Regularization and Tree-based Ensemble

For this problem, we are going to use the housing dataset from this kaggle competition.
The dataset has 80 variables for each house describing the lot shape, size, neighborhood, number of rooms, number of bathrooms, etc. The goal is to predict the house sale price from these variables.