Here is February 16, 2011 Lecture by Prof. Ram Akella (U. of California Santa Cruz) on Data Mining, covering Classification methods: k-nearest neighbors, Naive Bayes.
Here are previous lectures
Feb 9 Data Mining Lecture, Naive Bayes
Feb 2 Data Mining Lecture, Introduction, R, Logistic Regression