Machine Learning System Design Interview Ali Aminian Pdf !!top!! (2024)

: Set up observability for both operational metrics (throughput) and ML-specific metrics like data and concept drift.

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: Establish both offline metrics (AUC-ROC, F1-score) and online business metrics (CTR, conversion rate). Data Pipeline : Set up observability for both operational metrics

: Mapping business needs to specific ML tasks (e.g., binary classification vs. ranking). Data Engineering F1-score) and online business metrics (CTR

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