There are some distributions that come up over and over again in machine learning and statistics. In this video, I give an overview of some distributions to be aware of. 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.