: Define the business goal and use cases. Clarify whether an ML solution is even necessary or if a rule-based system suffices.
: Plan for A/B testing, shadow deployments, and canary releases. Machine Learning System Design Interview Pdf Github
: Design how the model will serve predictions—either via online inference (low latency) or batch processing . : Define the business goal and use cases
: Determine data sources, availability, and labeling strategies. and labeling strategies. : Choose algorithms
: Choose algorithms, handle class imbalance, and perform cross-validation.
: Address model drift, scalability (sharding, caching), and maintenance. Top GitHub Repositories and PDF Resources