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Record Nr. |
UNISALENTO991003577709707536 |
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Autore |
Goodfellow, Ian |
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Titolo |
Deep learning / Ian Goodfellow, Yoshua Bengio, and Aaron Courville |
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ISBN |
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Descrizione fisica |
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xxii, 775 p. : ill. (some color) ; 24 cm |
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Collana |
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Adaptive computation and machine learning |
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Altri autori (Persone) |
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Bengio, Yoshuaauthor |
Courville, Aaron |
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Disciplina |
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Soggetti |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Nota di bibliografia |
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Includes bibliographical references and index |
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Nota di contenuto |
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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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