Probability is a big part of many aspects of machine learning, but this may not be totally obvious from the outset. In this video we take a look at different ways that probability informs ML. This is part of a series of videos for COS 302: Mathematics for Numerical Computation and Machine Learning, replacing lectures after the course went remote due to the COVID-19 pandemic.