How I won my 24th bronze medal with Kaggle on a ML Olympiad competition

I woke up this morning to an email from Kaggle, telling me that I had won a bronze medal for the work I did on the ML Olympiad community competition. This was a rather complex task because I had to make predictions on a test set and then create a pivot table to determine if an engine was likely to fail in a 21 day period.

I gave it my best shot, but because I was only allowed to make two submissions a day, I was limited in how much progress I could make in one day. I have another notebook that I would like to submit to Kaggle for scoring, but will have to wait until midnight to do it.

The notebook for this bronze medal can be viewed here:- ML Olympiad (Lin Reg) | Kaggle