What is this?
A curated collection of 300+ real-world machine learning system design case studies from over 80 companies like Netflix, Airbnb, Stripe, and Doordash, organized by industry and ML use case.
A curated collection of 300+ real-world machine learning system design case studies from over 80 companies like Netflix, Airbnb, Stripe, and Doordash, organized by industry and ML use case.Is this a tool or just a list of links?It is a curated index: a markdown table linking out to original company blog posts and papers, not a tool or code library itself.
It is a curated index: a markdown table linking out to original company blog posts and papers, not a tool or code library itself.How is the list organized so I can find what I need?Entries are listed in a table with columns for company, industry, a short description, the article title, and year, so you can scan by industry or use case.
Entries are listed in a table with columns for company, industry, a short description, the article title, and year, so you can scan by industry or use case.Do I need anything to use this list?No, it's just a README table of links to external blog posts and papers; you only need a browser to click through.
No, it's just a README table of links to external blog posts and papers; you only need a browser to click through.Are the entries vetted or is this just a dump of links?Each case study is sourced from detailed blogs, papers, or articles about ML systems actually built and used in production, not generic tutorials.
Each case study is sourced from detailed blogs, papers, or articles about ML systems actually built and used in production, not generic tutorials.What kind of ML use cases are covered?The list spans computer vision, NLP, recommender systems, search and ranking, fraud detection, forecasting, and many other production ML applications across industries like finance, healthcare, and e-commerce.
The list spans computer vision, NLP, recommender systems, search and ranking, fraud detection, forecasting, and many other production ML applications across industries like finance, healthcare, and e-commerce.Why would I use this over just searching company engineering blogs myself?It aggregates and organizes case studies from 80+ companies in one place with industry tags and short descriptions, saving you the work of hunting down each blog individually.
It aggregates and organizes case studies from 80+ companies in one place with industry tags and short descriptions, saving you the work of hunting down each blog individually.Is it still being updated with new case studies?The README states the repository is a continuously growing collection and invites contributors to suggest new case studies, implying ongoing updates.
The README states the repository is a continuously growing collection and invites contributors to suggest new case studies, implying ongoing updates.What is HorizonX.live mentioned in the README?It's a separate research platform promoted in the README for searching ML papers, organizing libraries, and getting paper summaries; it is not part of this case study list itself.
It's a separate research platform promoted in the README for searching ML papers, organizing libraries, and getting paper summaries; it is not part of this case study list itself.What are similar projects?GNNPapers, 500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code, machine-learning-interview, ML-NLP, system-design-interview, AI-Papers-of-the-Week, professional-programming, Machine-Learning-Tutorials
GNNPapers, 500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code, machine-learning-interview, ML-NLP, system-design-interview, AI-Papers-of-the-Week, professional-programming, Machine-Learning-TutorialsWhich topics is it in?recommendation-system, ml, system-design, interview, architecture, nlp, data-science, computer-vision, learning-resources, awesome-list, list, curated-list
recommendation-system, ml, system-design, interview, architecture, nlp, data-science, computer-vision, learning-resources, awesome-list, list, curated-list