eugeneyan/ml-surveys resource

Health v2 · maintenance only

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2901 stars · 292 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated collection of survey papers summarizing advances in machine learning fields such as deep learning, NLP, computer vision, graphs, reinforcement learning, and recommender systems. It serves as a reading guide for staying current with ML research.

Use cases

• find survey papers on deep learning
• get an overview of NLP research advances
• learn about recommender system algorithms
• catch up on reinforcement learning literature
• find papers on graph neural networks and embeddings
• start learning machine learning theory

When to choose

• you want curated, categorized survey papers across many ML subfields
• you need a starting point for literature review in ML
• you want a free, MIT-licensed reading list maintained by the community

When to avoid

• you need runnable code or implementations rather than papers
• you need the very latest papers, as updates have slowed since 2023
• you need tutorials or courses rather than academic survey papers

Facets

learning-resource · maturity maintenance

documentation machine-learning deep-learning computer-vision tutorials awesome-lists cross-platform survey-papers curated-list recommendation-systems reinforcement-learning embeddings research-papers natural-language-processing

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For agents

markdown · JSON · MCP: product_card(name="eugeneyan/ml-surveys")