undergraduate machine learning 3: Basic probability
Channel: Nando de Freitas
Date: 2012-11-02

Introduction to probability, conditional probability, and marginalization. 
The slides are available here: http://www.cs.ubc.ca/~nando/340-2012/lectures.php
This machine learning course was taught in 2012 at UBC by Nando de Freitas