عنوان

Grokking deep learning /

(Number (ISBN

1617293709

(Number (ISBN

9781617293702

Title Proper

Grokking deep learning /

General Material Designation

[Book]

First Statement of Responsibility

Andrew W. Trask.

Place of Publication, Distribution, etc.

Shelter Island, NY :

Name of Publisher, Distributor, etc.

Manning,

Date of Publication, Distribution, etc.

[2019]

Date of Publication, Distribution, etc.

©2019

Specific Material Designation and Extent of Item

xx, 309 pages :

Other Physical Details

illustrations ;

Dimensions

24 cm

Text of Note

Includes index.

Text of Note

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.

0

Text of Note

"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!"--

Parallel Title

Deep learning

Machine learning.

Neural networks (Computer science)

Python (Computer program language)

Machine learning.

Neural networks (Computer science)

Python (Computer program language)

Number

Edition

Class number

Book number

Trask, Andrew W.

Date of Transaction

20200823050510.0

Cataloguing Rules (Descriptive Conventions))

rda

Electronic name

[Book]

Y