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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


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

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A growing list of papers, books, courses and blogs related to machine learning theory and optimization

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