machine learning

Top 100 active public non-fork repositories tagged machine-learning, ordered by stars.

Snapshot: 2026-11-01T12:19:42.808Z. Rankings use this list’s declared public metric; missing values sort last, ties use record ID, and Trending retains source order.

#51

Ranked by stars: 31,434

Lightning-AI/pytorch-lightning

Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.

31434 stars · 3842 forks · Python

#52

Ranked by stars: 31,327

AMAI-GmbH/AI-Expert-Roadmap

Roadmap to becoming an Artificial Intelligence Expert in 2022

31327 stars · 2590 forks · JavaScript

#53

Ranked by stars: 31,128

nautechsystems/nautilus_trader

Production-grade Rust-native trading engine with deterministic event-driven architecture

31128 stars · 4195 forks · Rust

#54

Ranked by stars: 30,759

eugeneyan/applied-ml

📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.

30759 stars · 4050 forks · language not reported

#55

Ranked by stars: 30,262

academic/awesome-datascience

:memo: An awesome Data Science repository to learn and apply for real world problems.

30262 stars · 6701 forks · language not reported

#56

Ranked by stars: 30,166

NirDiamant/RAG_Techniques

This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.

30166 stars · 3696 forks · Jupyter Notebook

#57

Ranked by stars: 30,125

JaidedAI/EasyOCR

Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.

30125 stars · 3614 forks · Python

#58

Ranked by stars: 30,086

modular/modular

The Modular Platform (includes MAX & Mojo)

30086 stars · 3231 forks · Mojo

#59

Ranked by stars: 29,978

d2l-ai/d2l-en

Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.

29978 stars · 5150 forks · Python

#60

Ranked by stars: 29,757

harvard-edge/cs249r_book

Machine Learning Systems: Foundations, Scaling, Agentic AI, and Physical AI (Vols I–IV) • Harvard CS249r | https://mlsysbook.ai

29757 stars · 3680 forks · Python

#61

Ranked by stars: 29,386

donnemartin/data-science-ipython-notebooks

Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.

29386 stars · 7999 forks · Python

#63

Ranked by stars: 29,025

srbhr/Resume-Matcher

The #1 AI Harness for Building Resumes, PDFs, Cover Letters & more, locally with 100+ LLMs support.

29025 stars · 5117 forks · Python

#64

Ranked by stars: 28,933

dmlc/xgboost

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow

28933 stars · 8958 forks · C++

#66

Ranked by stars: 28,613

mlflow/mlflow

The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.

28613 stars · 6560 forks · Python

#67

Ranked by stars: 28,255

fastai/fastai

The fastai deep learning library

28255 stars · 7639 forks · Jupyter Notebook

#69

Ranked by stars: 26,148

datawhalechina/pumpkin-book

南瓜书:《机器学习》(西瓜书)公式详解

26148 stars · 4783 forks · language not reported

#70

Ranked by stars: 25,840

shap/shap

A game theoretic approach to explain the output of any machine learning model.

25840 stars · 3780 forks · Jupyter Notebook

#71

Ranked by stars: 25,609

ageron/handson-ml

⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 or handson-mlp instead.

25609 stars · 12686 forks · Jupyter Notebook

#72

Ranked by stars: 25,467

mxgmn/WaveFunctionCollapse

Bitmap & tilemap generation from a single example with the help of ideas from quantum mechanics

25467 stars · 1370 forks · C#

#73

Ranked by stars: 25,444

fastai/fastbook

The fastai book, published as Jupyter Notebooks

25444 stars · 9484 forks · Jupyter Notebook

#74

Ranked by stars: 24,843

trekhleb/homemade-machine-learning

🤖 Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained

24843 stars · 4184 forks · Jupyter Notebook

#75

Ranked by stars: 24,768

NirDiamant/GenAI_Agents

50+ tutorials and implementations for Generative AI Agent techniques, from basic conversational bots to complex multi-agent systems.

24768 stars · 4165 forks · Jupyter Notebook

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