Name: Deep Learning: Adaptive Computation and Machine Learning series
Brand: MIT Press
SKU: 9780262035613
Price: 5720.0 INR
Availability: InStock

Deep Learning: Adaptive Computation and Machine Learning series

by Ian Goodfellow , Yoshua Bengio , Aaron Courville

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ISBN13: 9780262035613
Binding: Hardcover
Subject: Computer Science and Information Technology
Publisher: MIT Press
Publisher Imprint: MIT Press
Publication Date: April 1, 2016
Pages: 800
Original Price: INR 8800.0
Language: English
Edition: N/A
Item Weight: 1271 grams
BISAC Subject(s): Artificial Intelligence / General and Computer Science

About The Book

An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives.

"Written by three experts in the field, Deep Learning is the only comprehensive book on the subject."
--Elon Musk, cochair of OpenAI; cofounder and CEO of Tesla and SpaceX

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.

About The Author

Ian Goodfellow is a Research Scientist at Google.

Yoshua Bengio is Professor of Computer Science at the Université de Montréal.

Aaron Courville is Assistant Professor of Computer Science at the Université de Montréal.

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