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Lecture Notes in Deep Learning : Theoretical Insights Into an Artificial Mind - Shlomo Dubnov

Lecture Notes in Deep Learning

Theoretical Insights Into an Artificial Mind

By: Shlomo Dubnov, Dongmian Zou

Paperback | 16 July 2025

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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.

You Can Find This Book In

Non-FictionComputing & I.T.Computer ScienceArtificial IntelligenceComputer VisionNatural Language & Machine Translation

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