I thought I knew a little bit about pandas, but it turns out that simply knowing how to do something doesn't mean you'll get better results. This is a great lecture that taught me how to apply machine learning algorithms to complex data sets, and the importance of data preprocessing and analysis domains. After listening to this, I'm shocked to see why my rankings aren't going up on Kaggle. The prize money this year is also huge...