The Videos are copyrighted to YouTube and the author. The videos are reproduced here for the easy access by the viewers.
[http://bit.ly/N-Bayes] How can we distinguish spam from non-spam with a Naive Bayes classifier? We estimate the priors and multiple Bernoulli distributions for each class. Also learn how Naive Bayes can misclassify its own training examples.
source