This repository serves as a reference database containing 650 ML system design case studies contributed by over 100 companies including Netflix, Airbnb, and Doordash. It aggregates practical use cases and methodologies showing how leading companies apply machine learning to their products and processes. The resource is based on work by Evidently AI and provides insights into real-world ML applications and system design approaches.