02343 a2200229 4500 TB12757 IN-BhIIT 20260313175229.0 260205b |||||||| |||| 00| 0 eng d 9780262035613 (hbk.) IN-BhIIT eng 006.3 GOO/D Goodfellow, Ian Author 27152 Deep learning / Ian Goodfellow, Yoshua Bengio, Aaron Courville Londaon : MIT Press, 2016. xxii, 775 p. : ill. ; 22 cm. Deep learning is a form of machine learning that enables computers to learn from experience and understand the world in terms of a hierarchy of concepts. Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning. 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. Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors. Bengio, Yoshua Joint Author 27153 Courville, Aaron Joint Author 27154 TB 1 15266 15266 0 0 ddc 0 0 SES CLIITBBS CLIITBBS 2026-01-21 39 6557.59 1 006.3 GOO/D TB12757 2026-05-12 14:42:18 2026-03-13 8983.00 2026-01-21 TB 0 0 ddc 0 0 SES CLIITBBS CLIITBBS 2026-01-21 39 6557.59 0 006.3 GOO/D TB12756 2026-01-21 00:00:00 8983.00 2026-01-21 RES