This repository aggregates practical ML system design case studies from over 80 companies, organizing them by industry and use case to help practitioners learn how organizations deploy machine learning at scale. The collection covers real-world implementations across various sectors, providing insights into production ML systems, infrastructure decisions, and operational challenges.