000			02412nam\a2200385\a\4500
001			57803
005			20260517150221.0
008			260517s2022 caua b 001 0 eng d
020			_a9781492082187 _qpaperback
020			_a9789355420121 _qpaperback
040			_aUKMGB _beng _erda _cUKMGB _dUKMGB _dOCLCF _dBD-DhIUB
082	0	4	_a006.31 _223 _bB9279f
100	1		_aBuduma, Nithin, _eauthor.
245	1	0	_aFundamentals of deep learning : _bdesigning next-generation machine intelligence algorithms / _cNithin Buduma, Nikhil Buduma, and Joe Papa ; with contributions by Nicholas Locascio.
250			_aSecond edition.
260			_aNew Delhi: _bShroff Publishers and Distributors Pvt.Ltd., _c2022
300			_axiii, 372 pages : _billustrations ; _c24 cm
500			_aPrevious edition: published as by Nikhil Buduma with contributions by Nicholas Locascio. 2017.
504			_aIncludes bibliographical references and index.
505	0		_aFundamentals of linear algebra for deep learning -- Fundamentals of probability -- The neural network -- Training feed-forward neural networks -- Implementing neural networks in PyTorch -- Beyond gradient descent -- Convolutional neural networks -- Embedding and representation learning -- Models for sequence analysis -- Generative models -- Methods in interpretability -- Memory augmented neural networks -- Deep reinforcement learning.
520			_aWe're in the midst of an AI research explosion. Deep learning has unlocked superhuman perception to power our push toward creating self-driving vehicles, defeating human experts at a variety of difficult games including Go, and even generating essays with shockingly coherent prose. But deciphering these breakthroughs often takes a PhD in machine learning and mathematics. The updated second edition of this book describes the intuition behind these innovations without jargon or complexity.
526			_aCSE _bps _lREF
541			_aOmni concept
650		0	_aArtificial intelligence.
650		0	_aMachine learning.
650		0	_aNeural networks (Computer science)
650		7	_aArtificial intelligence. _2fast
650		7	_aMachine learning. _2fast
650		7	_aNeural networks (Computer science) _2fast
700	1		_aBuduma, Nikhil, _eauthor.
700	0		_aPapa Joe, _eauthor.
700	1		_aLocascio, Nicholas.
942			_2ddc _cBK
999			_c57803 _d57977