Elements of Information Theory — Cover & Thomas
Thomas M. Cover and Joy A. Thomas, 2nd Edition (Wiley)
The standard graduate reference for information theory: entropy, mutual information, data compression, channel capacity, rate-distortion theory, and connections to probability and statistics.
Chapters
Exercises added as I work through each chapter.