https://github.com/raphelwei/ml-theory-roadmap

A growing list of papers, books, courses and blogs related to machine learning theory and optimization
https://github.com/raphelwei/ml-theory-roadmap

awesome-lists machine-learning machine-learning-theory online-learning optimization

Last synced: 2 months ago
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A growing list of papers, books, courses and blogs related to machine learning theory and optimization

• Host: GitHub
• URL: https://github.com/raphelwei/ml-theory-roadmap
• Owner: RaphelWei
• Created: 2025-04-18T22:29:20.000Z (6 months ago)
• Default Branch: main
• Last Pushed: 2025-07-27T06:33:13.000Z (2 months ago)
• Last Synced: 2025-07-27T08:35:35.164Z (2 months ago)
• Topics: awesome-lists, machine-learning, machine-learning-theory, online-learning, optimization
• Language: Shell
• Homepage: https://sihanwei.org/ml-theory/
• Size: 153 KB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

          
# ML Theory Roadmap

A curated and evolving map of papers, notes, and resources related to machine learning and optimization.

This project started as a personal reading record, and grew into a structured resource grouped by topic. It includes papers I've read, am reading, or plan to return to — sometimes annotated with insights or links to notes.

📍 View the roadmap: [sihanwei.org/ml-theory](https://sihanwei.org/ml-theory)

---

## Structure

- **Topics**  

  - [Learning Theory](docs/learning-theory.md)

  - [Optimization](docs/optimization.md)

  - [Online Learning](docs/online-learning.md)

  - [ML for Combinatorial Optimization](docs/ml4co.md)

- **Resources**  

  - [Books](docs/books.md)

  - [Courses](docs/courses.md)

  - [Blogs](docs/blogs.md)

## Contributing

This roadmap is still under construction, but if you’ve found something worth adding — or feel like helping me shape it — PRs are welcome.