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Denis Rothman - Artificial Intelligence By Example: Develop machine intelligence from scratch using real artificial intelligence use cases

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Be an adaptive thinker that leads the way to Artificial IntelligenceKey FeaturesAI-based examples to guide you in designing and implementing machine intelligenceDevelop your own method for future AI solutionsAcquire advanced AI, machine learning, and deep learning design skillsBook DescriptionArtificial Intelligence has the potential to replicate humans in every field. This book serves as a starting point for you to understand how AI is built, with the help of intriguing examples and case studies.Artificial Intelligence By Example will make you an adaptive thinker and help you apply concepts to real-life scenarios. Using some of the most interesting AI examples, right from a simple chess engine to a cognitive chatbot, you will learn how to tackle the machine you are competing with. You will study some of the most advanced machine learning models, understand how to apply AI to blockchain and IoT, and develop emotional quotient in chatbots using neural networks.You will move on to designing AI solutions in a simple manner rather than get confused by complex architectures and techniques. This comprehensive guide will be a starter kit for you to develop AI applications on your own.By the end of this book, will have understood the fundamentals of AI and worked through a number of case studies that will help you develop business vision.What you will learn:Use adaptive thinking to solve real-life AI case studiesRise beyond being a modern-day factory code workerAcquire advanced AI, machine learning, and deep learning designing skillsLearn about cognitive NLP chatbots, quantum computing, and IoT and blockchain technologyUnderstand future AI solutions and adapt quickly to themDevelop out-of-the-box thinking to face any challenge the market presentsWho this book is for:Artificial Intelligence by Example is a simple, explanatory, and descriptive guide for junior developers, experienced developers, technology consultants, and those interested in AI who want to understand the fundamentals of Artificial Intelligence and implement it practically by devising smart solutions. Prior experience with Python and statistical knowledge is essential to make the most out of this book.

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Artificial Intelligence By Example Develop machine intelligence from scratch - photo 1
Artificial Intelligence
By Example
Develop machine intelligence from scratch using real artificial intelligence use cases
Denis Rothman

BIRMINGHAM - MUMBAI Artificial Intelligence By Example Copyright 2018 Packt - photo 2

BIRMINGHAM - MUMBAI
Artificial Intelligence By Example

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: Tushar Gupta
Content Development Editor: Mayur Pawanikar
Technical Editor: Prasad Ramesh
Copy Editor: Vikrant Phadkay
Project Coordinator: Nidhi Joshi
Proofreader: Safis Editing
Indexer: Tejal Daruwale Soni
Graphics: Tania Dutta
Production Coordinator: Aparna Bhagat

First published: May 2018

Production reference: 1290518

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

ISBN 978-1-78899-054-7

www.packtpub.com


To my family and friends for bringing me joy on the good days
and comfort on the bad ones.
-Denis Rothman
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Contributors
About the author

Denis Rothman graduated from l'Universit Paris-Sorbonne and l'Universit Paris-Diderot, writing one of the very first word2matrix embedding solutions. He began his career authoring one of the first AI cognitive NLP chatbots applied as a language teacher for Mot et Chandon and other companies. He authored an AI resource optimizer for IBM and apparel producers. He then authored an Advanced Planning and Scheduling (APS) solution used worldwide.

I want to thank the corporations who trusted me from the start to deliver artificial intelligence solutions and share the risks of continuous innovation. I also thank my family, who believed I would make it big at all times.
About the reviewers

Armando Fandango creates AI-powered products by leveraging his expertise in deep learning, machine learning, distributed computing, and computational methods. He advises Owen.ai Inc., Real Engagement, and Loyalty Inc. on AI product strategy. He founded NeuraSights to create insights using neural networks. He was the chief data scientist and CTO for Epic Engg ., Consulting Group LLC, and director of data science for Sonobi. He has advised high-tech startups as an AI expert and advisory board member.

Nicolas Guet is a financial controller at GRDF. He was a project leader for ENGIE and a SAP BI consultant for Capgemini.

He graduated from Universit Pierre et Marie Curie (Paris VI) and Universit Paris Sud (Paris XI). He also designed a decision-making tool in Java that was part of an AI Advanced Planning System, managing hundreds of thousands of orders for 100+ suppliers worldwide. He is dedicated to promoting sustainable energy and smart grids.

Jrmie Rothman is an IT project manager at the French National Forest Office (ONF). He was an IT consultant for TCS France and worked on a Total SA route optimizing project. He graduated from Universit Paris 1 Panthon Sorbonne in economics and holds a degree in software mathematics (Universit Paris 5 Ren Descartes).

He designed a Nash equilibrium theory of games algorithm to optimize warehouse locations for an AI Advanced Planning System (APS). The APS program is used to this day.

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Preface

This book will take you through all of the main aspects of artificial intelligence:

  • The theory of machine learning and deep learning
  • Mathematical representations of the main AI algorithms
  • Real life case studies
  • Tens of opensource Python programs using TensorFlow, TensorBoard, Keras and more
  • Cloud AI Platforms: Google, Amazon Web Services, IBM Watson and IBM Q to introduce you to quantum computing
  • An Ubuntu VM containing all the opensource programs that you can run in one-click
  • Online videos

This book will take you to the cutting edge and beyond with innovations that show how to improve existing solutions to make you a key asset as a consultant, developer, professor or any person involved in artificial intelligence.

Who this book is for

This book contains the main artificial intelligence algorithms on the market today. Each machine learning and deep learning solution is illustrated by a case study and an open source program available on GitHub.

  • Project managers and consultants: To understand how to manage AI input datasets, make a solution choice (cloud platform or development), and use the outputs of an AI system.
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