Principles and Labs for Deep Learning

  • Author : Shih-Chia Huang
  • Publsiher : Academic Press
  • Release : 06 July 2021
  • ISBN : 9780323901994
  • Page : 366 pages
  • Rating : 4/5 from 21 voters

Download or read online book entitled Principles and Labs for Deep Learning written by Shih-Chia Huang and published by Academic Press. This book was released on 06 July 2021 with total page 366 pages. Available in PDF, EPUB and Kindle. Get best books that you want by click Get Book Button and Read as many books as you like. Book Excerpt : Principles and Labs for Deep Learning provides the knowledge and techniques needed to help readers design and develop deep learning models. Deep Learning techniques are introduced through theory, comprehensively illustrated, explained through the TensorFlow source code examples, and analyzed through the visualization of results. The structured methods and labs provided by Dr. Huang and Dr. Le enable readers to become proficient in TensorFlow to build deep Convolutional Neural Networks (CNNs) through custom APIs, high-level Keras APIs, Keras Applications, and TensorFlow Hub. Each chapter has one corresponding Lab with step-by-step instruction to help the reader practice and accomplish a specific learning outcome. Deep Learning has been successfully applied in diverse fields such as computer vision, audio processing, robotics, natural language processing, bioinformatics and chemistry. Because of the huge scope of knowledge in Deep Learning, a lot of time is required to understand and deploy useful, working applications, hence the importance of this new resource. Both theory lessons and experiments are included in each chapter to introduce the techniques and provide source code examples to practice using them. All Labs for this book are placed on GitHub to facilitate the download. The book is written based on the assumption that the reader knows basic Python for programming and basic Machine Learning. Introduces readers to the usefulness of neural networks and Deep Learning methods Provides readers with in-depth understanding of the architecture and operation of Deep Convolutional Neural Networks Demonstrates the visualization needed for designing neural networks Provides readers with an in-depth understanding of regression problems, binary classification problems, multi-category classification problems, Variational Auto-Encoder, Generative Adversarial Network, and Object detection

Principles and Labs for Deep Learning

Principles and Labs for Deep Learning
Author: Shih-Chia Huang,Trung-Hieu Le
Publisher: Academic Press
Relase: 2021-07-06
ISBN: 9780323901994
GET BOOK

Deep Learning in Computer Vision

Deep Learning in Computer Vision
Author: Mahmoud Hassaballah,Ali Ismail Awad
Publisher: CRC Press
Relase: 2020-03-23
ISBN: 9781351003810
GET BOOK

Text Mining with Machine Learning

Text Mining with Machine Learning
Author: Jan Zizka,František Dařena,Arnost Svoboda
Publisher: Unknown
Relase: 2019
ISBN: 1138601829
GET BOOK

Principles Of Artificial Neural Networks Basic Designs To Deep Learning 4th Edition

Principles Of Artificial Neural Networks  Basic Designs To Deep Learning  4th Edition
Author: Graupe Daniel
Publisher: World Scientific
Relase: 2019-03-15
ISBN: 9789811201240
GET BOOK

Feature Engineering for Machine Learning

Feature Engineering for Machine Learning
Author: Alice Zheng,Amanda Casari
Publisher: "O'Reilly Media, Inc."
Relase: 2018-03-23
ISBN: 9781491953198
GET BOOK

Deep Learning from First Principles Second Edition

Deep Learning from First Principles  Second Edition
Author: Tinniam V. Ganesh
Publisher: Unknown
Relase: 2018-12-13
ISBN: 1791596177
GET BOOK

Deep Learning from Scratch

Deep Learning from Scratch
Author: Seth Weidman
Publisher: "O'Reilly Media, Inc."
Relase: 2019-09-09
ISBN: 9781492041368
GET BOOK

Data Science with Python

Data Science with Python
Author: Rohan Chopra,Aaron England,Mohamed Noordeen Alaudeen
Publisher: Packt Publishing Ltd
Relase: 2019-07-19
ISBN: 9781838552169
GET BOOK

Computational Analysis and Deep Learning for Medical Care

Computational Analysis and Deep Learning for Medical Care
Author: Amit Kumar Tyagi
Publisher: John Wiley & Sons
Relase: 2021-08-10
ISBN: 9781119785736
GET BOOK

Neural Networks with R

Neural Networks with R
Author: Giuseppe Ciaburro,Balaji Venkateswaran
Publisher: Packt Publishing Ltd
Relase: 2017-09-27
ISBN: 9781788399418
GET BOOK

Deep Learning for Medical Image Analysis

Deep Learning for Medical Image Analysis
Author: S. Kevin Zhou,Hayit Greenspan,Dinggang Shen
Publisher: Academic Press
Relase: 2017-01-18
ISBN: 9780128104095
GET BOOK

Deep In memory Architectures for Machine Learning

Deep In memory Architectures for Machine Learning
Author: Mingu Kang,Sujan Gonugondla,Naresh R. Shanbhag
Publisher: Springer Nature
Relase: 2020-01-30
ISBN: 9783030359713
GET BOOK

Deep Learning with Theano

Deep Learning with Theano
Author: Christopher Bourez
Publisher: Packt Publishing Ltd
Relase: 2017-07-31
ISBN: 9781786463050
GET BOOK

Machine Learning For Dummies

Machine Learning For Dummies
Author: John Paul Mueller,Luca Massaron
Publisher: John Wiley & Sons
Relase: 2021-02-09
ISBN: 9781119724018
GET BOOK