mallahyari/ml-practical-usecases resource

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1299 stars · 226 forks observed · 2026-08-28

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

A curated database of 650 machine learning system design case studies from over 100 companies like Netflix, Airbnb, and DoorDash. It compiles links and summaries of engineering blog posts showing how real companies apply ML in production.

Use cases

• learn ml system design from real company examples
• find case studies of machine learning in production
• study how netflix or airbnb use machine learning
• prepare for ml system design interviews
• research recommender system and rag implementations at companies
• browse engineering blogs about applied machine learning

When to choose

• you want real-world examples of ML system design decisions
• you are preparing for ML engineering or system design interviews
• you need inspiration for applying ML to a product problem

When to avoid

• you need runnable code or a software library
• you want a structured dataset in a machine-readable format
• you need up-to-date or deeply analyzed content rather than curated links

Facets

dataset · maturity active

machine-learning documentation data-science machine-learning tutorials awesome-lists education cross-platform case-studies ml-system-design learning-resource curated-list engineering-blogs

Member repositories

For agents

markdown · JSON · MCP: product_card(name="mallahyari/ml-practical-usecases")