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Matt R. Cole - Hands-On Neural Network Programming with C#: Add powerful neural network capabilities to your C# enterprise applications

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Create and unleash the power of neural networks by implementing C# and .Net codeNeural networks have made a surprise comeback in the last few years and have brought tremendous innovation in the world of artificial intelligence.The goal of this book is to provide C# programmers with practical guidance in solving complex computational challenges using neural networks and C# libraries such as CNTK, and TensorFlowSharp. This book will take you on a step-by-step practical journey, covering everything from the mathematical and theoretical aspects of neural networks, to building your own deep neural networks into your applications with the C# and .NET frameworks.This book begins by giving you a quick refresher of neural networks. You will learn how to build a neural network from scratch using packages such as Encog, Aforge, and Accord. You will learn about various concepts and techniques, such as deep networks, perceptrons, optimization algorithms, convolutional networks, and autoencoders. You will learn ways to add intelligent features to your .NET apps, such as facial and motion detection, object detection and labeling, language understanding, knowledge, and intelligent search.Throughout this book, you will be working on interesting demonstrations that will make it easier to implement complex neural networks in your enterprise applications.What you will learn Understand perceptrons and how to implement them in C# Learn how to train and visualize a neural network using cognitive services Perform image recognition for detecting and labeling objects using C# and TensorFlowSharp Detect specific image characteristics such as a face using Accord.Net Demonstrate particle swarm optimization using a simple XOR problem and Encog Train convolutional neural networks using ConvNetSharp Find optimal parameters for your neural network functions using numeric and heuristic optimization techniques.

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Hands-On Neural Network Programming with C Add powerful neural network - photo 1
Hands-On Neural Network Programming with C#


Add powerful neural network capabilities to your C# enterprise applications
Matt R. Cole

BIRMINGHAM - MUMBAI Hands-On Neural Network Programming with C Copyright - photo 2

BIRMINGHAM - MUMBAI
Hands-On Neural Network Programming with C#

Copyright 2018 Packt Publishing

All rights reserved. No part of this book may be reproduced, stored in a retrieval system, or transmitted in any form or by any means, without the prior written permission of the publisher, except in the case of brief quotations embedded in critical articles or reviews.

Every effort has been made in the preparation of this book to ensure the accuracy of the information presented. However, the information contained in this book is sold without warranty, either express or implied. Neither the author, nor Packt Publishing or its dealers and distributors, will be held liable for any damages caused or alleged to have been caused directly or indirectly by this book.

Packt Publishing has endeavored to provide trademark information about all of the companies and products mentioned in this book by the appropriate use of capitals. However, Packt Publishing cannot guarantee the accuracy of this information.

Commissioning Editor: Pravin Dhandre
Acquisition Editor: Divya Poojari
Content Development Editor: Unnati Guha
Technical Editor: Dinesh Chaudhary
Copy Editor: Safis Editing
Project Coordinator: Manthan Patel
Proofreader: Safis Editing
Indexer: Rekha Nair
Graphics: Jisha Chirayil
Production Coordinator: Nilesh Mohite

First published: September 2018

Production reference: 1270918

Published by Packt Publishing Ltd.
Livery Place
35 Livery Street
Birmingham
B3 2PB, UK.

ISBN 978-1-78961-201-1

www.packtpub.com


This book is dedicated to my always supportive and loving wife, Nedda.
I also want to thank the hard-working and professional team at Packt
for their hard work and dedication to bringing all my books to market.
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Contributors
About the author

Matt R. Cole is a developer and author with 30 years' experience. Matt is the owner of Evolved AI Solutions, a provider of advanced Machine Learning/Bio-AI, Microservice and Swarm technologies. Matt is recognized as a leader in Microservice and Artificial Intelligence development and design. As an early pioneer of VOIP, Matt developed the VOIP system for NASA for the International Space Station and Space Shuttle. Matt also developed the first Bio Artificial Intelligence framework which completely integrates mirror and canonical neurons. In his spare time Matt authors books, and continues his education taking every available course in advanced mathematics, AI/ML/DL, Quantum Mechanics/Physics, String Theory and Computational Neuroscience.

About the reviewers

Gaurav Aroraa has an M.Phil in computer science. He is a Microsoft MVP, certified as a scrum trainer/coach, XEN for ITIL-F, and APMG for PRINCE-F and PRINCE-P. Gaurav serves as a mentor at IndiaMentor and webmaster at dotnetspider, and he cofounded Innatus Curo Software LLC. Over more than 19 years of his career, he has mentored over a thousand students and professionals in the industry. You can reach Gaurav via Twitter @g_arora.

Rich Pizzo has many years of experience in the design and development of software and systems. He was a senior architect and project lead, especially in the realm of financial engineering and trading systems. He was the chief technologist at two companies. His knowledge and expertise in digital electronics left its mark in the software domain, as well in providing heterogeneous solutions to tough optimization problems. He has come up with many unique solutions for maximizing computing performance, utilizing Altera FPGAs and the Quartus development environment and test suite.

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Preface

This book will help users learn how to develop and program neural networks in C#, as well as how to add this exciting and powerful technology to their own applications. Using many open source packages as well as custom software, we will work our way from simple concepts and theory to powerful technology that everyone can use.

Who this book is for

This book is for the C# .NET developer looking to learn how to add neural network technology and techniques to their applications.

What this book covers

, give you a basic refresher on neural networks.

, Building our First Neural Network Together , shows what activations are, what their purpose is, and how they appear visually. We will also present a small C# application to visualize each using open source packages such as Encog, Aforge, and Accord.

, Decision Trees and Random Forests , helps you to understand what decision trees and random forests are and how they can be used.

, Face and Motion Detection , will have you use the Accord.Net machine learning framework to connect to your local video recording device and capture real-time images of whatever is within the camera's field of view. Any face in the field of view will be then tracked.

, Training CNNs Using ConvNetSharp , will focus on how to train CNNs with the open source package ConvNetSharp. Examples will be used to illustrate the concepts for the user.

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