K Β· π₯ 15K Β· π¦ 1.4K Β· π 1.3K - 11% open Β· β±οΈ 16.10.2025):
git clone https://github.com/ocrmypdf/OCRmyPDF -
PyPi (π₯ 400K / month Β· π¦ 58 Β· β±οΈ 16.10.2025):
pip install ocrmypdf -
Conda (π₯ 110K Β· β±οΈ 22.04.2025):
conda install -c conda-forge ocrmypdf
Tesseract (π₯32 Β· β 6.2K Β· π€) - Python-tesseract is an optical character recognition (OCR).. Apache-2
tesserocr (π₯32 Β· β 2.1K) - A Python wrapper for the tesseract-ocr API. MIT
-
GitHub (π¨βπ» 34 Β· π 260 Β· π₯ 1.1K Β· π¦ 1.3K Β· π 290 - 14% open Β· β±οΈ 10.10.2025):
git clone https://github.com/sirfz/tesserocr -
PyPi (π₯ 200K / month Β· π¦ 56 Β· β±οΈ 10.10.2025):
pip install tesserocr -
Conda (π₯ 290K Β· β±οΈ 22.04.2025):
conda install -c conda-forge tesserocr
MMOCR (π₯27 Β· β 4.7K Β· π€) - OpenMMLab Text Detection, Recognition and Understanding Toolbox. Apache-2
keras-ocr (π₯25 Β· β 1.5K) - A packaged and flexible version of the CRAFT text detector and.. MIT
-
GitHub (π¨βπ» 19 Β· π 340 Β· π₯ 2.1M Β· π¦ 720 Β· π 220 - 46% open Β· β±οΈ 22.09.2025):
git clone https://github.com/faustomorales/keras-ocr -
PyPi (π₯ 18K / month Β· π¦ 8 Β· β±οΈ 06.11.2023):
pip install keras-ocr -
Conda (π₯ 440 Β· β±οΈ 22.04.2025):
conda install -c anaconda keras-ocr
Show 6 hidden projects...
- EasyOCR (π₯34 Β· β 28K Β· π) - Ready-to-use OCR with 80+ supported languages and all popular..
Apache-2 - calamari (π₯22 Β· β 1.2K) - Line based ATR Engine based on OCRopy.
βοΈGPL-3.0 - pdftabextract (π₯21 Β· β 2.2K Β· π) - A set of tools for extracting tables from PDF files..
Apache-2 - attention-ocr (π₯21 Β· β 1.1K Β· π) - A Tensorflow model for text recognition (CNN + seq2seq..
MIT - doc2text (π₯20 Β· β 1.3K Β· π) - Detect text blocks and OCR poorly scanned PDFs in bulk. Python..
MIT - Mozart (π₯10 Β· β 690 Β· π) - An optical music recognition (OMR) system. Converts sheet..
Apache-2
General-purpose data containers & structures as well as utilities & extensions for pandas.
πΒ best-of-python - Data Containers ( β 4.2K) - Collection of data-container, dataframe, and pandas-..
Libraries for loading, collecting, and extracting data from a variety of data sources and formats.
πΒ best-of-python - Data Extraction ( β 4.2K) - Collection of data-loading and -extraction libraries.
Libraries for web scraping, crawling, downloading, and mining as well as libraries.
πΒ best-of-web-python - Web Scraping ( β 2.6K) - Collection of web-scraping and crawling libraries.
Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.
πΒ best-of-python - Data Pipelines ( β 4.2K) - Libraries for data batch- and stream-processing,..
Show 1 hidden projects...
Libraries that provide capabilities to distribute and parallelize machine learning tasks across large-scale compute infrastructure.
Ray (π₯48 Β· β 39K Β· π) - Ray is an AI compute engine. Ray consists of a core distributed.. Apache-2
-
GitHub (π¨βπ» 1.4K Β· π 6.8K Β· π₯ 270 Β· π¦ 26K Β· π 22K - 14% open Β· β±οΈ 16.10.2025):
git clone https://github.com/ray-project/ray -
PyPi (π₯ 28M / month Β· π¦ 1.1K Β· β±οΈ 10.10.2025):
pip install ray -
Conda (π₯ 900K Β· β±οΈ 16.10.2025):
conda install -c conda-forge ray-tune
DeepSpeed (π₯41 Β· β 40K) - DeepSpeed is a deep learning optimization library that makes.. Apache-2
-
GitHub (π¨βπ» 420 Β· π 4.6K Β· π¦ 15K Β· π 3.2K - 34% open Β· β±οΈ 13.10.2025):
git clone https://github.com/microsoft/DeepSpeed -
PyPi (π₯ 1.2M / month Β· π¦ 340 Β· β±οΈ 07.10.2025):
pip install deepspeed -
Docker Hub (π₯ 24K Β· β 4 Β· β±οΈ 02.09.2022):
docker pull deepspeed/deepspeed
dask.distributed (π₯39 Β· β 1.7K) - A distributed task scheduler for Dask. BSD-3
horovod (π₯36 Β· β 15K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2
metrics (π₯36 Β· β 2.3K) - Machine learning metrics for distributed, scalable PyTorch.. Apache-2
-
GitHub (π¨βπ» 280 Β· π 460 Β· π₯ 6.9K Β· π¦ 45K Β· π 980 - 7% open Β· β±οΈ 16.10.2025):
git clone https://github.com/Lightning-AI/metrics -
PyPi (π₯ 4.1K / month Β· π¦ 4 Β· β±οΈ 26.02.2025):
pip install metrics -
Conda (π₯ 2.1M Β· β±οΈ 03.09.2025):
conda install -c conda-forge torchmetrics
H2O-3 (π₯34 Β· β 7.3K) - H2O is an Open Source, Distributed, Fast & Scalable Machine Learning.. Apache-2
ColossalAI (π₯33 Β· β 41K) - Making large AI models cheaper, faster and more accessible. Apache-2
-
GitHub (π¨βπ» 200 Β· π 4.5K Β· π¦ 530 Β· π 1.8K - 26% open Β· β±οΈ 26.09.2025):
git clone https://github.com/hpcaitech/colossalai
FairScale (π₯31 Β· β 3.4K) - PyTorch extensions for high performance and large scale training. BSD-3
-
GitHub (π¨βπ» 77 Β· π 290 Β· π¦ 8.9K Β· π 390 - 26% open Β· β±οΈ 26.04.2025):
git clone https://github.com/facebookresearch/fairscale -
PyPi (π₯ 620K / month Β· π¦ 150 Β· β±οΈ 11.12.2022):
pip install fairscale -
Conda (π₯ 520K Β· β±οΈ 22.04.2025):
conda install -c conda-forge fairscale
Submit it (π₯31 Β· β 1.5K) - Python 3.8+ toolbox for submitting jobs to Slurm. MIT
-
GitHub (π¨βπ» 26 Β· π 140 Β· π¦ 4.7K Β· π 130 - 38% open Β· β±οΈ 21.05.2025):
git clone https://github.com/facebookincubator/submitit -
PyPi (π₯ 800K / month Β· π¦ 74 Β· β±οΈ 21.05.2025):
pip install submitit -
Conda (π₯ 65K Β· β±οΈ 22.04.2025):
conda install -c conda-forge submitit
BigDL (π₯30 Β· β 8.4K) - Accelerate local LLM inference and finetuning (LLaMA, Mistral,.. Apache-2
-
GitHub (π¨βπ» 120 Β· π 1.4K Β· π₯ 710 Β· π 3K - 40% open Β· β±οΈ 14.10.2025):
git clone https://github.com/intel-analytics/BigDL -
PyPi (π₯ 14K / month Β· π¦ 2 Β· β±οΈ 24.03.2024):
pip install bigdl -
Maven (π¦ 5 Β· β±οΈ 20.04.2021):
<dependency> <groupId>com.intel.analytics.bigdl</groupId> <artifactId>bigdl-SPARK_2.4</artifactId> <version>[VERSION]</version> </dependency>
petastorm (π₯29 Β· β 1.9K) - Petastorm library enables single machine or distributed training.. Apache-2
Hivemind (π₯26 Β· β 2.3K) - Decentralized deep learning in PyTorch. Built to train models on.. MIT
Apache Singa (π₯23 Β· β 3.6K Β· π€) - a distributed deep learning platform. Apache-2
-
GitHub (π¨βπ» 98 Β· π 1.3K Β· π¦ 6 Β· π 140 - 35% open Β· β±οΈ 26.03.2025):
git clone https://github.com/apache/singa -
Conda (π₯ 1.2K Β· β±οΈ 25.03.2025):
conda install -c nusdbsystem singa -
Docker Hub (π₯ 9.9K Β· β 3 Β· β±οΈ 31.05.2022):
docker pull apache/singa
analytics-zoo (π₯22 Β· β 2.6K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2
Show 17 hidden projects...
- DEAP (π₯34 Β· β 6.2K) - Distributed Evolutionary Algorithms in Python.
βοΈLGPL-3.0 - ipyparallel (π₯29 Β· β 2.6K) - IPython Parallel: Interactive Parallel Computing in..
βUnlicensed - TensorFlowOnSpark (π₯25 Β· β 3.9K Β· π) - TensorFlowOnSpark brings TensorFlow programs to..
Apache-2 - Elephas (π₯24 Β· β 1.6K Β· π) - Distributed Deep learning with Keras & Spark.
MITkeras - Mesh (π₯23 Β· β 1.6K Β· π) - Mesh TensorFlow: Model Parallelism Made Easier.
Apache-2 - BytePS (π₯21 Β· β 3.7K Β· π) - A high performance and generic framework for distributed DNN..
Apache-2 - somoclu (π₯21 Β· β 280 Β· π) - Massively parallel self-organizing maps: accelerate training on..
MIT - TensorFrames (π₯19 Β· β 750 Β· π) - [DEPRECATED] Tensorflow wrapper for DataFrames on..
Apache-2 - sk-dist (π₯19 Β· β 290 Β· π) - Distributed scikit-learn meta-estimators in PySpark.
Apache-2 - mesh-transformer-jax (π₯18 Β· β 6.3K Β· π) - Model parallel transformers in JAX and Haiku.
Apache-2 - launchpad (π₯18 Β· β 330 Β· π) - Launchpad is a library that simplifies writing..
Apache-2 - Fiber (π₯17 Β· β 1K Β· π) - Distributed Computing for AI Made Simple.
Apache-2 - parallelformers (π₯17 Β· β 790 Β· π) - Parallelformers: An Efficient Model Parallelization..
Apache-2 - bluefog (π₯17 Β· β 290 Β· π) - Distributed and decentralized training framework for PyTorch..
Apache-2 - LazyCluster (π₯14 Β· β 49 Β· π) - Distributed machine learning made simple.
Apache-2 - autodist (π₯12 Β· β 130 Β· π) - Simple Distributed Deep Learning on TensorFlow.
Apache-2 - moolib (π₯11 Β· β 370 Β· π) - A library for distributed ML training with PyTorch.
MIT
Libraries for hyperparameter optimization, automl and neural architecture search.
AutoGluon (π₯36 Β· β 9.5K) - Fast and Accurate ML in 3 Lines of Code. Apache-2
-
GitHub (π¨βπ» 140 Β· π 1.1K Β· π¦ 1.2K Β· π 1.7K - 25% open Β· β±οΈ 26.09.2025):
git clone https://github.com/autogluon/autogluon -
PyPi (π₯ 210K / month Β· π¦ 38 Β· β±οΈ 16.10.2025):
pip install autogluon -
Conda (π₯ 44K Β· β±οΈ 30.07.2025):
conda install -c conda-forge autogluon -
Docker Hub (π₯ 20K Β· β 19 Β· β±οΈ 16.06.2025):
docker pull autogluon/autogluon
Bayesian Optimization (π₯35 Β· β 8.4K) - A Python implementation of global optimization with.. MIT
Hyperopt (π₯34 Β· β 7.5K Β· π€) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3
featuretools (π₯32 Β· β 7.5K Β· π€) - An open source python library for automated feature.. BSD-3
-
GitHub (π¨βπ» 75 Β· π 890 Β· π¦ 2.1K Β· π 1K - 15% open Β· β±οΈ 13.11.2024):
git clone https://github.com/alteryx/featuretools -
PyPi (π₯ 110K / month Β· π¦ 74 Β· β±οΈ 14.05.2024):
pip install featuretools -
Conda (π₯ 270K Β· β±οΈ 22.04.2025):
conda install -c conda-forge featuretools
nevergrad (π₯30 Β· β 4.1K) - A Python toolbox for performing gradient-free optimization. MIT
-
GitHub (π¨βπ» 58 Β· π 360 Β· π¦ 1K Β· π 310 - 40% open Β· β±οΈ 23.04.2025):
git clone https://github.com/facebookresearch/nevergrad -
PyPi (π₯ 180K / month Β· π¦ 72 Β· β±οΈ 23.04.2025):
pip install nevergrad -
Conda (π₯ 67K Β· β±οΈ 22.04.2025):
conda install -c conda-forge nevergrad
mljar-supervised (π₯28 Β· β 3.2K) - Python package for AutoML on Tabular Data with Feature.. MIT
-
GitHub (π¨βπ» 30 Β· π 420 Β· π¦ 170 Β· π 680 - 21% open Β· β±οΈ 07.07.2025):
git clone https://github.com/mljar/mljar-supervised -
PyPi (π₯ 8.8K / month Β· π¦ 6 Β· β±οΈ 07.07.2025):
pip install mljar-supervised -
Conda (π₯ 52K Β· β±οΈ 08.07.2025):
conda install -c conda-forge mljar-supervised
lazypredict (π₯27 Β· β 3.2K) - Lazy Predict help build a lot of basic models without much code.. MIT
-
GitHub (π¨βπ» 19 Β· π 360 Β· π¦ 1.4K Β· π 160 - 64% open Β· β±οΈ 15.10.2025):
git clone https://github.com/shankarpandala/lazypredict -
PyPi (π₯ 30K / month Β· π¦ 8 Β· β±οΈ 05.04.2025):
pip install lazypredict -
Conda (π₯ 6.5K Β· β±οΈ 22.04.2025):
conda install -c conda-forge lazypredict
Hyperactive (π₯24 Β· β 530) - An optimization and data collection toolbox for convenient and fast.. MIT
Auto ViML (π₯20 Β· β 540 Β· π€) - Automatically Build Multiple ML Models with a Single Line of.. Apache-2
featurewiz (π₯18 Β· β 670 Β· π€) - Use advanced feature engineering strategies and select best.. Apache-2
Show 36 hidden projects...
- TPOT (π₯33 Β· β 10K) - A Python Automated Machine Learning tool that optimizes machine..
βοΈLGPL-3.0 - Keras Tuner (π₯32 Β· β 2.9K Β· π) - A Hyperparameter Tuning Library for Keras.
Apache-2 - scikit-optimize (π₯32 Β· β 2.8K Β· π) - Sequential model-based optimization with a..
BSD-3 - NNI (π₯31 Β· β 14K Β· π) - An open source AutoML toolkit for automate machine learning lifecycle,..
MIT - auto-sklearn (π₯31 Β· β 8K Β· π) - Automated Machine Learning with scikit-learn.
BSD-3 - Hyperas (π₯27 Β· β 2.2K Β· π) - Keras + Hyperopt: A very simple wrapper for convenient..
MIT - SMAC3 (π₯27 Β· β 1.2K Β· π€) - SMAC3: A Versatile Bayesian Optimization Package for..
βοΈBSD-1-Clause - GPyOpt (π₯26 Β· β 950 Β· π) - Gaussian Process Optimization using GPy.
BSD-3 - Talos (π₯25 Β· β 1.6K Β· π) - Hyperparameter Experiments with TensorFlow and Keras.
MIT - lightwood (π₯25 Β· β 490) - Lightwood is Legos for Machine Learning.
βοΈGPL-3.0 - AdaNet (π₯24 Β· β 3.5K Β· π) - Fast and flexible AutoML with learning guarantees.
Apache-2 - auto_ml (π₯24 Β· β 1.7K Β· π) - [UNMAINTAINED] Automated machine learning for analytics & production.
MIT - Orion (π₯24 Β· β 300 Β· π) - Asynchronous Distributed Hyperparameter Optimization.
BSD-3 - HpBandSter (π₯22 Β· β 620 Β· π) - a distributed Hyperband implementation on Steroids.
BSD-3 - MLBox (π₯21 Β· β 1.5K Β· π) - MLBox is a powerful Automated Machine Learning python library.
βοΈBSD-1-Clause - sklearn-deap (π₯21 Β· β 770 Β· π) - Use evolutionary algorithms instead of gridsearch in..
MIT - Test Tube (π₯21 Β· β 740 Β· π) - Python library to easily log experiments and parallelize..
MIT - Neuraxle (π₯21 Β· β 610 Β· π) - The worlds cleanest AutoML library - Do hyperparameter tuning..
Apache-2 - optunity (π₯21 Β· β 420 Β· π) - optimization routines for hyperparameter tuning.
BSD-3 - igel (π₯20 Β· β 3.1K Β· π) - a delightful machine learning tool that allows you to train, test, and..
MIT - opytimizer (π₯20 Β· β 630 Β· π) - Opytimizer is a Python library consisting of meta-heuristic..
Apache-2 - Dragonfly (π₯19 Β· β 890 Β· π) - An open source python library for scalable Bayesian optimisation.
MIT - Auto Tune Models (π₯19 Β· β 530 Β· π) - Auto Tune Models - A multi-tenant, multi-data system for..
MIT - Xcessiv (π₯18 Β· β 1.3K Β· π) - A web-based application for quick, scalable, and automated..
Apache-2 - shap-hypetune (π₯18 Β· β 580 Β· π) - A python package for simultaneous Hyperparameters Tuning and..
MIT - Advisor (π₯17 Β· β 1.6K Β· π) - Open-source implementation of Google Vizier for hyper parameters..
Apache-2 - Sherpa (π₯17 Β· β 340 Β· π) - Hyperparameter optimization that enables researchers to..
βοΈGPL-3.0 - automl-gs (π₯16 Β· β 1.9K Β· π) - Provide an input CSV and a target field to predict, generate a..
MIT - HyperparameterHunter (π₯16 Β· β 710 Β· π) - Easy hyperparameter optimization and automatic result..
MIT - Parfit (π₯15 Β· β 200 Β· π) - A package for parallelizing the fit and flexibly scoring of..
MIT - ENAS (π₯13 Β· β 2.7K Β· π) - PyTorch implementation of Efficient Neural Architecture Search via..
Apache-2 - Auptimizer (π₯13 Β· β 200 Β· π) - An automatic ML model optimization tool.
βοΈGPL-3.0 - Hypermax (π₯12 Β· β 110 Β· π) - Better, faster hyper-parameter optimization.
BSD-3 - model_search (π₯11 Β· β 3.3K Β· π) - AutoML algorithms for model architecture search at scale.
Apache-2 - Devol (π₯11 Β· β 950 Β· π) - Genetic neural architecture search with Keras.
MIT - Hypertunity (π₯10 Β· β 140 Β· π) - A toolset for black-box hyperparameter optimisation.
Apache-2
Libraries for building and evaluating reinforcement learning & agent-based systems.
TF-Agents (π₯28 Β· β 3K) - TF-Agents: A reliable, scalable and easy to use TensorFlow.. Apache-2
Dopamine (π₯27 Β· β 11K Β· π€) - Dopamine is a research framework for fast prototyping of.. Apache-2
PARL (π₯25 Β· β 3.4K) - A high-performance distributed training framework for Reinforcement.. Apache-2
Show 15 hidden projects...
- OpenAI Gym (π₯40 Β· β 37K Β· π) - A toolkit for developing and comparing reinforcement learning..
MIT - baselines (π₯29 Β· β 16K Β· π) - OpenAI Baselines: high-quality implementations of reinforcement..
MIT - TensorLayer (π₯28 Β· β 7.4K Β· π) - Deep Learning and Reinforcement Learning Library for..
Apache-2 - keras-rl (π₯28 Β· β 5.6K Β· π) - Deep Reinforcement Learning for Keras.
MIT - TensorForce (π₯27 Β· β 3.3K Β· π) - Tensorforce: a TensorFlow library for applied..
Apache-2 - garage (π₯26 Β· β 2K Β· π) - A toolkit for reproducible reinforcement learning research.
MIT - Stable Baselines (π₯25 Β· β 4.3K Β· π) - A fork of OpenAI Baselines, implementations of..
MIT - ChainerRL (π₯25 Β· β 1.2K Β· π) - ChainerRL is a deep reinforcement learning library built on top of..
MIT - PFRL (π₯23 Β· β 1.2K Β· π) - PFRL: a PyTorch-based deep reinforcement learning library.
MIT - TRFL (π₯22 Β· β 3.1K Β· π) - TensorFlow Reinforcement Learning.
Apache-2 - Coach (π₯21 Β· β 2.3K Β· π) - Reinforcement Learning Coach by Intel AI Lab enables easy..
Apache-2 - SerpentAI (π₯19 Β· β 6.9K Β· π) - Game Agent Framework. Helping you create AIs / Bots that learn to..
MIT - DeepMind Lab (π₯17 Β· β 7.3K Β· π) - A customisable 3D platform for agent-based AI research.
βUnlicensed - Maze (π₯13 Β· β 280 Β· π) - Maze Applied Reinforcement Learning Framework.
βοΈCustom - rliable (π₯11 Β· β 850 Β· π) - [NeurIPS21 Outstanding Paper] Library for reliable evaluation on..
Apache-2
Libraries for building and evaluating recommendation systems.
Recommenders (π₯34 Β· β 21K) - Best Practices on Recommendation Systems. MIT
RecBole (π₯25 Β· β 4K Β· π€) - A unified, comprehensive and efficient recommendation library. MIT
TF Recommenders (π₯25 Β· β 2K) - TensorFlow Recommenders is a library for building.. Apache-2
Show 11 hidden projects...
- implicit (π₯30 Β· β 3.7K Β· π) - Fast Python Collaborative Filtering for Implicit Feedback Datasets.
MIT - lightfm (π₯28 Β· β 5K Β· π) - A Python implementation of LightFM, a hybrid recommendation..
Apache-2 - scikit-surprise (π₯27 Β· β 6.7K Β· π) - A Python scikit for building and analyzing recommender..
BSD-3 - TF Ranking (π₯26 Β· β 2.8K Β· π) - Learning to Rank in TensorFlow.
Apache-2 - fastFM (π₯22 Β· β 1.1K Β· π) - fastFM: A Library for Factorization Machines.
BSD-3 - tensorrec (π₯21 Β· β 1.3K Β· π) - A TensorFlow recommendation algorithm and framework in..
Apache-2 - Spotlight (π₯18 Β· β 3K Β· π) - Deep recommender models using PyTorch.
MIT - recmetrics (π₯18 Β· β 580 Β· π) - A library of metrics for evaluating recommender systems.
MIT - Case Recommender (π₯18 Β· β 500 Β· π) - Case Recommender: A Flexible and Extensible Python..
MIT - OpenRec (π₯16 Β· β 420 Β· π) - OpenRec is an open-source and modular library for neural network-..
Apache-2 - Collie (π₯10 Β· β 100 Β· π) - A library for preparing, training, and evaluating scalable deep..
BSD-3
Libraries for encrypted and privacy-preserving machine learning using methods like federated learning & differential privacy.
PySyft (π₯31 Β· β 9.8K) - Perform data science on data that remains in someone elses server. Apache-2
Opacus (π₯31 Β· β 1.9K) - Training PyTorch models with differential privacy. Apache-2
-
GitHub (π¨βπ» 87 Β· π 370 Β· π₯ 140 Β· π¦ 1.2K Β· π 340 - 19% open Β· β±οΈ 16.09.2025):
git clone https://github.com/pytorch/opacus -
PyPi (π₯ 120K / month Β· π¦ 49 Β· β±οΈ 27.05.2025):
pip install opacus -
Conda (π₯ 28K Β· β±οΈ 09.07.2025):
conda install -c conda-forge opacus
TensorFlow Privacy (π₯24 Β· β 2K) - Library for training machine learning models with.. Apache-2
Show 2 hidden projects...
- TFEncrypted (π₯24 Β· β 1.2K Β· π) - A Framework for Encrypted Machine Learning in..
Apache-2 - PipelineDP (π₯19 Β· β 280) - PipelineDP is a Python framework for applying differentially..
Apache-2
Libraries to organize, track, and visualize machine learning experiments.
mlflow (π₯47 Β· β 23K Β· π) - The open source developer platform to build AI/LLM applications.. Apache-2
wandb client (π₯44 Β· β 10K) - The AI developer platform. Use Weights & Biases to train and fine-.. MIT
-
GitHub (π¨βπ» 220 Β· π 780 Β· π₯ 1.1K Β· π¦ 84K Β· π 3.7K - 18% open Β· β±οΈ 15.10.2025):
git clone https://github.com/wandb/client -
PyPi (π₯ 21M / month Β· π¦ 2.3K Β· β±οΈ 29.09.2025):
pip install wandb -
Conda (π₯ 1.2M Β· β±οΈ 07.10.2025):
conda install -c conda-forge wandb
Tensorboard (π₯41 Β· β 7K) - TensorFlows Visualization Toolkit. Apache-2
-
GitHub (π¨βπ» 330 Β· π 1.7K Β· π¦ 330K Β· π 2K - 36% open Β· β±οΈ 12.08.2025):
git clone https://github.com/tensorflow/tensorboard -
PyPi (π₯ 29M / month Β· π¦ 2.8K Β· β±οΈ 17.07.2025):
pip install tensorboard -
Conda (π₯ 6M Β· β±οΈ 18.07.2025):
conda install -c conda-forge tensorboard
SageMaker SDK (π₯41 Β· β 2.2K) - A library for training and deploying machine learning.. Apache-2
-
GitHub (π¨βπ» 500 Β· π 1.2K Β· π¦ 6.2K Β· π 1.6K - 21% open Β· β±οΈ 14.10.2025):
git clone https://github.com/aws/sagemaker-python-sdk -
PyPi (π₯ 26M / month Β· π¦ 210 Β· β±οΈ 14.10.2025):
pip install sagemaker -
Conda (π₯ 1.7M Β· β±οΈ 25.08.2025):
conda install -c conda-forge sagemaker-python-sdk
tensorboardX (π₯35 Β· β 8K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT
-
GitHub (π¨βπ» 85 Β· π 860 Β· π₯ 500 Β· π¦ 60K Β· π 470 - 18% open Β· β±οΈ 13.06.2025):
git clone https://github.com/lanpa/tensorboardX -
PyPi (π₯ 4.6M / month Β· π¦ 740 Β· β±οΈ 10.06.2025):
pip install tensorboardX -
Conda (π₯ 1.3M Β· β±οΈ 22.04.2025):
conda install -c conda-forge tensorboardx
PyCaret (π₯34 Β· β 9.6K Β· π€) - An open-source, low-code machine learning library in Python. MIT
-
GitHub (π¨βπ» 140 Β· π 1.8K Β· π₯ 730 Β· π¦ 7.9K Β· π 2.3K - 16% open Β· β±οΈ 06.03.2025):
git clone https://github.com/pycaret/pycaret -
PyPi (π₯ 320K / month Β· π¦ 31 Β· β±οΈ 28.04.2024):
pip install pycaret -
Conda (π₯ 78K Β· β±οΈ 22.04.2025):
conda install -c conda-forge pycaret
ClearML (π₯34 Β· β 6.3K) - ClearML - Auto-Magical CI/CD to streamline your AI workload... Apache-2
-
GitHub (π¨βπ» 100 Β· π 710 Β· π₯ 3.5K Β· π¦ 1.9K Β· π 1.2K - 44% open Β· β±οΈ 14.10.2025):
git clone https://github.com/allegroai/clearml -
PyPi (π₯ 490K / month Β· π¦ 78 Β· β±οΈ 24.07.2025):
pip install clearml -
Docker Hub (π₯ 31K Β· β±οΈ 05.10.2020):
docker pull allegroai/trains
snakemake (π₯34 Β· β 2.6K) - This is the development home of the workflow management system.. MIT
-
GitHub (π¨βπ» 390 Β· π 610 Β· π¦ 2.5K Β· π 2.1K - 58% open Β· β±οΈ 14.10.2025):
git clone https://github.com/snakemake/snakemake -
PyPi (π₯ 160K / month Β· π¦ 310 Β· β±οΈ 12.10.2025):
pip install snakemake -
Conda (π₯ 1.5M Β· β±οΈ 12.10.2025):
conda install -c bioconda snakemake
aim (π₯32 Β· β 5.8K) - Aim An easy-to-use & supercharged open-source experiment tracker. Apache-2
AzureML SDK (π₯31 Β· β 4.3K Β· π€) - Python notebooks with ML and deep learning examples with Azure.. MIT
sacred (π₯30 Β· β 4.3K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT
Neptune.ai (π₯29 Β· β 620) - The experiment tracker for foundation model training. Apache-2
-
GitHub (π¨βπ» 57 Β· π 65 Β· π¦ 920 Β· π 260 - 12% open Β· β±οΈ 09.06.2025):
git clone https://github.com/neptune-ai/neptune-client -
PyPi (π₯ 520K / month Β· π¦ 77 Β· β±οΈ 15.04.2025):
pip install neptune-client -
Conda (π₯ 380K Β· β±οΈ 22.04.2025):
conda install -c conda-forge neptune-client
Labml (π₯25 Β· β 2.2K) - Monitor deep learning model training and hardware usage from your mobile.. MIT
livelossplot (π₯25 Β· β 1.3K Β· π€) - Live training loss plot in Jupyter Notebook for Keras,.. MIT
ml-metadata (π₯25 Β· β 660) - For recording and retrieving metadata associated with ML.. Apache-2
gokart (π₯24 Β· β 330) - Gokart solves reproducibility, task dependencies, constraints of good code,.. MIT
TensorWatch (π₯22 Β· β 3.5K) - Debugging, monitoring and visualization for Python Machine Learning.. MIT
Show 13 hidden projects...
- Catalyst (π₯28 Β· β 3.4K Β· π) - Accelerated deep learning R&D.
Apache-2 - knockknock (π₯25 Β· β 2.8K Β· π) - Knock Knock: Get notified when your training ends with only two..
MIT - hiddenlayer (π₯23 Β· β 1.9K Β· π) - Neural network graphs and training metrics for..
MIT - SKLL (π₯22 Β· β 560 Β· π€) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine..
βUnlicensed - lore (π₯21 Β· β 1.5K Β· π) - Lore makes machine learning approachable for Software Engineers and..
MIT - TensorBoard Logger (π₯21 Β· β 630 Β· π) - Log TensorBoard events without touching TensorFlow.
MIT - Studio.ml (π₯21 Β· β 380 Β· π) - Studio: Simplify and expedite model building process.
Apache-2 - chitra (π₯17 Β· β 230) - A multi-functional library for full-stack Deep Learning. Simplifies..
Apache-2 - steppy (π₯17 Β· β 140 Β· π) - Lightweight, Python library for fast and reproducible experimentation.
MIT - MXBoard (π₯16 Β· β 320 Β· π) - Logging MXNet data for visualization in TensorBoard.
Apache-2 - caliban (π₯15 Β· β 500 Β· π) - Research workflows made easy, locally and in the Cloud.
Apache-2 - ModelChimp (π₯12 Β· β 130 Β· π) - Experiment tracking for machine and deep learning projects.
BSD-2 - traintool (π₯8 Β· β 12 Β· π) - Train off-the-shelf machine learning models in one..
Apache-2
Libraries to serialize models to files, convert between a variety of model formats, and optimize models for deployment.
huggingface_hub (π₯40 Β· β 3K) - The official Python client for the Hugging Face Hub. Apache-2
-
GitHub (π¨βπ» 270 Β· π 820 Β· π 1.3K - 11% open Β· β±οΈ 16.10.2025):
git clone https://github.com/huggingface/huggingface_hub -
PyPi (π₯ 120M / month Β· π¦ 4K Β· β±οΈ 13.10.2025):
pip install huggingface_hub -
Conda (π₯ 4.1M Β· β±οΈ 29.09.2025):
conda install -c conda-forge huggingface_hub
BentoML (π₯36 Β· β 8.1K) - The easiest way to serve AI apps and models - Build Model Inference.. Apache-2
Core ML Tools (π₯35 Β· β 5K) - Core ML tools contain supporting tools for Core ML model.. BSD-3
-
GitHub (π¨βπ» 200 Β· π 710 Β· π₯ 15K Β· π¦ 5.1K Β· π 1.6K - 26% open Β· β±οΈ 22.09.2025):
git clone https://github.com/apple/coremltools -
PyPi (π₯ 1.2M / month Β· π¦ 110 Β· β±οΈ 28.07.2025):
pip install coremltools -
Conda (π₯ 110K Β· β±οΈ 02.10.2025):
conda install -c conda-forge coremltools
TorchServe (π₯33 Β· β 4.4K Β· π€) - Serve, optimize and scale PyTorch models in production. Apache-2
-
GitHub (π¨βπ» 220 Β· π 890 Β· π₯ 8K Β· π¦ 900 Β· π 1.7K - 25% open Β· β±οΈ 17.03.2025):
git clone https://github.com/pytorch/serve -
PyPi (π₯ 110K / month Β· π¦ 26 Β· β±οΈ 30.09.2024):
pip install torchserve -
Conda (π₯ 560K Β· β±οΈ 25.03.2025):
conda install -c pytorch torchserve -
Docker Hub (π₯ 1.5M Β· β 32 Β· β±οΈ 30.09.2024):
docker pull pytorch/torchserve
mmdnn (π₯25 Β· β 5.8K) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT
Hummingbird (π₯24 Β· β 3.5K) - Hummingbird compiles trained ML models into tensor computation for.. MIT
-
GitHub (π¨βπ» 40 Β· π 290 Β· π₯ 920 Β· π 330 - 21% open Β· β±οΈ 17.07.2025):
git clone https://github.com/microsoft/hummingbird -
PyPi (π₯ 8.9K / month Β· π¦ 7 Β· β±οΈ 25.10.2024):
pip install hummingbird-ml -
Conda (π₯ 64K Β· β±οΈ 22.04.2025):
conda install -c conda-forge hummingbird-ml
tfdeploy (π₯15 Β· β 360 Β· π€) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3
Show 10 hidden projects...
- m2cgen (π₯25 Β· β 2.9K Β· π) - Transform ML models into a native code (Java, C, Python, Go,..
MIT - sklearn-porter (π₯23 Β· β 1.3K Β· π) - Transpile trained scikit-learn estimators to C, Java,..
BSD-3 - cortex (π₯22 Β· β 8K Β· π) - Production infrastructure for machine learning at scale.
Apache-2 - nebullvm (π₯21 Β· β 8.4K Β· π) - A collection of libraries to optimise AI model performances.
Apache-2 - Larq Compute Engine (π₯20 Β· β 250) - Highly optimized inference engine for Binarized..
Apache-2 - pytorch2keras (π₯19 Β· β 860 Β· π) - PyTorch to Keras model convertor.
MIT - OMLT (π₯19 Β· β 330) - Represent trained machine learning models as Pyomo optimization..
βUnlicensed - modelkit (π₯17 Β· β 150 Β· π) - Toolkit for developing and maintaining ML models.
MIT - backprop (π₯14 Β· β 240 Β· π) - Backprop makes it simple to use, finetune, and deploy state-of-..
Apache-2 - ml-ane-transformers (π₯13 Β· β 2.7K Β· π) - Reference implementation of the Transformer..
βUnlicensed
Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.
shap (π₯42 Β· β 25K) - A game theoretic approach to explain the output of any machine learning model. MIT
arviz (π₯37 Β· β 1.7K) - Exploratory analysis of Bayesian models with Python. Apache-2
-
GitHub (π¨βπ» 180 Β· π 450 Β· π₯ 190 Β· π¦ 11K Β· π 900 - 19% open Β· β±οΈ 16.10.2025):
git clone https://github.com/arviz-devs/arviz -
PyPi (π₯ 3.4M / month Β· π¦ 410 Β· β±οΈ 09.07.2025):
pip install arviz -
Conda (π₯ 2.5M Β· β±οΈ 10.07.2025):
conda install -c conda-forge arviz
Netron (π₯36 Β· β 32K) - Visualizer for neural network, deep learning and machine learning.. MIT
evaluate (π₯34 Β· β 2.3K) - Evaluate: A library for easily evaluating machine learning models.. Apache-2
InterpretML (π₯33 Β· β 6.7K) - Fit interpretable models. Explain blackbox machine learning. MIT
shapash (π₯30 Β· β 3K) - Shapash: User-friendly Explainability and Interpretability to.. Apache-2
DoWhy (π₯29 Β· β 7.8K) - DoWhy is a Python library for causal inference that supports explicit.. MIT
explainerdashboard (π₯29 Β· β 2.4K) - Quickly build Explainable AI dashboards that show the inner.. MIT
-
GitHub (π¨βπ» 23 Β· π 340 Β· π¦ 650 Β· π 240 - 16% open Β· β±οΈ 01.08.2025):
git clone https://github.com/oegedijk/explainerdashboard -
PyPi (π₯ 44K / month Β· π¦ 15 Β· β±οΈ 03.06.2025):
pip install explainerdashboard -
Conda (π₯ 74K Β· β±οΈ 04.06.2025):
conda install -c conda-forge explainerdashboard
dtreeviz (π₯28 Β· β 3.1K Β· π€) - A python library for decision tree visualization and model.. MIT
Fairness 360 (π₯27 Β· β 2.7K Β· π€) - A comprehensive set of fairness metrics for datasets and.. Apache-2
imodels (π₯27 Β· β 1.5K) - Interpretable ML package for concise, transparent, and accurate.. MIT
Model Analysis (π₯27 Β· β 1.3K) - Model analysis tools for TensorFlow. Apache-2
LIT (π₯25 Β· β 3.6K Β· π€) - The Learning Interpretability Tool: Interactively analyze ML models.. Apache-2
responsible-ai-widgets (π₯25 Β· β 1.6K Β· π€) - Responsible AI Toolbox is a suite of tools providing.. MIT
Explainability 360 (π₯24 Β· β 1.7K Β· π€) - Interpretability and explainability of data and.. Apache-2
fairness-indicators (π₯21 Β· β 350) - Tensorflows Fairness Evaluation and Visualization.. Apache-2
random-forest-importances (π₯19 Β· β 620 Β· π€) - Code to compute permutation and drop-column.. MIT
Show 32 hidden projects...
- Lime (π₯32 Β· β 12K Β· π) - Lime: Explaining the predictions of any machine learning classifier.
BSD-2 - pyLDAvis (π₯29 Β· β 1.8K Β· π) - Python library for interactive topic model visualization...
BSD-3 - yellowbrick (π₯27 Β· β 4.4K Β· π) - Visual analysis and diagnostic tools to facilitate..
Apache-2 - Deep Checks (π₯27 Β· β 3.9K) - Deepchecks: Tests for Continuous Validation of ML Models &..
βοΈAGPL-3.0 - Alibi (π₯27 Β· β 2.6K) - Algorithms for explaining machine learning models.
βοΈIntel - scikit-plot (π₯27 Β· β 2.4K Β· π) - An intuitive library to add plotting functionality to..
MIT - DALEX (π₯27 Β· β 1.4K Β· π) - moDel Agnostic Language for Exploration and eXplanation.
βοΈGPL-3.0 - Lucid (π₯26 Β· β 4.7K Β· π) - A collection of infrastructure and tools for research in..
Apache-2 - eli5 (π₯26 Β· β 2.8K Β· π) - A library for debugging/inspecting machine learning classifiers and..
MIT - iNNvestigate (π₯26 Β· β 1.3K Β· π) - A toolbox to iNNvestigate neural networks predictions!.
BSD-2 - keras-vis (π₯25 Β· β 3K Β· π) - Neural network visualization toolkit for keras.
MIT - CausalNex (π₯24 Β· β 2.4K Β· π) - A Python library that helps data scientists to infer..
Apache-2 - checklist (π₯24 Β· β 2K Β· π) - Beyond Accuracy: Behavioral Testing of NLP models with CheckList.
MIT - What-If Tool (π₯23 Β· β 980 Β· π) - Source code/webpage/demos for the What-If Tool.
Apache-2 - tf-explain (π₯22 Β· β 1K Β· π) - Interpretability Methods for tf.keras models with Tensorflow..
MIT - deeplift (π₯22 Β· β 860 Β· π) - Public facing deeplift repo.
MIT - TreeInterpreter (π₯22 Β· β 760 Β· π) - Package for interpreting scikit-learns decision tree..
BSD-3 - Quantus (π₯22 Β· β 630) - Quantus is an eXplainable AI toolkit for responsible evaluation of..
βοΈGPL-3.0 - XAI (π₯21 Β· β 1.2K Β· π) - XAI - An eXplainability toolbox for machine learning.
MIT - tcav (π₯20 Β· β 640 Β· π) - Code for the TCAV ML interpretability project.
Apache-2 - ecco (π₯19 Β· β 2.1K Β· π) - Explain, analyze, and visualize NLP language models. Ecco creates..
BSD-3 - sklearn-evaluation (π₯17 Β· β 460 Β· π) - Machine learning model evaluation made easy: plots,..
MIT - model-card-toolkit (π₯17 Β· β 440 Β· π) - A toolkit that streamlines and automates the..
Apache-2 - Anchor (π₯16 Β· β 810 Β· π) - Code for High-Precision Model-Agnostic Explanations paper.
BSD-2 - FlashTorch (π₯16 Β· β 740 Β· π) - Visualization toolkit for neural networks in PyTorch! Demo --.
MIT - ExplainX.ai (π₯15 Β· β 440 Β· π) - Explainable AI framework for data scientists. Explain & debug any..
MIT - Skater (π₯14 Β· β 1.1K) - Python Library for Model Interpretation/Explanations.
βοΈUPL-1.0 - interpret-text (π₯14 Β· β 430 Β· π) - A library that incorporates state-of-the-art explainers..
MIT - effector (π₯14 Β· β 120) - Effector - a Python package for global and regional effect methods.
MIT - Attribution Priors (π₯12 Β· β 120 Β· π) - Tools for training explainable models using..
MIT - contextual-ai (π₯12 Β· β 87 Β· π) - Contextual AI adds explainability to different stages of..
Apache-2 - bias-detector (π₯12 Β· β 45 Β· π) - Bias Detector is a python package for detecting bias in machine..
MIT
Libraries for Approximate Nearest Neighbor Search and Vector Indexing/Similarity Search.
πΒ ANN Benchmarks ( β 5.5K) - Benchmarks of approximate nearest neighbor libraries in Python.
Milvus (π₯42 Β· β 38K Β· π) - Milvus is a high-performance, cloud-native vector database built.. Apache-2
-
GitHub (π¨βπ» 330 Β· π 3.5K Β· π₯ 280K Β· π 14K - 5% open Β· β±οΈ 16.10.2025):
git clone https://github.com/milvus-io/milvus -
PyPi (π₯ 6.1M / month Β· π¦ 350 Β· β±οΈ 19.09.2025):
pip install pymilvus -
Docker Hub (π₯ 72M Β· β 89 Β· β±οΈ 16.10.2025):
docker pull milvusdb/milvus
Faiss (π₯42 Β· β 38K) - A library for efficient similarity search and clustering of dense vectors. MIT
USearch (π₯33 Β· β 3.2K) - Fast Open-Source Search & Clustering engine for Vectors & Arbitrary.. Apache-2
-
GitHub (π¨βπ» 81 Β· π 230 Β· π₯ 97K Β· π¦ 210 Β· π 240 - 31% open Β· β±οΈ 10.10.2025):
git clone https://github.com/unum-cloud/usearch -
PyPi (π₯ 140K / month Β· π¦ 44 Β· β±οΈ 04.09.2025):
pip install usearch -
npm (π₯ 18K / month Β· π¦ 22 Β· β±οΈ 10.10.2025):
npm install usearch -
Docker Hub (π₯ 450 Β· β 1 Β· β±οΈ 10.10.2025):
docker pull unum/usearch
NMSLIB (π₯31 Β· β 3.5K) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2
PyNNDescent (π₯27 Β· β 950) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2
-
GitHub (π¨βπ» 30 Β· π 110 Β· π¦ 13K Β· π 140 - 53% open Β· β±οΈ 11.10.2025):
git clone https://github.com/lmcinnes/pynndescent -
PyPi (π₯ 2.3M / month Β· π¦ 160 Β· β±οΈ 17.06.2024):
pip install pynndescent -
Conda (π₯ 2.4M Β· β±οΈ 22.04.2025):
conda install -c conda-forge pynndescent
NGT (π₯23 Β· β 1.3K) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2
Show 6 hidden projects...
- Annoy (π₯35 Β· β 14K Β· π) - Approximate Nearest Neighbors in C++/Python optimized for memory..
Apache-2 - hnswlib (π₯32 Β· β 4.9K Β· π) - Header-only C++/python library for fast approximate nearest..
Apache-2 - NearPy (π₯22 Β· β 770 Β· π) - Python framework for fast (approximated) nearest neighbour search in..
MIT - N2 (π₯22 Β· β 580 Β· π) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs..
Apache-2 - Magnitude (π₯20 Β· β 1.7K Β· π) - A fast, efficient universal vector embedding utility package.
MIT - PySparNN (π₯11 Β· β 920 Β· π) - Approximate Nearest Neighbor Search for Sparse Data in Python!.
BSD-3
Libraries providing capabilities for probabilistic programming/reasoning, bayesian inference, gaussian processes, or statistics.
PyMC3 (π₯40 Β· β 9.3K) - Bayesian Modeling and Probabilistic Programming in Python. Apache-2
-
GitHub (π¨βπ» 530 Β· π 2.1K Β· π₯ 140 Β· π¦ 7.7K Β· π 3.5K - 11% open Β· β±οΈ 13.10.2025):
git clone https://github.com/pymc-devs/pymc -
PyPi (π₯ 370K / month Β· π¦ 190 Β· β±οΈ 31.05.2024):
pip install pymc3 -
Conda (π₯ 840K Β· β±οΈ 22.04.2025):
conda install -c conda-forge pymc3
tensorflow-probability (π₯36 Β· β 4.4K) - Probabilistic reasoning and statistical analysis in.. Apache-2
-
GitHub (π¨βπ» 500 Β· π 1.1K Β· π¦ 4 Β· π 1.5K - 48% open Β· β±οΈ 15.10.2025):
git clone https://github.com/tensorflow/probability -
PyPi (π₯ 1.1M / month Β· π¦ 620 Β· β±οΈ 08.11.2024):
pip install tensorflow-probability -
Conda (π₯ 200K Β· β±οΈ 22.04.2025):
conda install -c conda-forge tensorflow-probability
GPyTorch (π₯34 Β· β 3.8K Β· π) - A highly efficient implementation of Gaussian Processes in.. MIT
-
GitHub (π¨βπ» 140 Β· π 580 Β· π¦ 3.1K Β· π 1.4K - 28% open Β· β±οΈ 14.10.2025):
git clone https://github.com/cornellius-gp/gpytorch -
PyPi (π₯ 500K / month Β· π¦ 250 Β· β±οΈ 14.10.2025):
pip install gpytorch -
Conda (π₯ 230K Β· β±οΈ 11.10.2025):
conda install -c conda-forge gpytorch
Pyro (π₯32 Β· β 8.9K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2
SALib (π₯31 Β· β 950 Β· π) - Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST,.. MIT
hmmlearn (π₯30 Β· β 3.2K Β· π€) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3
pomegranate (π₯26 Β· β 3.5K Β· π€) - Fast, flexible and easy to use probabilistic modelling in Python. MIT
scikit-posthocs (π₯25 Β· β 380) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python. MIT
-
GitHub (π¨βπ» 18 Β· π 41 Β· π₯ 67 Β· π¦ 1.2K Β· π 72 - 6% open Β· β±οΈ 11.09.2025):
git clone https://github.com/maximtrp/scikit-posthocs -
PyPi (π₯ 140K / month Β· π¦ 73 Β· β±οΈ 29.03.2025):
pip install scikit-posthocs -
Conda (π₯ 1.1M Β· β±οΈ 22.04.2025):
conda install -c conda-forge scikit-posthocs
TorchUncertainty (π₯23 Β· β 440) - Open-source framework for uncertainty and deep.. Apache-2
Baal (π₯22 Β· β 910) - Bayesian active learning library for research and industrial usecases. Apache-2
Orbit (π₯21 Β· β 2K) - A Python package for Bayesian forecasting with object-oriented design.. Apache-2
Show 6 hidden projects...
- filterpy (π₯31 Β· β 3.7K Β· π) - Python Kalman filtering and optimal estimation library. Implements..
MIT - pingouin (π₯29 Β· β 1.8K) - Statistical package in Python based on Pandas.
βοΈGPL-3.0 - Edward (π₯28 Β· β 4.8K Β· π) - A probabilistic programming language in TensorFlow. Deep..
Apache-2 - PyStan (π₯27 Β· β 360 Β· π) - PyStan, a Python interface to Stan, a platform for statistical..
ISC - Funsor (π₯21 Β· β 240 Β· π) - Functional tensors for probabilistic programming.
Apache-2 - ZhuSuan (π₯15 Β· β 2.2K Β· π) - A probabilistic programming library for Bayesian deep learning,..
MIT
Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.
ART (π₯34 Β· β 5.6K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT
-
GitHub (π¨βπ» 140 Β· π 1.2K Β· π¦ 770 Β· π 910 - 1% open Β· β±οΈ 15.10.2025):
git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox -
PyPi (π₯ 36K / month Β· π¦ 25 Β· β±οΈ 07.07.2025):
pip install adversarial-robustness-toolbox -
Conda (π₯ 84K Β· β±οΈ 07.07.2025):
conda install -c conda-forge adversarial-robustness-toolbox
TextAttack (π₯28 Β· β 3.3K) - TextAttack is a Python framework for adversarial attacks, data.. MIT
Show 7 hidden projects...
- CleverHans (π₯30 Β· β 6.4K Β· π) - An adversarial example library for constructing attacks,..
MIT - Foolbox (π₯28 Β· β 2.9K Β· π) - A Python toolbox to create adversarial examples that fool neural..
MIT - advertorch (π₯24 Β· β 1.4K Β· π) - A Toolbox for Adversarial Robustness Research.
βοΈGPL-3.0 - robustness (π₯20 Β· β 940 Β· π) - A library for experimenting with, training and evaluating neural..
MIT - AdvBox (π₯19 Β· β 1.4K Β· π) - Advbox is a toolbox to generate adversarial examples that fool..
Apache-2 - textflint (π₯17 Β· β 650 Β· π) - Unified Multilingual Robustness Evaluation Toolkit for..
βοΈGPL-3.0 - Adversary (π₯15 Β· β 400 Β· π) - Tool to generate adversarial text examples and test machine..
MIT
Libraries that require and make use of CUDA/GPU or other accelerator hardware capabilities to optimize machine learning tasks.
optimum (π₯36 Β· β 3.1K) - Accelerate inference and training of Transformers, Diffusers, TIMM.. Apache-2
Apex (π₯32 Β· β 8.8K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3
gpustat (π₯29 Β· β 4.3K) - A simple command-line utility for querying and monitoring GPU status. MIT
CuPy (π₯27 Β· β 11K) - NumPy & SciPy for GPU. MIT
-
GitHub (π¨βπ» 340 Β· π 950):
git clone https://github.com/cupy/cupy -
PyPi (π₯ 45K / month Β· π¦ 400 Β· β±οΈ 18.08.2025):
pip install cupy -
Conda (π₯ 7.2M Β· β±οΈ 14.09.2025):
conda install -c conda-forge cupy -
Docker Hub (π₯ 91K Β· β 14 Β· β±οΈ 18.08.2025):
docker pull cupy/cupy
DALI (π₯25 Β· β 5.5K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2
-
GitHub (π¨βπ» 99 Β· π 650 Β· π 1.7K - 15% open Β· β±οΈ 15.10.2025):
git clone https://github.com/NVIDIA/DALI
Vulkan Kompute (π₯23 Β· β 2.4K) - General purpose GPU compute framework built on Vulkan to.. Apache-2
Show 9 hidden projects...
- GPUtil (π₯25 Β· β 1.2K Β· π) - A Python module for getting the GPU status from NVIDA GPUs using..
MIT - scikit-cuda (π₯25 Β· β 990 Β· π) - Python interface to GPU-powered libraries.
BSD-3 - py3nvml (π₯22 Β· β 250 Β· π) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside..
BSD-3 - BlazingSQL (π₯20 Β· β 2K Β· π) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for..
Apache-2 - Merlin (π₯20 Β· β 850 Β· π) - NVIDIA Merlin is an open source library providing end-to-end GPU-..
Apache-2 - nvidia-ml-py3 (π₯18 Β· β 140 Β· π) - Python 3 Bindings for the NVIDIA Management Library.
BSD-3 - ipyexperiments (π₯16 Β· β 220 Β· π) - Automatic GPU+CPU memory profiling, re-use and memory..
Apache-2 - SpeedTorch (π₯15 Β· β 680 Β· π) - Library for faster pinned CPU - GPU transfer in Pytorch.
MIT - cuSignal (π₯14 Β· β 730 Β· π) - GPU accelerated signal processing.
βUnlicensed
Libraries that extend TensorFlow with additional capabilities.
TensorFlow Datasets (π₯39 Β· β 4.5K) - TFDS is a collection of datasets ready to use with.. Apache-2
-
GitHub (π¨βπ» 650 Β· π 1.6K Β· π¦ 25K Β· π 1.5K - 47% open Β· β±οΈ 10.10.2025):
git clone https://github.com/tensorflow/datasets -
PyPi (π₯ 1.8M / month Β· π¦ 340 Β· β±οΈ 28.05.2025):
pip install tensorflow-datasets -
Conda (π₯ 50K Β· β±οΈ 22.04.2025):
conda install -c conda-forge tensorflow-datasets
tensorflow-hub (π₯31 Β· β 3.5K Β· π€) - A library for transfer learning by reusing parts of.. Apache-2
TFX (π₯31 Β· β 2.2K Β· π€) - TFX is an end-to-end platform for deploying production ML.. Apache-2
TF Model Optimization (π₯29 Β· β 1.6K) - A toolkit to optimize ML models for deployment for.. Apache-2
TensorFlow I/O (π₯29 Β· β 730) - Dataset, streaming, and file system extensions.. Apache-2
TensorFlow Transform (π₯27 Β· β 990) - Input pipeline framework. Apache-2
Neural Structured Learning (π₯24 Β· β 1K Β· π€) - Training neural models with structured signals. Apache-2
TF Compression (π₯21 Β· β 900) - Data compression in TensorFlow. Apache-2
TensorFlow Cloud (π₯21 Β· β 380) - The TensorFlow Cloud repository provides APIs that.. Apache-2
Show 7 hidden projects...
- tensor2tensor (π₯33 Β· β 17K Β· π) - Library of deep learning models and datasets designed..
Apache-2 - TF Addons (π₯32 Β· β 1.7K Β· π) - Useful extra functionality for TensorFlow 2.x maintained..
Apache-2 - Keras-Preprocessing (π₯27 Β· β 1K Β· π) - Utilities for working with image data, text data, and..
MIT - efficientnet (π₯26 Β· β 2.1K Β· π) - Implementation of EfficientNet model. Keras and..
Apache-2 - Saliency (π₯22 Β· β 980 Β· π) - Framework-agnostic implementation for state-of-the-art..
Apache-2 - TensorNets (π₯21 Β· β 1K Β· π) - High level network definitions with pre-trained weights in..
MIT - tffm (π₯18 Β· β 780 Β· π) - TensorFlow implementation of an arbitrary order Factorization Machine.
MIT
Libraries that extend Jax with additional capabilities.
equinox (π₯33 Β· β 2.6K) - Elegant easy-to-use neural networks + scientific computing in.. Apache-2
Show 2 hidden projects...
- evojax (π₯18 Β· β 920 Β· π) - EvoJAX: Hardware-accelerated Neuroevolution.
Apache-2 - jaxdf (π₯12 Β· β 130 Β· π) - A JAX-based research framework for writing differentiable..
βοΈLGPL-3.0
Libraries that extend scikit-learn with additional capabilities.
scikit-learn-intelex (π₯35 Β· β 1.3K) - Extension for Scikit-learn is a seamless way to speed.. Apache-2
-
GitHub (π¨βπ» 86 Β· π 180 Β· π¦ 14K Β· π 250 - 16% open Β· β±οΈ 16.10.2025):
git clone https://github.com/intel/scikit-learn-intelex -
PyPi (π₯ 98K / month Β· π¦ 67 Β· β±οΈ 18.08.2025):
pip install scikit-learn-intelex -
Conda (π₯ 640K Β· β±οΈ 22.08.2025):
conda install -c conda-forge scikit-learn-intelex
imbalanced-learn (π₯33 Β· β 7K) - A Python Package to Tackle the Curse of Imbalanced.. MIT
-
GitHub (π¨βπ» 89 Β· π 1.3K Β· π 630 - 8% open Β· β±οΈ 14.08.2025):
git clone https://github.com/scikit-learn-contrib/imbalanced-learn -
PyPi (π₯ 16M / month Β· π¦ 600 Β· β±οΈ 14.08.2025):
pip install imbalanced-learn -
Conda (π₯ 750K Β· β±οΈ 14.08.2025):
conda install -c conda-forge imbalanced-learn
category_encoders (π₯31 Β· β 2.5K Β· π€) - A library of sklearn compatible categorical variable.. BSD-3
-
GitHub (π¨βπ» 71 Β· π 400 Β· π¦ 4.1K Β· π 300 - 13% open Β· β±οΈ 24.03.2025):
git clone https://github.com/scikit-learn-contrib/category_encoders -
PyPi (π₯ 2.2M / month Β· π¦ 310 Β· β±οΈ 15.03.2025):
pip install category_encoders -
Conda (π₯ 370K Β· β±οΈ 22.04.2025):
conda install -c conda-forge category_encoders
scikit-lego (π₯27 Β· β 1.4K) - Extra blocks for scikit-learn pipelines. MIT
-
GitHub (π¨βπ» 69 Β· π 120 Β· π¦ 190 Β· π 340 - 9% open Β· β±οΈ 15.10.2025):
git clone https://github.com/koaning/scikit-lego -
PyPi (π₯ 52K / month Β· π¦ 13 Β· β±οΈ 15.09.2025):
pip install scikit-lego -
Conda (π₯ 75K Β· β±οΈ 22.04.2025):
conda install -c conda-forge scikit-lego
scikit-opt (π₯26 Β· β 5.6K) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT
iterative-stratification (π₯21 Β· β 880 Β· π€) - scikit-learn cross validators for iterative.. BSD-3
Show 12 hidden projects...
- scikit-survival (π₯32 Β· β 1.2K) - Survival analysis built on top of scikit-learn.
βοΈGPL-3.0 - fancyimpute (π₯27 Β· β 1.3K Β· π) - Multivariate imputation and matrix completion..
Apache-2 - scikit-multilearn (π₯27 Β· β 950 Β· π) - A scikit-learn based module for multi-label et. al...
BSD-2 - sklearn-crfsuite (π₯25 Β· β 430 Β· π) - scikit-learn inspired API for CRFsuite.
MIT - skope-rules (π₯22 Β· β 650 Β· π) - machine learning with logical rules in Python.
βοΈBSD-1-Clause - combo (π₯21 Β· β 660 Β· π) - (AAAI 20) A Python Toolbox for Machine Learning Model..
BSD-2xgboost - celer (π₯21 Β· β 230) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,..
BSD-3 - sklearn-contrib-lightning (π₯20 Β· β 1.8K Β· π) - Large-scale linear classification, regression and..
BSD-3 - scikit-tda (π₯19 Β· β 550 Β· π) - Topological Data Analysis for Python.
MIT - dabl (π₯18 Β· β 730 Β· π) - Data Analysis Baseline Library.
BSD-3 - DESlib (π₯18 Β· β 490 Β· π) - A Python library for dynamic classifier and ensemble selection.
BSD-3 - skggm (π₯18 Β· β 250) - Scikit-learn compatible estimation of general graphical models.
MIT
Libraries that extend Pytorch with additional capabilities.
accelerate (π₯43 Β· β 9.2K) - A simple way to launch, train, and use PyTorch models on.. Apache-2
-
GitHub (π¨βπ» 370 Β· π 1.2K Β· π¦ 100K Β· π 1.9K - 6% open Β· β±οΈ 14.10.2025):
git clone https://github.com/huggingface/accelerate -
PyPi (π₯ 16M / month Β· π¦ 2.6K Β· β±οΈ 25.08.2025):
pip install accelerate -
Conda (π₯ 630K Β· β±οΈ 25.08.2025):
conda install -c conda-forge accelerate
tinygrad (π₯33 Β· β 30K) - You like pytorch? You like micrograd? You love tinygrad!. MIT
-
GitHub (π¨βπ» 420 Β· π 3.6K Β· π¦ 20 Β· π 1K - 13% open Β· β±οΈ 16.10.2025):
git clone https://github.com/geohot/tinygrad
PML (π₯33 Β· β 6.2K) - The easiest way to use deep metric learning in your application. Modular,.. MIT
-
GitHub (π¨βπ» 45 Β· π 660 Β· π¦ 2.9K Β· π 530 - 14% open Β· β±οΈ 17.08.2025):
git clone https://github.com/KevinMusgrave/pytorch-metric-learning -
PyPi (π₯ 2.2M / month Β· π¦ 68 Β· β±οΈ 17.08.2025):
pip install pytorch-metric-learning -
Conda (π₯ 13K Β· β±οΈ 25.03.2025):
conda install -c metric-learning pytorch-metric-learning
torchdiffeq (π₯31 Β· β 6.2K) - Differentiable ODE solvers with full GPU support and.. MIT
-
GitHub (π¨βπ» 23 Β· π 940 Β· π¦ 5.5K Β· π 230 - 34% open Β· β±οΈ 04.04.2025):
git clone https://github.com/rtqichen/torchdiffeq -
PyPi (π₯ 1M / month Β· π¦ 120 Β· β±οΈ 21.11.2024):
pip install torchdiffeq -
Conda (π₯ 24K Β· β±οΈ 22.04.2025):
conda install -c conda-forge torchdiffeq
torchsde (π₯30 Β· β 1.7K Β· π€) - Differentiable SDE solvers with GPU support and efficient.. Apache-2
-
GitHub (π¨βπ» 9 Β· π 210 Β· π¦ 5.5K Β· π 84 - 36% open Β· β±οΈ 30.12.2024):
git clone https://github.com/google-research/torchsde -
PyPi (π₯ 3.9M / month Β· π¦ 37 Β· β±οΈ 26.09.2023):
pip install torchsde -
Conda (π₯ 45K Β· β±οΈ 22.04.2025):
conda install -c conda-forge torchsde
torch-scatter (π₯26 Β· β 1.7K) - PyTorch Extension Library of Optimized Scatter Operations. MIT
PyTorch Sparse (π₯25 Β· β 1.1K) - PyTorch Extension Library of Optimized Autograd Sparse.. MIT
Pytorch Toolbelt (π₯24 Β· β 1.6K) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT
pytorchviz (π₯14 Β· β 3.4K Β· π€) - A small package to create visualizations of PyTorch execution.. MIT
-
GitHub (π¨βπ» 6 Β· π 280 Β· π 72 - 47% open Β· β±οΈ 30.12.2024):
git clone https://github.com/szagoruyko/pytorchviz
Show 22 hidden projects...
- pretrainedmodels (π₯29 Β· β 9.1K Β· π) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,..
BSD-3 - EfficientNet-PyTorch (π₯28 Β· β 8.2K Β· π) - A PyTorch implementation of EfficientNet.
Apache-2 - lightning-flash (π₯27 Β· β 1.7K Β· π) - Your PyTorch AI Factory - Flash enables you to easily..
Apache-2 - pytorch-optimizer (π₯26 Β· β 3.1K Β· π) - torch-optimizer -- collection of optimizers for..
Apache-2 - TabNet (π₯26 Β· β 2.9K Β· π) - PyTorch implementation of TabNet paper :..
MIT - EfficientNets (π₯25 Β· β 1.6K Β· π) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,..
Apache-2 - pytorch-summary (π₯24 Β· β 4.1K Β· π) - Model summary in PyTorch similar to
model.summary()..MIT - Higher (π₯23 Β· β 1.6K Β· π) - higher is a pytorch library allowing users to obtain higher..
Apache-2 - micrograd (π₯22 Β· β 13K Β· π) - A tiny scalar-valued autograd engine and a neural net library..
MIT - SRU (π₯22 Β· β 2.1K Β· π) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755).
MIT - Torchmeta (π₯22 Β· β 2K Β· π) - A collection of extensions and data-loaders for few-shot..
MIT - Antialiased CNNs (π₯22 Β· β 1.7K Β· π) - pip install antialiased-cnns to improve stability and..
βοΈCC BY-NC-SA 4.0 - AdaBound (π₯21 Β· β 2.9K Β· π) - An optimizer that trains as fast as Adam and as good as SGD.
Apache-2 - reformer-pytorch (π₯21 Β· β 2.2K Β· π) - Reformer, the efficient Transformer, in Pytorch.
MIT - Poutyne (π₯21 Β· β 580) - A simplified framework and utilities for PyTorch.
βοΈLGPL-3.0 - Performer Pytorch (π₯19 Β· β 1.2K Β· π) - An implementation of Performer, a linear attention-..
MIT - Torch-Struct (π₯19 Β· β 1.1K Β· π) - Fast, general, and tested differentiable structured..
MIT - Lambda Networks (π₯17 Β· β 1.5K Β· π) - Implementation of LambdaNetworks, a new approach to..
MIT - Pywick (π₯17 Β· β 400 Β· π) - High-level batteries-included neural network training library for..
MIT - TorchDrift (π₯15 Β· β 320 Β· π) - Drift Detection for your PyTorch Models.
Apache-2 - Tez (π₯14 Β· β 1.2K Β· π) - Tez is a super-simple and lightweight Trainer for PyTorch. It..
Apache-2 - Tensor Sensor (π₯14 Β· β 810 Β· π) - The goal of this library is to generate more helpful..
MIT
Libraries for connecting to, operating, and querying databases.
πΒ best-of-python - DB Clients ( β 4.2K) - Collection of database clients for python.
scipy (π₯51 Β· β 14K) - Ecosystem of open-source software for mathematics, science, and engineering. BSD-3
-
GitHub (π¨βπ» 1.8K Β· π 5.5K Β· π₯ 100K Β· π¦ 1.4M Β· π 11K - 15% open Β· β±οΈ 16.10.2025):
git clone https://github.com/scipy/scipy -
PyPi (π₯ 210M / month Β· π¦ 60K Β· β±οΈ 11.09.2025):
pip install scipy -
Conda (π₯ 69M Β· β±οΈ 12.09.2025):
conda install -c conda-forge scipy
SymPy (π₯49 Β· β 14K) - A computer algebra system written in pure Python. BSD-3
-
GitHub (π¨βπ» 1.4K Β· π 4.8K Β· π₯ 570K Β· π¦ 290K Β· π 15K - 37% open Β· β±οΈ 16.10.2025):
git clone https://github.com/sympy/sympy -
PyPi (π₯ 70M / month Β· π¦ 4.6K Β· β±οΈ 27.04.2025):
pip install sympy -
Conda (π₯ 10M Β· β±οΈ 29.04.2025):
conda install -c conda-forge sympy
PennyLane (π₯37 Β· β 2.8K) - PennyLane is a cross-platform Python library for quantum.. Apache-2
-
GitHub (π¨βπ» 210 Β· π 700 Β· π₯ 100 Β· π¦ 1.9K Β· π 1.7K - 25% open Β· β±οΈ 16.10.2025):
git clone https://github.com/PennyLaneAI/PennyLane -
PyPi (π₯ 250K / month Β· π¦ 89 Β· β±οΈ 15.10.2025):
pip install pennylane -
Conda (π₯ 340K Β· β±οΈ 22.04.2025):
conda install -c conda-forge pennylane
PyOD (π₯36 Β· β 9.5K) - A Python Library for Outlier and Anomaly Detection, Integrating Classical.. BSD-2
DeepChem (π₯35 Β· β 6.3K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT
Datasette (π₯34 Β· β 10K) - An open source multi-tool for exploring and publishing data. Apache-2
-
GitHub (π¨βπ» 82 Β· π 770 Β· π₯ 75 Β· π¦ 1.6K Β· π 1.9K - 32% open Β· β±οΈ 09.10.2025):
git clone https://github.com/simonw/datasette -
PyPi (π₯ 190K / month Β· π¦ 480 Β· β±οΈ 22.04.2025):
pip install datasette -
Conda (π₯ 72K Β· β±οΈ 22.04.2025):
conda install -c conda-forge datasette
Pythran (π₯34 Β· β 2.1K) - Ahead of Time compiler for numeric kernels. BSD-3
-
GitHub (π¨βπ» 75 Β· π 200 Β· π¦ 3.6K Β· π 930 - 15% open Β· β±οΈ 30.09.2025):
git clone https://github.com/serge-sans-paille/pythran -
PyPi (π₯ 480K / month Β· π¦ 28 Β· β±οΈ 23.05.2025):
pip install pythran -
Conda (π₯ 1.2M Β· β±οΈ 07.07.2025):
conda install -c conda-forge pythran
agate (π₯34 Β· β 1.2K) - A Python data analysis library that is optimized for humans instead of.. MIT
hdbscan (π₯32 Β· β 3K) - A high performance implementation of HDBSCAN clustering. BSD-3
-
GitHub (π¨βπ» 97 Β· π 500 Β· π¦ 7.6K Β· π 530 - 67% open Β· β±οΈ 11.10.2025):
git clone https://github.com/scikit-learn-contrib/hdbscan -
PyPi (π₯ 1.1M / month Β· π¦ 350 Β· β±οΈ 18.11.2024):
pip install hdbscan -
Conda (π₯ 2.8M Β· β±οΈ 09.09.2025):
conda install -c conda-forge hdbscan
anomalib (π₯31 Β· β 5K) - An anomaly detection library comprising state-of-the-art algorithms.. Apache-2
pyjanitor (π₯31 Β· β 1.5K) - Clean APIs for data cleaning. Python implementation of R package.. MIT
-
GitHub (π¨βπ» 110 Β· π 170 Β· π¦ 980 Β· π 590 - 18% open Β· β±οΈ 15.10.2025):
git clone https://github.com/pyjanitor-devs/pyjanitor -
PyPi (π₯ 260K / month Β· π¦ 42 Β· β±οΈ 07.03.2025):
pip install pyjanitor -
Conda (π₯ 300K Β· β±οΈ 22.04.2025):
conda install -c conda-forge pyjanitor
metricflow (π₯30 Β· β 1.3K Β· π) - MetricFlow allows you to define, build, and maintain metrics.. Apache-2
causalml (π₯29 Β· β 5.6K) - Uplift modeling and causal inference with machine learning.. Apache-2
dstack (π₯29 Β· β 1.9K) - dstack is an open-source control plane for running development,.. MPL-2.0
Prince (π₯28 Β· β 1.4K) - Multivariate exploratory data analysis in Python PCA, CA, MCA, MFA,.. MIT
adapter-transformers (π₯27 Β· β 2.8K) - A Unified Library for Parameter-Efficient and Modular.. Apache-2 huggingface
avalanche (π₯26 Β· β 2K Β· π€) - Avalanche: an End-to-End Library for Continual Learning based on.. MIT
TabPy (π₯26 Β· β 1.6K Β· π€) - Execute Python code on the fly and display results in Tableau.. MIT
gplearn (π₯25 Β· β 1.7K) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3
MONAILabel (π₯22 Β· β 760) - MONAI Label is an intelligent open source image labeling and.. Apache-2
apricot (π₯22 Β· β 520) - apricot implements submodular optimization for the purpose of selecting.. MIT
pykale (π₯21 Β· β 470) - Knowledge-Aware machine LEarning (KALE): accessible machine learning.. MIT
SUOD (π₯21 Β· β 390 Β· π€) - (MLSys 21) An Acceleration System for Large-scare Unsupervised.. BSD-2
pymdp (π₯17 Β· β 570) - A Python implementation of active inference for Markov Decision Processes. MIT
Show 31 hidden projects...
- pyopencl (π₯31 Β· β 1.1K) - OpenCL integration for Python, plus shiny features.
βUnlicensed - pysc2 (π₯30 Β· β 8.2K Β· π) - StarCraft II Learning Environment.
Apache-2 - modAL (π₯30 Β· β 2.3K Β· π) - A modular active learning framework for Python.
MIT - cleanlab (π₯29 Β· β 11K) - Cleanlabs open-source library is the standard data-centric AI..
βοΈAGPL-3.0 - datalad (π₯29 Β· β 610 Β· π) - Keep code, data, containers under control with git and git-..
βUnlicensed - alibi-detect (π₯28 Β· β 2.4K) - Algorithms for outlier, adversarial and drift detection.
βοΈIntel - minisom (π₯28 Β· β 1.5K) - MiniSom is a minimalistic implementation of the Self Organizing..
βοΈCC-BY-3.0 - PySwarms (π₯28 Β· β 1.4K Β· π) - A research toolkit for particle swarm optimization in Python.
MIT - kmodes (π₯28 Β· β 1.3K Β· π) - Python implementations of the k-modes and k-prototypes clustering..
MIT - pyclustering (π₯28 Β· β 1.2K Β· π) - pyclustering is a Python, C++ data mining library.
BSD-3 - Cython BLIS (π₯28 Β· β 230) - Fast matrix-multiplication as a self-contained Python library no..
BSD-3 - Feature Engine (π₯26 Β· β 2.1K Β· π) - Feature engineering package with sklearn like functionality.
BSD-3 - metric-learn (π₯26 Β· β 1.4K Β· π) - Metric learning algorithms in Python.
MIT - pandas-ai (π₯25 Β· β 22K) - Chat with your database or your datalake (SQL, CSV, parquet)...
βUnlicensed - Mars (π₯24 Β· β 2.7K Β· π) - Mars is a tensor-based unified framework for large-scale data..
Apache-2 - AstroML (π₯24 Β· β 1.1K Β· π) - Machine learning, statistics, and data mining for astronomy..
BSD-2 - PaddleHub (π₯22 Β· β 13K Β· π) - 400+ AI Models: Rich, high-quality AI models, including..
Apache-2 - opyrator (π₯22 Β· β 3.1K Β· π) - Turns your machine learning code into microservices with web API,..
MIT - mlens (π₯22 Β· β 860 Β· π) - ML-Ensemble high performance ensemble learning.
MIT - BioPandas (π₯22 Β· β 740 Β· π) - Working with molecular structures in pandas DataFrames.
BSD-3 - benchmark_VAE (π₯21 Β· β 2K Β· π) - Unifying Variational Autoencoder (VAE)..
Apache-2 - impyute (π₯21 Β· β 360 Β· π) - Data imputations library to preprocess datasets with missing data.
MIT - StreamAlert (π₯20 Β· β 2.9K Β· π) - StreamAlert is a serverless, realtime data analysis..
Apache-2 - rrcf (π₯20 Β· β 520 Β· π) - Implementation of the Robust Random Cut Forest algorithm for anomaly..
MIT - scikit-rebate (π₯20 Β· β 420 Β· π) - A scikit-learn-compatible Python implementation of..
MIT - baikal (π₯18 Β· β 590 Β· π) - A graph-based functional API for building complex scikit-learn..
BSD-3 - pandas-ml (π₯16 Β· β 320 Β· π) - pandas, scikit-learn, xgboost and seaborn integration.
BSD-3 - KD-Lib (π₯15 Β· β 650 Β· π) - A Pytorch Knowledge Distillation library for benchmarking and..
MIT - NeuralCompression (π₯15 Β· β 580 Β· π) - A collection of tools for neural compression enthusiasts.
MIT - traingenerator (π₯13 Β· β 1.4K Β· π) - A web app to generate template code for machine learning.
MIT - nylon (π₯13 Β· β 83 Β· π) - An intelligent, flexible grammar of machine learning.
MIT
- Papers With Code: Discover ML papers, code, and evaluation tables.
- Sotabench: Discover & compare open-source ML models.
- Google Dataset Search: Dataset search engine by Google.
- Dataset List: List of the biggest ML datasets from across the web.
- Awesome Public Datasets: A topic-centric list of open datasets.
- Best-of lists: Discover other best-of lists with awesome open-source projects on all kinds of topics.
- best-of-python-dev: A ranked list of awesome python developer tools and libraries.
- best-of-web-python: A ranked list of awesome python libraries for web development.
Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:
- Open an issue by selecting one of the provided categories from the issue page and fill in the requested information.
- Modify the projects.yaml with your additions or changes, and submit a pull request. This can also be done directly via the Github UI.
If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the best-of-generator repository. If you like to create your own best-of list, we recommend to follow this guide.
For more information on how to add or update projects, please read the contribution guidelines. By participating in this project, you agree to abide by its Code of Conduct.
