Deep Learning (Adaptive Computation and Machine Learning series) PDF

Deep Learning (Adaptive Computation and Machine Learning series) PDF
Deep Learning (Adaptive Computation and Machine Learning series) PDF Free Download
eBook: Deep Learning PDF by Aaron Courville, Ian Goodfellow, and Yoshua Bengio

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The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models.

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