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Ben Auffarth - Artificial Intelligence with Python Cookbook

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Artificial Intelligence with Python Cookbook Proven recipes for applying AI - photo 1
Artificial Intelligence with Python Cookbook
Proven recipes for applying AI algorithms and deep learning techniques using TensorFlow 2.x and PyTorch 1.6
Ben Auffarth

BIRMINGHAM - MUMBAI Artificial Intelligence with Python Cookbook Copyright - photo 2

BIRMINGHAM - MUMBAI
Artificial Intelligence with Python Cookbook

Copyright 2020 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: Sunith Shetty
Acquisition Editor: Siddharth Mandal
Content Development Editor: Nathanya Dias
Senior Editor: David Sugarman
Technical Editor: Sonam Pandey
Copy Editor: Safis Editing
Project Coordinator: Aishwarya Mohan
Proofreader: Safis Editing
Indexer: Priyanka Dhadke
Production Designer: Jyoti Chauhan

First published: October 2020

Production reference: 1291020

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

ISBN 978-1-78913-396-7

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Contributors
About the author

Ben Auffarth is a full-stack data scientist with more than 15 years of work experience. With a background and Ph.D. in computational and cognitive neuroscience, he has designed and conducted wet lab experiments on cell cultures, analyzed experiments with terabytes of data, run brain models on IBM supercomputers with up to 64k cores, built production systems processing hundreds of thousands of transactions per day, and trained neural networks on millions of text documents. He resides in West London with his family, where you might find him in a playground with his young son. He co-founded and is the former president of Data Science Speakers, London.

I am deeply grateful to the editors at Packt, who provided practical help and competent advice, and to everyone who has been close to me and supported me, especially my partner Diane. This book is dedicated to Diane and my son, Nicholas.
About the reviewers

va barbosa is a software engineer in the Qiskit Community at IBM, focused on building open source tools and creating educational content for developers, researchers, students, and educators in the field of quantum computing. Previously, va was a developer advocate at the Center for Open-Source Data and AI Technologies where he assisted developers discover and make use of data science and machine learning technologies. He is fueled by his passion to help others and guided by his enthusiasm for open source technology.

Eyal Wirsansky is an Artificial Intelligence consultant and mentor, a senior software engineer, and a technology community leader. Eyal leads the Jacksonville (FL) Java User Group, hosts the Artificial Intelligence for Enterprise virtual user group, writes a developer-oriented Artificial Intelligence blog, and often speaks about topics related to Artificial Intelligence, Machine Learning and Genetic Algorithms. Eyal is the author of the book Hands-On Genetic Algorithms with Python.

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Preface

Artificial Intelligence (AI) is the field concerned with automating tasks in a way that exhibits some form of intelligence to human spectators. This apparent intelligence could be similar to human intelligence, or simply some insightful action a machine or program surprises us with. Since our understanding of the world improves along with our tools, our expectations of what would surprise us or strike us as intelligent are continuously being raised. Rodney Brooks, a well-known researcher in the field of AI, expressed this effect (often referred to as the AI effect ):

Every time we figure out a piece of it, it stops being magical; we say, "Oh, that's just a computation." We used to joke that AI means "almost implemented."

(Cited from Kahn, Jennifer (March 2002). It's Alive, in Wired, 10 (30): https://www.wired.com/2002/03/everywhere/ )

AI has made huge strides, especially over the last few years with the arrival of powerful hardware, such as Graphics Processing Units ( GPUs) and now Tensor Processing Units ( TPUs ) , that can facilitate more powerful models, such as deep learning models with hundreds of thousands, millions, or even billions of parameters. These models perform better and better on benchmarks, often reaching human or even super-human levels. Excitingly for anyone involved in the field, some of these models, trained for many thousands of hours that would be worth hundreds of thousands of dollars if run on

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