I was hoping this would be led by Thomas Cover. I took his class back in Stanford many years ago, and found it to be one of the most enlightening.

He wrote the classic text on information theory -- a very well written textbook that actually keeps you interested: http://www.amazon.com/Elements-Information-Theory-Thomas-Cov...