000 02456nam a2200313 4500
999 _c8518
_d8518
001 22279
003 BD-DhUAP
005 20240526154147.0
008 190227t20192019nyua 001 0 eng d
020 _a9781617293702 (pbk.)
020 _a1617293709 (pbk.)
040 _aSFR
_beng
_cBD-DhUAP
_eBD-DhUAP
_dBD-DhUAP
082 0 4 _a006.31 TRA
_223
100 1 _aTrask, Andrew W.,
_eauthor.
245 1 0 _aGrokking deep learning /
_cAndrew W. Trask.
246 3 0 _aDeep learning
264 1 _aShelter Island :
_bManning,
_c[2019]
300 _axx, 309 pages :
_billustrations ;
_c24 cm
336 _atext
_2rdacontent
337 _aunmediated
_2rdamedia
338 _avolume
_2rdacarrier
504 _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!"--
_cPublisher's description.
650 0 _aMachine learning.
650 0 _aNeural networks (Computer science)
650 0 _aPython (Computer program language)
942 _2ddc
_cBK