Probabilistic Ml

Probabilistic Machine Learning: An Introduction (Murphy)

Kevin Murphy's Probabilistic Machine Learning: An Introduction is the modern update to his 2012 ML textbook — free online, covering everything from linear models through deep learning with a probabilistic framing. The definitive graduate-level ML reference for 2022 onward.