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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

1. Other Books You May Enjoy

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Index

ANFIS network

In earlier chapters, we saw the theory and practical applications of ANNs. When we combine the general theory of ANNs with fuzzy logic, we are able to get a neuro-fuzzy system that is a very efficient and powerful mechanism for modeling the real world input into intelligent machines, and producing output that are based on the adaptive judgement of a machine. This brings the computational frameworks very close to how a human brain would interpret the information and is able to take action within split seconds. Fuzzy logic itself has the ability to interpenetrate between human and machine interpretations of the data, information, and knowledge. However, it does not have an inherent capability to translate and model the process of transformation of human thought processes into rule based, self-learning, fuzzy inference systems (FIS).

ANNs can be utilized for automatically adjusting the membership functions based on the environmental context and training the network interactively...

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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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