My Library

LEADER 00000cam  2200349 i 4500 
005    20170712122620.0 
008    160613t20162016maua     b    001 0 eng   
010    2016022992 
019    19134018 
020    9780262035613 (hardcover : alk. paper) 
020    0262035618 (hardcover : alk. paper) 
040    DLC|beng|cDLC|erda|dDLC 
042    pcc 
050 00 Q325.5|b.G66 2016 
100 1  Goodfellow, Ian,|eauthor 
245 10 Deep learning /|cIan Goodfellow, Yoshua Bengio, and Aaron 
       Courville. 
264  1 Cambridge, Massachusetts :|bThe MIT Press,|c2016. 
300    xxii, 775 pages :|billustrations (some color) ;|c24 cm. 
490 0  Adaptive computation and machine learning 
504    Includes bibliographical references (pages 711-766) and 
       index. 
505 0  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. 
650  0 Machine learning, 
700 1  Bengio, Yoshua,|eauthor 
700 1  Courville, Aaron,|eauthor