The predictive modeling pipeline Tabular data exploration First look at our dataset Exercise 01 Fitting a scikit-learn model on numerical data First model with scikit-learn Exercise 01 Working with numerical data Exercise 02 Preprocessing for numerical features Handling categorical data Encoding of categorical variables Exercise 01 Using numerical and categorical variables together Exercise 02 Hyperparameter tuning Manual tuning Set and get hyperparameters in scikit-learn Exercise 01 Automated tuning Hyperparameter tuning by grid-search Hyperparameter tuning by randomized-search Exercise 02