TY - BOOK AU - Goodfellow,Ian AU - Bengio,Yoshua AU - Courville,Aaron TI - Deep learning T2 - Adaptive computation and machine learning SN - 9780262035613 (hardcover : alk. paper) AV - Q325.5 .G66 2016 U1 - 006.31 GOO 23 PY - 2016/// CY - USA PB - MIT Press KW - Machine learning N1 - 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 ER -