Entry for:

https://www.kaggle.com/c/house-prices-advanced-regression-techniques

util1- constructs a quantitative vector for each entry in the dataset. Categorical Variables are one hot encoded util2- same as util2 but incorporates extra feature engineering to increase predictive accuracy of models.

Model1- baseline linear regression model with features (lot area, overall_qual, overall_cond) Model2- baseline linear regression on all features Model4- ridge regression on all features (best performing model) Top 5%