02258nam a2200373 i 4500 32607 BD-DhAAL 20211114152523.0 180115t20162016maua b 001 0 eng 39031 39031 2016022992 9780262035613 (hardcover : alk. paper) 0262035618 (hardcover : alk. paper) DLC eng DLC rda DLC BD-DhAAL pcc Q325.5 .G66 2016 006.31 23 Goodfellow, Ian 24830 Deep learning / Ian Goodfellow, Yoshua Bengio, and Aaron Courville. Cambridge, Massachusetts : The MIT Press, c2016 xxii, 775 pages : illustrations (some color) ; 24 cm. Adaptive computation and machine learning Includes bibliographical references (pages [711]-766) and index. Applied math and machine learning basics. Linear algebra -- Probability and information theory -- Numerical computation -- Machine learning basics -- Deep networks: modern practices. Deep feedforward networks -- Regularization for deep learning -- Optimization for training deep models -- Convolutional networks -- Sequence modeling: recurrent and recursive nets -- Practical methodology -- Applications -- Deep learning research. Linear factor models -- Autoencoders -- Representation learning -- Structured probabilistic models for deep learning -- Monte Carlo methods -- Confronting the partition function -- Approximate inference -- Deep generative models. AAL Development Book Agency 32607 Machine learning, 24831 Computer science. 42418 Bengio, Yoshua 24832 Courville, Aaron 24833 Ayesha Abed Library General Stacks ddc BK 0 0 ddc 0 006_310000000000000_GOO 0 62620 BRACUL BRACUL GEN 2018-01-14 Development Book Agency 9500.00 16 220 006.31 GOO 3010032608 2026-05-03 2025-11-18 2 9500.00 2018-01-14 BK 0 0 ddc 0 006_310000000000000_GOO 0 62621 BRACUL BRACUL GEN 2018-01-14 Development Book Agency 9500.00 17 187 006.31 GOO 3010032607 2026-05-03 2026-02-22 1 9500.00 2018-01-14 BK