amitness/learning resource

Health v2 · maintenance only

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Adoption not part of the score

6948 stars · 882 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

A personal, publicly maintained log of learning resources (books, courses, tutorials) covering machine learning, deep learning, NLP, generative AI, and software engineering skills. It serves as a curated roadmap with progress tracking, updated monthly.

Use cases

• find resources to learn machine learning
• roadmap for learning generative AI and LLMs
• curated list of NLP learning materials
• study plan for data science and system design
• recommend courses for learning deep learning with Python

When to choose

• you want a curated, opinionated list of ML/AI learning resources
• you need a structured roadmap covering math, system design, and ML
• you prefer tracked progress across books and courses

When to avoid

• you need runnable code or a software library
• you want interactive tutorials rather than links to external resources
• you need comprehensive coverage beyond the author's personal focus areas

Facets

learning-resource · maturity active

documentation developer-tools machine-learning deep-learning large-language-models tutorials education python learning-log curated-resources generative-ai study-plan awesome-list natural-language-processing

Member repositories

For agents

markdown · JSON · MCP: product_card(name="amitness/learning")