TY - BOOK AU - Goodfellow, Ian AU - Bengio, Yoshua. Autor. AU - Courville, Aaron. Autor. TI - Deep Learning SN - 978-0-262-03561-3 (Pasta dura) U1 - 006.31 G651d 2016 PY - 2016/// CY - Estados Unidos de América PB - MIT Press KW - APRENDIZAJE AUTOMÁTICO KW - COMPUTADORAS Y TECNOLOGIAS DE LA INFORMACIÓN KW - ALGEBRA LINEAL N1 - Incluye índice; Applied math and machine learning basics. -- Linear algebra. -- Probability and information theory. -- Numerical Computation. -- Machine learning basics. -- Deep netwoks: modern practices. -- Regularization for deep learning. -- Optimization for training deep models. -- Convolutional Networks. -- Sequuence modeling: recurrent and recursive nets. -- Practical methodology. -- Applications. -- Deep learning research. -- Lineal factor models. -- Autoencoders. -- Representation learning. -- Structured probabilistic models for deep learning. -- Monte carlo methods. -- Confronting the partition fuction. -- Aproximate interference. -- Deep Generative models ER -