TY - BOOK AU - Murphy, Kevin P., TI - Probabilistic machine learning: an introduction T2 - Adaptive computation and machine learning series SN - 9780262046824 U1 - 006.31 23 PY - 2022/// CY - Cambridge, Massachusetts PB - The MIT Press KW - Aprendizaje automático (Inteligencia artificial) KW - Probabilidades N1 - Includes bibliographical references and index N2 - "This book provides a detailed and up-to-date coverage of machine learning. It is unique in that it unifies approaches based on deep learning with approaches based on probabilistic modeling and inference. It provides mathematical background (e.g. linear algebra, optimization), basic topics (e.g., linear and logistic regression, deep neural networks), as well as more advanced topics (e.g., Gaussian processes). It provides a perfect introduction for people who want to understand cutting edge work in top machine learning conferences such as NeurIPS, ICML and ICLR"-- UR - https://puce.odilo.us/info/probabilistic-machine-learning-an-introduction-03131947 ER -