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Hands-On Artificial Intelligence for IoT

You're reading from   Hands-On Artificial Intelligence for IoT Expert machine learning and deep learning techniques for developing smarter IoT systems

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Product type Paperback
Published in Jan 2019
Publisher Packt
ISBN-13 9781788836067
Length 390 pages
Edition 2nd Edition
Languages
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Author (1):
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Dr. Amita Kapoor Dr. Amita Kapoor
Author Profile Icon Dr. Amita Kapoor
Dr. Amita Kapoor
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Table of Contents (14) Chapters Close

Preface 1. Principles and Foundations of IoT and AI FREE CHAPTER 2. Data Access and Distributed Processing for IoT 3. Machine Learning for IoT 4. Deep Learning for IoT 5. Genetic Algorithms for IoT 6. Reinforcement Learning for IoT 7. Generative Models for IoT 8. Distributed AI for IoT 9. Personal and Home IoT 10. AI for the Industrial IoT 11. AI for Smart Cities IoT 12. Combining It All Together 13. Other Books You May Enjoy

Introduction

IoT systems generate a lot of data; while in many cases it is possible to analyze the data at leisure, for certain tasks such as security, fraud detection, and so on, this latency is not acceptable. What we need in such a situation is a way to handle large data within a specified time—the solution—DAI, many machines in the cluster processing the big data (data parallelism) and/or training the deep learning models (model parallelism) in a distributed manner. There are many ways to perform DAI, and most of the approaches are built upon or around Apache Spark. Released in the year 2010 under the BSD licence, Apache Spark today is the largest open source project in big data. It helps the user to create a fast and general purpose cluster computing system.

Spark runs on a Java virtual machine, making it possible to run it on any machine with Java installed...

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