Ml Model Advisor

Given a prediction problem and a dataset, recommend the right modeling approach, avoid the common traps (leakage, bad validation, wrong metric), and produce a concrete pipeline plan plus starter code. Use when the user wants to "predict X", "build a model", "which algorithm for...", "why is my model overfitting", or "evaluate my model". Favors the simplest model that solves the problem.