TY - GEN AU - Goodfellow, Ian AU - Bengio, Yoshua AU - Courville, Aaron TI - Deep learning SN - 9780262035613 U1 - 006.31 PY - 2016/// CY - Cambridge PB - The MIT Press KW - Machine learning N1 - Introduction -- 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 -