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Deep learning /

Dades bibliogràfiques
Autors principals: Goodfellow, Ian (Autor), Bengio, Yoshua (Autor), Courville, Aaron (Autor)
Format: Printed Book
Idioma:English
Publicat: Cambridge, Massachusetts : The MIT Press, [2016]
Col·lecció:Adaptive computation and machine learning
Matèries:
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245 |a Deep learning /  |c Ian Goodfellow, Yoshua Bengio, and Aaron Courville.  |h Textual Documents 
264 1 |a Cambridge, Massachusetts :  |b The MIT Press,  |c [2016] 
264 4 |c ?2016 
300 |a xxii, 775 pages :  |b illustrations (some color) ;  |c 24 cm. 
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490 |a Adaptive computation and machine learning 
504 |a Includes bibliographical references (pages 711-766) and index. 
505 |a 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. 
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700 |a Bengio, Yoshua,  |e author..  |e author. 
700 |a Courville, Aaron,  |e author. 
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