Coverart for item
The Resource Grokking deep learning, Andrew W. Trask

Grokking deep learning, Andrew W. Trask

Label
Grokking deep learning
Title
Grokking deep learning
Statement of responsibility
Andrew W. Trask
Title variation
Deep learning
Creator
Author
Subject
Language
eng
Summary
"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!"--
Assigning source
Publisher's description
Cataloging source
SFR
http://library.link/vocab/creatorName
Trask, Andrew W
Illustrations
illustrations
Index
index present
Literary form
non fiction
http://library.link/vocab/subjectName
  • Machine learning
  • Neural networks (Computer science)
  • Python (Computer program language)
Label
Grokking deep learning, Andrew W. Trask
Instantiates
Publication
Copyright
Note
Includes index
Carrier category
volume
Carrier MARC source
rdacarrier
Content category
text
Content type MARC source
rdacontent
Contents
Introducing 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
Control code
on1084981313
Dimensions
23 cm
Extent
xx, 309 pages
Isbn
9781617293702
Media category
unmediated
Media MARC source
rdamedia
Other physical details
illustrations
System control number
(OCoLC)1084981313
Label
Grokking deep learning, Andrew W. Trask
Publication
Copyright
Note
Includes index
Carrier category
volume
Carrier MARC source
rdacarrier
Content category
text
Content type MARC source
rdacontent
Contents
Introducing 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
Control code
on1084981313
Dimensions
23 cm
Extent
xx, 309 pages
Isbn
9781617293702
Media category
unmediated
Media MARC source
rdamedia
Other physical details
illustrations
System control number
(OCoLC)1084981313

Library Locations

    • Albany LibraryBorrow it
      Gate 1, East Precinct, Albany Expressway (SH17), Albany, Auckland, 0632, NZ
      -36.733330 174.700641
Processing Feedback ...