Neural networks and deep learning: a textbook

By:

Aggarwal, Charu C

Material type: Text

TextPublication details: Switzerland: Springer, 2018Edition: 2ndDescription: xxiii, 500p.: 6x11x2; HardcoverISBN:

9783031296413

Subject(s):

Computer Science Engineering; Neural networks; Vector machines; Matrix factorization; Restricted Boltzmann Machines (RBM); Kohonen self-organizing maps

DDC classification:

006.32 AGG/NEU

Summary: This book covers both classical and modern models in deep learning. The primary focus is on the theory and algorithms of deep learning. The theory and algorithms of neural networks are particularly important for understanding important concepts, so that one can understand the important design concepts of neural architectures in different applications. The book is also rich in discussing different applications in order to give the practitioner a flavor of how neural architectures are designed for different types of problems. Deep learning methods for various data domains, such as text, images, and graphs are presented in detail.

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Holdings
Item type	Current library	Call number	Status	Notes	Barcode
Reference	Central Library NIT Goa General stacks	006.32 AGG/NEU (Browse shelf(Opens below))	Not for loan	Reference Book Rack number 37(B)	11020

This book covers both classical and modern models in deep learning. The primary focus is on the theory and algorithms of deep learning. The theory and algorithms of neural networks are particularly important for understanding important concepts, so that one can understand the important design concepts of neural architectures in different applications.
The book is also rich in discussing different applications in order to give the practitioner a flavor of how neural architectures are designed for different types of problems. Deep learning methods for various data domains, such as text, images, and graphs are presented in detail.

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केन्द्रीय ग्रन्थालय | राष्ट्रीय प्रौद्योगिकी संस्थान गोवा

Central Library | National Institute of Technology Goa
Library Catalogue

Neural networks and deep learning: a textbook

केन्द्रीय ग्रन्थालय | राष्ट्रीय प्रौद्योगिकी संस्थान गोवा

Central Library | National Institute of Technology GoaLibrary Catalogue

Neural networks and deep learning: a textbook

Central Library | National Institute of Technology Goa
Library Catalogue