http://see.stanford.edu/see/materials/aimlcs229/handouts.aspx

See ‘Mixtures of Gaussians and the EM algorithm’ and ‘The EM algorithm’. This is the easiest to understand explanation on this topic I’ve ever seen on the internet.

For books, pattern classification by Duda has a good chapter on it.