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Anotace knihy

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.

Parametry knihy

Zařazení knihy Knihy v němčině Naturwissenschaften, Medizin, Informatik, Technik Informatik, EDV Informatik

• Plný název: Lecture Notes in Deep Learning
• Autor: Dongmian Zou
• Jazyk: Angličtina
• Vazba: Pevná
• Počet stran: 230
• EAN: 9789811280627
• ISBN: 9811280622
• ID: 43801668
• Nakladatelství: WORLD SCIENTIFIC PUB CO INC
• Hmotnost: 593 g
• Datum vydání: 28. March 2024

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