Bayes theorem and the naive Bayes algorithm (slides)
Hidden Markov models (HMM)
This video comes with a code implementation
Shannon entropy and information gain
This video comes with an accompanying blog post
This video comes with a code implementation
This video comes with an accompanying blog post