Updated in mid-July 2020. This article is the looks to summarise the learnings from a semester studying Machine Learning. I reflect on the course, discuss the three branches of machine learning, and kick off with an example. We look at a 'decision tree' model on customer satisfaction data, and touch on the fundamental topic of overfitting and underfitting.