Advertisement

Advances in Deep Learning

  • M. Arif Wani
  • Farooq Ahmad Bhat
  • Saduf Afzal
  • Asif Iqbal Khan
Book

Part of the Studies in Big Data book series (SBD, volume 57)

Table of contents

  1. Front Matter
    Pages i-xiv
  2. M. Arif Wani, Farooq Ahmad Bhat, Saduf Afzal, Asif Iqbal Khan
    Pages 1-11
  3. M. Arif Wani, Farooq Ahmad Bhat, Saduf Afzal, Asif Iqbal Khan
    Pages 13-29
  4. M. Arif Wani, Farooq Ahmad Bhat, Saduf Afzal, Asif Iqbal Khan
    Pages 31-52
  5. M. Arif Wani, Farooq Ahmad Bhat, Saduf Afzal, Asif Iqbal Khan
    Pages 53-75
  6. M. Arif Wani, Farooq Ahmad Bhat, Saduf Afzal, Asif Iqbal Khan
    Pages 77-94
  7. M. Arif Wani, Farooq Ahmad Bhat, Saduf Afzal, Asif Iqbal Khan
    Pages 95-110
  8. M. Arif Wani, Farooq Ahmad Bhat, Saduf Afzal, Asif Iqbal Khan
    Pages 111-132
  9. M. Arif Wani, Farooq Ahmad Bhat, Saduf Afzal, Asif Iqbal Khan
    Pages 133-149

About this book

Introduction

This book introduces readers to both basic and advanced concepts in deep network models. It covers state-of-the-art deep architectures that many researchers are currently using to overcome the limitations of the traditional artificial neural networks. Various deep architecture models and their components are discussed in detail, and subsequently illustrated by algorithms and selected applications. In addition, the book explains in detail the transfer learning approach for faster training of deep models; the approach is also demonstrated on large volumes of fingerprint and face image datasets. In closing, it discusses the unique set of problems and challenges associated with these models.

Keywords

Deep Learning Deep Learning Architectures Training of Deep Architectures Autoebcoders Cellular Neural Networks Deep Belief Networks Face Recognition Using Deep Networks Fingerprint Recognition Using Deep Networks Image Processing With Deep Networks

Authors and affiliations

  • M. Arif Wani
    • 1
  • Farooq Ahmad Bhat
    • 2
  • Saduf Afzal
    • 3
  • Asif Iqbal Khan
    • 4
  1. 1.Department of Computer SciencesUniversity of KashmirSrinagarIndia
  2. 2.Education DepartmentGovernment of Jammu and KashmirKashmirIndia
  3. 3.Islamic University of Science and TechnologyKashmirIndia
  4. 4.Department of Computer SciencesUniversity of KashmirSrinagarIndia

Bibliographic information