: Determine data sources, availability, and labeling strategies.
: Identify both offline (Precision, Recall, F1, RMSE) and online (CTR, revenue, latency) metrics to measure success. Machine Learning System Design Interview Pdf Github
: Address model drift, scalability (sharding, caching), and maintenance. Top GitHub Repositories and PDF Resources : Determine data sources
Several repositories have become the gold standard for ML system design prep, often containing direct links to downloadable : ml-system-design.md - Machine-Learning-Interviews - GitHub RMSE) and online (CTR