Reading through David MacKay's Information Theory, Inference, and Learning Algorithms.
MacKay's Information Theory: The Free Book and the Lectures
David MacKay’s classic ties information theory, inference, and machine learning into one story, and both the book and the lecture videos are free. Where to get them, to open this series.