# Video: Probability Spaces and Random Variables

Probability is a big part of many aspects of machine learning, and this video looks at some of the basic formalisms for it. 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.