Introduction to conditional probability, matrix representation of discrete probabilities, Bayes rule and examples, such as pagerank for web search and medical diagnosis.

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

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