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Define both offline (e.g., AUC, F1-score) and online metrics (e.g., CTR, revenue). Architectural Components: Outline the high-level MVP logic. Data Collection & Preparation:

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: Discuss data splitting (time-based split is usually best for MLSD), handling class imbalance, and hyperparameter tuning. Serving & Deployment : Inference : Static vs. dynamic serving. Define both offline (e