Home Page Icon
Home Page
Table of Contents for
Dedication Page
Close
Dedication Page
by Vijay Srinivas Agneeswaran Ph.D
Big Data Analytics Beyond Hadoop: Real-Time Applications with Storm, Spark, and More Hadoop Alternatives
About This eBook
Title Page
Copyright Page
Dedication Page
Contents
Foreword
Acknowledgments
About the Author
1. Introduction: Why Look Beyond Hadoop Map-Reduce?
Hadoop Suitability
Big Data Analytics: Evolution of Machine Learning Realizations
Closing Remarks
References
2. What Is the Berkeley Data Analytics Stack (BDAS)?
Motivation for BDAS
BDAS Design and Architecture
Spark: Paradigm for Efficient Data Processing on a Cluster
Shark: SQL Interface over a Distributed System
Mesos: Cluster Scheduling and Management System
Closing Remarks
References
3. Realizing Machine Learning Algorithms with Spark
Basics of Machine Learning
Logistic Regression: An Overview
Logistic Regression Algorithm in Spark
Support Vector Machine (SVM)
PMML Support in Spark
Machine Learning on Spark with MLbase
References
4. Realizing Machine Learning Algorithms in Real Time
Introduction to Storm
Design Patterns in Storm
Implementing Logistic Regression Algorithm in Storm
Implementing Support Vector Machine Algorithm in Storm
Naive Bayes PMML Support in Storm
Real-Time Analytic Applications
Spark Streaming
References
5. Graph Processing Paradigms
Pregel: Graph-Processing Framework Based on BSP
Open Source Pregel Implementations
GraphLab
References
6. Conclusions: Big Data Analytics Beyond Hadoop Map-Reduce
Overview of Hadoop YARN
Other Frameworks over YARN
What Does the Future Hold for Big Data Analytics?
References
A. Code Sketches
Code for Naive Bayes PMML Scoring in Spark
Code for Linear Regression PMML Support in Spark
Page Rank in GraphLab
SGD in GraphLab
Index
Search in book...
Toggle Font Controls
Playlists
Add To
Create new playlist
Name your new playlist
Playlist description (optional)
Cancel
Create playlist
Sign In
Email address
Password
Forgot Password?
Create account
Login
or
Continue with Facebook
Continue with Google
Sign Up
Full Name
Email address
Confirm Email Address
Password
Login
Create account
or
Continue with Facebook
Continue with Google
Prev
Previous Chapter
Copyright Page
Next
Next Chapter
Contents
This book is dedicated at the feet of Lord Nataraja.
Add Highlight
No Comment
..................Content has been hidden....................
You can't read the all page of ebook, please click
here
login for view all page.
Day Mode
Cloud Mode
Night Mode
Reset
