TY - BOOK AU - Goodfellow,Ian AU - Bengio,Yoshua AU - Courville,Aaron TI - Deep Learning T2 - Adaptive computation and machine learning SN - 9780262035613 U1 - 006.3 21 PY - 2016/// CY - Cambridge, Massachusetts, London PB - The MIT Press KW - Deep learning KW - Algebra lineal KW - Machine learning KW - Redes de computadores N1 - Incluye bibliografía e índice; Applied Math and machine learning basics -- Linear algebra -- Probability and information theory -- Numerical computation -- Mchine learning basics -- Deep networks: modern practices -- Deep feedforward networks -- Regularization for deep lerning -- Optimization for training deep models -- Convolutional networks -- Sequence modeling: recurrent and recursive nets -- Practical methodology -- Applications -- Deep learning research: Linear factors models -- Autoencoders -- Representation learning -- Structured probabilistic models for deep learning -- Mote Carlo methods -- Confronting the partition Function -- Appoximate Inference -- Deep Generative models N2 - Una introducción a una amplia gama de temas en el aprendizaje profundo, que cubre antecedentes matemáticos y conceptuales, técnicas de aprendizaje profundo utilizadas en la industria y perspectivas de investigación ER -