Mathematics of Deep Learning: An Introduction (De Gruyter)
Friday, 26 May 2023

This book sets out to provide a mathematical perspective on some key elements of deep neural networks (DNNs). Leonid Berlyand and Pierre-Emmanuel Jabin's compact textbook offers a view that emphasizes the underlying mathematical ideas. It introduces basic concepts from deep learning in a rigorous  fashion with mathematical definitions of deep neural networks (DNNs), loss functions, the backpropagation algorithm, etc. For each concept they identify the simplest setting that minimizes technicalities but still contains the key mathematics.

<ASIN: 3111024318>

 

Author: Leonid Berlyand and Pierre-Emmanuel Jabin
Publisher: De Gruyter
Date: April 2023
Pages: 126
ISBN: 978-3111024318
Print: 3111024318
Audience: Developers interested in deep learning
Level: Intermediate
Category: Mathematics and Artificial Intelligence

mathdeep2

For more Book Watch just click.

Book Watch is I Programmer's listing of new books and is compiled using publishers' publicity material. It is not to be read as a review where we provide an independent assessment. Some, but by no means all, of the books in Book Watch are eventually reviewed.

To have new titles included in Book Watch contact  BookWatch@i-programmer.info

Follow @bookwatchiprog on Twitter or subscribe to I Programmer's Books RSS feed for each day's new addition to Book Watch and for new reviews.

 

 

Banner


Data Structures and Program Design Using Java

Author: D. Malhotra, N. Malhotra
Publisher: Mercury Learning & Information
Pages: 430
ISBN: 9781683924647
Print: 1683924649
Kindle: B085W8GFW9
Audience: Java developers
Rating: 3
Reviewer: Alex Armstrong
Java is a good language to implement data structures.



Discovering Modern C++, 2nd Ed

Author: Peter Gottschling
Publisher: Addison-Wesley
Pages: 576
ISBN: 978-0136677642
Print: 0136677649
Kindle: ‎ B09HTJRJ3V
Audience: C++ developers
Rating: 5
Reviewer: Mike James

Modern C++ who would want to write anything else? Is this a suitable introduction for the rest of us?


More Reviews