Lecture Notes In Deep Learning: Theoretical Insights Into An Artificial Mind

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Shlomo Dubnov (University Of California At San Diego, Usa) Dongmian Zou (Duke Kunshan University, China)

Lecture Notes In Deep Learning

Theoretical Insights Into An Artificial Mind

Shlomo Dubnov (University Of California At San Diego, Usa), Dongmian Zou (Duke Kunshan University, China)

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English

World Scientific Publishing Co Pte Ltd
21 August 2025

Machine learning; Neural networks & fuzzy systems

Summary
Details

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.

By: Shlomo Dubnov (University Of California At San Diego Usa), Dongmian Zou (Duke Kunshan University, China)
Imprint: World Scientific Publishing Co Pte Ltd
Country of Publication: Singapore
ISBN: 9789811280627
ISBN 10: 9811280622
Pages: 320
Publication Date: 21 August 2025
Audience: College/higher education , Professional and scholarly , Primary , Undergraduate
Format: Hardback
Publisher's Status: Active