Patterns, Predictions, and Actions : Foundations of Machine Learning by Moritz Hardt and Benjamin Recht (2022, Hardcover)
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ISBN-13: 9780691233734, 978-0691233734. Beginning with the foundations of decision making, Moritz Hardt and Benjamin Recht explain how representation, optimization, and generalization are the constituents of supervised learning.