Deep Learning /
Goodfellow, Ian.
Deep Learning / Ian Goodfellow ; Yoshua Begio ; Aaron Courville. - Cambridge, MA : MIT Press, 2016 - xxii, 775 pages : illustrations. - Adaptive computation and machine learning. .
Includes bibliographical references 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.
9780262035613
Aprendizaje automático--Inteligencia artificial
Deep Learning / Ian Goodfellow ; Yoshua Begio ; Aaron Courville. - Cambridge, MA : MIT Press, 2016 - xxii, 775 pages : illustrations. - Adaptive computation and machine learning. .
Includes bibliographical references 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.
9780262035613
Aprendizaje automático--Inteligencia artificial