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Artificial Intelligence for Big Data

You're reading from Artificial Intelligence for Big Data

Product type Book

Published in May 2018

Publisher Packt

ISBN-13 9781788472173

Pages 384 pages

Edition 1st Edition

Languages

Concepts

Artificial Intelligence

Authors (2):

Anand Deshpande

Manish Kumar

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Table of Contents (19) Chapters

Title Page

Copyright and Credits

Packt Upsell

Contributors

Preface

1. Big Data and Artificial Intelligence Systems

2. Ontology for Big Data

3. Learning from Big Data

4. Neural Network for Big Data

5. Deep Big Data Analytics

6. Natural Language Processing

7. Fuzzy Systems

8. Genetic Programming

9. Swarm Intelligence

10. Reinforcement Learning

11. Cyber Security

12. Cognitive Computing

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Index

Ant colony optimization model

The ant colony optimization (ACO) is another widely used and adapted variation of the SI algorithms. At its minimum, the objective of the ant colony or the artificial agent swarms is to set out in search for an asset (food in case of ants and a package in case of a robot colony in a retailer warehouse) in an optimum way so as to traverse minimum distance to and from the asset and the base location. This model is useful with surveillance drones, autonomous car route planning, and so on.

Let us understand some of the operating principles in an ant colony and get introduced to the terminologies so that those can be applied in designing artificial swarms based on the ACO model. Here is a figure of an Ant colony and a Food source:

Figure 9.4 Ant colony representation and terms

In this example, there is food source in the vicinity of the ant colony. There are two paths to the food. Path-1 is a long distance to the Food source and Path-2 is the shortest distance. The...

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Authors (2)

Anand Deshpande

Anand Deshpande has over 19 years' experience with IT services and product development. He is currently working as Vice President of Advanced Analytics and Product Development at VSquare Systems Pvt. Ltd. (VSquare). He has developed a special interest in data science and an algorithmic approach to data management and analytics and co-authored a book entitled Artificial Intelligence for Big Data in May 2018.

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Manish Kumar

Manish Kumar works as Director of Technology and Architecture at VSquare. He has over 13 years' experience in providing technology solutions to complex business problems. He has worked extensively on web application development, IoT, big data, cloud technologies, and blockchain. Aside from this book, Manish has co-authored three books (Mastering Hadoop 3, Artificial Intelligence for Big Data, and Building Streaming Applications with Apache Kafka).

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