ML Model Selection Advisor

Recommend the optimal ML model for this problem: Task: [classification/regression/clustering/etc.]. Data: [N samples, M features, % missing, imbalance ratio]. Constraints: [interpretability needs, latency, training time, compute]. Baseline: [current approach]. Analyze: (1) Top 3 candidate models with pros/cons for this specific situation. (2) Feature engineering recommendations. (3) Validation strategy. (4) Hyperparameter search space. (5) Deployment considerations. (6) Monitoring plan for model drift. Justify every recommendation.