Data Mining and Machine Learning Essentials

A worthwhile addition to my shelf, with realistic expectations.

I was looking for something that would bridge the gap between tutorials and proper reference material, and this does that well. The early chapters move quickly through material I already knew, but the later sections were genuinely new to me. The chapters on ai & machine learning are the strongest — the examples are stripped down but complete, and I could follow along without constant guessing. A good addition to a technical library, as long as you know what you are buying.

Three stars feels about right. Useful, but not essential.

I had been on the fence about this one for a while, and I should have bought it sooner. The author clearly knows the subject deeply and has thought hard about how to teach it. The author is unusually honest about where the simplifications break down, which I appreciated. Borrow it first if you can, or at least check the table of contents carefully before buying.