Housing Prices (top 7%)

Hello everyone,

This is my notebook for the Housing Prices Competition. A major focus for me was to practice my feature engineering. As a result, I went through each column individually to see what I could do to simplify or fill null values. I am sure I will learn ways to do this in bulk faster, but I wanted to just go through one by one to get familiar with the process. As a result I ended up using many different types of transformations including aggregates, ordinal encoding, and one hot encoding.

Kaggle - https://www.kaggle.com/coreyhamren/housing-prices-top-7

GitHub - https://github.com/TheHamhams/Housing-Kaggle