Kindle Ê Deep Learning Epub ↠

Deep Learning (Adaptive Computation and Machine Learning series) An introduction to a broad range of topics in deep learning covering mathematical and conceptual background deep learning techniues 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 SpaceXDeep 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 techniues used by practitioners in industry including deep feedforward networks regularization optimization algorithms convolutional networks seuence 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 modelsDeep 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

Ian Goodfellow is a research scientist at OpenAI He has invented a variety of machine learning algorithms including generative adversarial networks He has contributed to a variety of open source machine learning software including TensorFlow and Theano

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