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portada Lecture Notes in Deep Learning: Theoretical Insights Into an Artificial Mind
Type
Physical Book
Author
Publisher
Language
English
Pages
230
Format
Hardcover
ISBN13
9789811280627
Categories

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

Shlomo Dubnov (Author) · Dongmian Zou (Author) · World Scientific Publishing Company · Hardcover

Lecture Notes in Deep Learning: Theoretical Insights Into an Artificial Mind - Dubnov, Shlomo ; Zou, Dongmian

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Synopsis "Lecture Notes in Deep Learning: Theoretical Insights Into an Artificial Mind"

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.

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