000 02685nam a22003737i 4500
001 34936
003 BD-DhAAL
005 20260722100747.0
008 190227t20192019nyua 001 0 eng d
010 _a 2018289587
020 _a9781617293702 (pbk.)
020 _a1617293709 (pbk.)
035 _a(OCoLC)on1084981313
040 _aSFR
_beng
_cSFR
_erda
_dJRZ
_dDLC
_dBD-DhAAL
042 _alccopycat
050 0 0 _aQA76.87
_b.T73 2019
082 0 4 _a006.31
100 1 _aTrask, Andrew W.,
_eauthor.
_933278
245 1 0 _aGrokking deep learning /
_cAndrew W. Trask.
246 3 0 _aDeep learning
260 _aShelter Island, NY :
_bManning,
_c©2019.
300 _axx, 309 pages :
_billustrations ;
_c24 cm.
500 _aIncludes index.
505 0 _aIntroducing deep learning : why you should learn it -- Fundamental concepts : how do machines learn? -- Introduction to neural prediction : forward propagation -- Introduction to neural learning : gradient descent -- Learning multiple weights at a time : generalizing gradient descent -- Building your first deep neural network : introduction to backpropagation -- How to picture neural networks : in your head and on paper -- Learning signal and ignoring noise : introduction to regularization and batching -- Modeling probabilities and nonlinearities : activation functions -- Neural learning about edges and corners : intro to convolutional neural networks -- Neural networks that understand language : king - man + woman ==? -- Neural networks that write like Shakespeare : recurrent layers for variable-length data -- Introducing automatic optimization : let's build a deep learning framework -- Learning to write like Shakespeare : long short-term memory -- Deep learning on unseen data : introducing federated learning -- Where to go from here : a brief guide.
520 _a"Grokking Deep Learning teaches you to build deep learning neural networks from scratch! In his engaging style, seasoned deep learning expert Andrew Trask shows you the science under the hood, so you grok for yourself every detail of training neural networks. Using only Python and its math-supporting library, NumPy, you'll train your own neural networks to see and understand images, translate text into different languages, and even write like Shakespeare!"--
526 _aCSE
650 0 _aMachine learning.
_933279
650 0 _aNeural networks (Computer science).
_933280
650 0 _aComputer science.
_942516
650 0 _aPython (Computer program language).
_933281
852 _aAyesha Abed Library
_cGeneral Stacks
942 _2ddc
_cBK
999 _c40667
_d40667