themanojdesai/genai-llm-ml-case-studies resource

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1656 stars · 240 forks observed · 2026-08-28

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

A curated collection of 500+ real-world ML, GenAI, and LLM system design case studies from 130+ companies, originally based on Evidently AI's curation and expanded with GenAI/LLM content. It documents production architecture decisions, scaling strategies, and evaluation practices for large language model systems.

Use cases

• learn how companies deploy llm systems in production
• study rag architecture examples from real companies
• prepare for llm system design interviews
• find case studies on fine-tuning and multimodal ai
• research genai deployment patterns by industry
• learn llm evaluation and hallucination mitigation techniques

When to choose

• you want curated real-world production case studies rather than tutorials
• you're preparing for AI/ML system design interviews
• you need architecture references for RAG, fine-tuning, or LLM scaling decisions

When to avoid

• you need runnable code or a working library rather than written case studies
• you want hands-on step-by-step tutorials for beginners
• you need up-to-date content past early 2025

Facets

learning-resource · maturity active

documentation developer-tools large-language-models machine-learning artificial-intelligence tutorials awesome-lists case-studies system-design rag llm-architecture interview-prep curated-list web-server

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