Part IV — The Mathematics of Artificial Intelligence

Everything in Parts I–III was written before “machine learning” was a phrase — and yet it turns out to be exactly the mathematics that AI runs on. These closing chapters re-read the whole book through one question: how does a machine learn from data? The answer uses linear algebra to represent, calculus to improve, and probability to decide. No new mathematics is needed — only new eyes.