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Math for Deep Learning: What You Need to Know to Understand Neural Networks


Price: $35.99
(as of Sep 30, 2024 12:43:34 UTC – Details)



Math for Deep Learning provides the essential math you need to understand deep learning discussions, explore more complex implementations, and better use the deep learning toolkits.

With Math for Deep Learning, you’ll learn the essential mathematics used by and as a background for deep learning. 

You’ll work through Python examples to learn key deep learning related topics in probability, statistics, linear algebra, differential calculus, and matrix calculus as well as how to implement data flow in a neural network, backpropagation, and gradient descent. You’ll also use Python to work through the mathematics that underlies those algorithms and even build a fully-functional neural network.

In addition you’ll find coverage of gradient descent including variations commonly used by the deep learning community: SGD, Adam, RMSprop, and Adagrad/Adadelta.

 

ASIN ‏ : ‎ B096JXMQLM
Publisher ‏ : ‎ No Starch Press (November 23, 2021)
Publication date ‏ : ‎ November 23, 2021
Language ‏ : ‎ English
File size ‏ : ‎ 26048 KB
Text-to-Speech ‏ : ‎ Enabled
Enhanced typesetting ‏ : ‎ Enabled
X-Ray ‏ : ‎ Not Enabled
Word Wise ‏ : ‎ Not Enabled
Print length ‏ : ‎ 345 pages
Page numbers source ISBN ‏ : ‎ 1718501900

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