Lecture Notes In Deep Learning: Theoretical Insights Into An Artificial Mind
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A01=Dongmian Zou
A01=Shlomo Dubnov
Author_Dongmian Zou
Author_Shlomo Dubnov
Category=UYQM
Category=UYQN
Deep Learning
eq_bestseller
eq_computing
eq_isMigrated=1
eq_isMigrated=2
eq_nobargain
eq_non-fiction
Information Theory
Machine Learning
Neural Networks
Product details
- ISBN 9789811280627
- Publication Date: 15 Aug 2025
- Publisher: World Scientific Publishing Co Pte Ltd
- Publication City/Country: SG
- Product Form: Hardback
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The compendium provides an introduction to the theory of deep learning, from basic principles of neural network modeling and optimization to more advanced topics of neural networks as Gaussian processes, neural tangent and information theory.This unique reference text complements a largely missing theoretical introduction to neural networks without being overwhelmingly technical in a level accessible to upper-level undergraduate engineering students.Advanced chapters were designed to offer an additional intuition into the field by explaining deep learning from statistical and information theory perspectives. The book further provides additional intuition to the field by relating it to other statistical and information modeling approaches.
