Scikit-Learn, Pipeline Fundamentals: A Titanic Survival Prediction Guide

Machine learning workflows often suffer from code duplication, data leakage, and hyperparameter tuning complexities. Scikit-Learn's Pipeline and ColumnTransformer modules simplify this by combining feature preprocessing and model estimation into an integrated, reproducible object. This guide demonstrates a complete predictive modeling workflow...