机器学习框架 · GitHub star 排行 Top 30
深度学习训练框架与经典机器学习教程仓库。下表按 GitHub star 数从高到低排列，共收录 40 个相关开源项目， 使用上方的筛选器可以按活跃度、编程语言进一步过滤。
| 排名 | 项目 | Star | 语言 | 最后更新 |
|---|---|---|---|---|
| 1 | tensorflow/tensorflow An Open Source Machine Learning Framework for Everyone | 197k | C++ | 2026-08 |
| 2 | f/prompts.chat f.k.a. Awesome ChatGPT Prompts. Share, discover, and collect prompts from the community. Free and open source — self-host for your organization with … | 167k | HTML | 2026-08 |
| 3 | huggingface/transformers 🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both … | 163k | Python | 2026-08 |
| 4 | pytorch/pytorch Tensors and Dynamic neural networks in Python with strong GPU acceleration | 102k | Python | 2026-08 |
| 5 | rasbt/LLMs-from-scratch Implement a ChatGPT-like LLM in PyTorch from scratch, step by step | 101k | Jupyter Notebook | 2026-07 |
| 6 | microsoft/ML-For-Beginners 12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all | 89k | Jupyter Notebook | 2026-07 |
| 7 | Developer-Y/cs-video-courses List of Computer Science courses with video lectures. | 83k | — | 2026-07 |
| 8 | mlabonne/llm-course Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks. | 81k | — | 2026-02 |
| 9 | netdata/netdata The fastest path to AI-powered full stack observability, even for lean teams. | 80k | Go | 2026-08 |
| 10 | d2l-ai/d2l-zh 《动手学深度学习》：面向中文读者、能运行、可讨论。中英文版被70多个国家的500多所大学用于教学。 | 79k | Python | 2024-07 |
| 11 | tesseract-ocr/tesseract Tesseract Open Source OCR Engine (main repository) | 76k | C++ | 2026-08 |
| 12 | binhnguyennus/awesome-scalability The Patterns of Scalable, Reliable, and Performant Large-Scale Systems | 73k | — | 2026-01 |
| 13 | OpenBB-finance/OpenBB Open Data Platform for analysts, quants and AI agents. | 71k | Python | 2026-07 |
| 14 | labmlai/annotated_deep_learning_paper_implementations 🧑🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, … | 67k | Python | 2026-01 |
| 15 | scikit-learn/scikit-learn scikit-learn: machine learning in Python | 67k | Python | 2026-08 |
| 16 | keras-team/keras Deep Learning for humans | 64k | Python | 2026-08 |
| 17 | microsoft/AI-For-Beginners 12 Weeks, 24 Lessons, AI for All! | 62k | Jupyter Notebook | 2026-07 |
| 18 | ultralytics/ultralytics Ultralytics YOLO26, YOLO11, YOLOv8 — object detection, instance segmentation, semantic segmentation, image classification, pose estimation, object tr… | 60k | Python | 2026-08 |
| 19 | pathwaycom/llm-app Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google D… | 59k | Jupyter Notebook | 2026-07 |
| 20 | deepfakes/faceswap Deepfakes Software For All | 57k | Python | 2026-08 |
| 21 | ageitgey/face_recognition The world's simplest facial recognition api for Python and the command line | 57k | Python | 2026-06 |
| 22 | Avik-Jain/100-Days-Of-ML-Code 100 Days of ML Coding | 52k | — | 2023-12 |
| 23 | JuliaLang/julia The Julia Programming Language | 49k | Julia | 2026-08 |
| 24 | GokuMohandas/Made-With-ML Learn how to develop, deploy and iterate on production-grade ML applications. | 49k | Jupyter Notebook | 2026-03 |
| 25 | roboflow/supervision We write your reusable computer vision tools. 💜 | 49k | Python | 2026-08 |
| 26 | microsoft/qlib Qlib is an AI-oriented Quant investment platform that aims to use AI tech to empower Quant Research, from exploring ideas to implementing productions… | 47k | Python | 2026-07 |
| 27 | apache/airflow Apache Airflow - A platform to programmatically author, schedule, and monitor workflows | 46k | Python | 2026-08 |
| 28 | rohitg00/ai-engineering-from-scratch Learn it. Build it. Ship it for others. | 46k | Python | 2026-08 |
| 29 | streamlit/streamlit Streamlit — A faster way to build and share data apps. | 45k | Python | 2026-08 |
| 30 | paperless-ngx/paperless-ngx A community-supported supercharged document management system: scan, index and archive all your documents | 44k | Python | 2026-08 |
怎么看这份榜单
star 数反映的是知名度而不是代码质量——教程、清单类仓库天然更容易积累 star， 而一些工程质量极高的底层库反而不显眼。选型时建议把「最后更新」这一列一起看： 超过一年没有提交的项目，往往意味着维护已经停滞，接入前需要评估风险。
想看其他方向的排行，可以返回GitHub 高星项目榜切换维度。