I will recommend Information Theory, Inference, and Learning Algorithms by David MacKay. If you really want to understand the "learning" part, rather than being

I will recommend Information Theory, Inference, and Learning Algorithms by David MacKay. If you really want to understand the "learning" part, rather than being given a methodology without knowing why or in the unsorted bounds that "guarantee" abstract things that may mismatch reality.