Coverart for item
The Resource Network data analytics : a hands-on approach for application development, K.G. Srinivasa, Siddesh G.M., Srinidhi H, (electronic book)

Network data analytics : a hands-on approach for application development, K.G. Srinivasa, Siddesh G.M., Srinidhi H, (electronic book)

Label
Network data analytics : a hands-on approach for application development
Title
Network data analytics
Title remainder
a hands-on approach for application development
Statement of responsibility
K.G. Srinivasa, Siddesh G.M., Srinidhi H
Creator
Contributor
Author
Subject
Language
eng
Summary
In order to carry out data analytics, we need powerful and flexible computing software. However the software available for data analytics is often proprietary and can be expensive. This book reviews Apache tools, which are open source and easy to use. After providing an overview of the background of data analytics, covering the different types of analysis and the basics of using Hadoop as a tool, it focuses on different Hadoop ecosystem tools, like Apache Flume, Apache Spark, Apache Storm, Apache Hive, R, and Python, which can be used for different types of analysis. It then examines the different machine learning techniques that are useful for data analytics, and how to visualize data with different graphs and charts. Presenting data analytics from a practice-oriented viewpoint, the book discusses useful tools and approaches for data analytics, supported by concrete code examples. The book is a valuable reference resource for graduate students and professionals in related fields, and is also of interest to general readers with an understanding of data analytics
Member of
Cataloging source
GW5XE
http://library.link/vocab/creatorName
Srinivasa, K. G
Dewey number
004.6
Illustrations
illustrations
Index
index present
LC call number
QA76.9.D5
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
  • G. M., Siddesh
  • H., Srinidhi
Series statement
Computer communications and networks,
http://library.link/vocab/subjectName
  • Electronic data processing
  • Machine learning
  • Big data
  • Internet of things
  • Computer Science
  • Data Mining and Knowledge Discovery
  • Big Data
  • Visualization
  • Artificial Intelligence (incl. Robotics)
Label
Network data analytics : a hands-on approach for application development, K.G. Srinivasa, Siddesh G.M., Srinidhi H, (electronic book)
Instantiates
Publication
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Part I: Data Analytics and Hadoop -- Chapter 1. Introduction to Data Analytics -- Chapter 2. Introduction to Hadoop -- Chapter 3. Data Analytics with Map Reduce -- Part II: Tools for Data Analytics -- Chapter 4. Apache Pig -- Chapter 5. Apache Hive -- Chapter 6. Apache Spark -- Chapter 7. Apache Flume -- Chapter 8. Apache Storm -- Chapter 9. Python R -- Part III: Machine Learning for Data Analytics -- Chapter 10. Basics of Machine Learning -- Chapter 11. Linear Regression -- Chapter 12. Logistic Regression -- Chapter 13. Machine Learning on Spark -- Part IV: Exploring and Visualizing Data -- Chapter 14. Introduction to Visualization -- Chapter 15. Principles of Data Visualization -- Chapter 16. Visualization Charts -- Chapter 17. Popular Visualization Tools -- Chapter 18. Data Visualization with Hadoop -- Part V: Case Studies -- Chapter 19. Product Recommendation -- Chapter 20. Market Basket Analysis
Extent
1 online resource (xxv, 398 pages)
Form of item
online
Isbn
9783319777993
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-319-77800-6
Other physical details
illustrations (some color).
System control number
  • on1033404270
  • (OCoLC)1033404270
Label
Network data analytics : a hands-on approach for application development, K.G. Srinivasa, Siddesh G.M., Srinidhi H, (electronic book)
Publication
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Part I: Data Analytics and Hadoop -- Chapter 1. Introduction to Data Analytics -- Chapter 2. Introduction to Hadoop -- Chapter 3. Data Analytics with Map Reduce -- Part II: Tools for Data Analytics -- Chapter 4. Apache Pig -- Chapter 5. Apache Hive -- Chapter 6. Apache Spark -- Chapter 7. Apache Flume -- Chapter 8. Apache Storm -- Chapter 9. Python R -- Part III: Machine Learning for Data Analytics -- Chapter 10. Basics of Machine Learning -- Chapter 11. Linear Regression -- Chapter 12. Logistic Regression -- Chapter 13. Machine Learning on Spark -- Part IV: Exploring and Visualizing Data -- Chapter 14. Introduction to Visualization -- Chapter 15. Principles of Data Visualization -- Chapter 16. Visualization Charts -- Chapter 17. Popular Visualization Tools -- Chapter 18. Data Visualization with Hadoop -- Part V: Case Studies -- Chapter 19. Product Recommendation -- Chapter 20. Market Basket Analysis
Extent
1 online resource (xxv, 398 pages)
Form of item
online
Isbn
9783319777993
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-319-77800-6
Other physical details
illustrations (some color).
System control number
  • on1033404270
  • (OCoLC)1033404270

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