This predictive model uses xgboost to predict housing prices based on numerical data.
- First order vs. Second order optimzation and alongside its computational expense
- Hyperparameter tuning; Maximum depth of tree, lamda and alpha term, maximum number of nodes
- Benifits of adding in the regularization term to prevent overfitting
- How to validate the model using cross validation