Classic

Machine Learning — Tom Mitchell (1997)

Tom Mitchell's 1997 Machine Learning textbook from CMU — the foundational academic reference that defined the field's core concepts before deep learning. Still assigned in graduate courses for its clear treatment of decision trees, Bayesian methods, and the canonical formal definition of machine learning.