Mathematics for Machine Learning
Highly recommended for anyone wanting a one-stop shop to acquire a deep understanding of machine learning foundations.
Author-hosted endorsement, undated, April2020 book; do not imply endorsement of every updated PDF.
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Official authors companion site Testimonies attributes explicit reader recommendation to Pieter Abbeel.