Class meeting for 10-605 in Fall 2016 Probability Review

This is one of the class meetings on the schedule for the course Machine Learning with Large Datasets 10-605 in Fall 2016.

Slides

• Slides in Powerpoint
• Slides in PDF

Readings for the Class

• None

Things to remember

• The joint probability distribution
• Brute-force estimation of a joint distribution
• Density estimation and how it can be used for classification
• Naive Bayes and the conditional independence assumption
• Asymptotic complexity of naive Bayes