odel evaluation evaluating classification models evaluating clustering models evaluating regression models odel tuning introduction to hyperparameters the bias-variance tradeoff cross validation hyperparameter tuning strategies odel interpretation nderstanding skater model interpretation in action odel deployment odel persistence custom development in-house model deployment model deployment as service ummary #part iiireal-world case studies # analyzing bike sharing trends the bike sharing dataset problem statement exploratory data analysis preprocessing distribution and trends outliers correlations xi