LEARN THE BASICS OF ANALYTICS ON BIG DATA USING JAVA, MACHINE LEARNING
AND OTHER BIG DATA TOOLS
ABOUT THIS BOOK
* Acquire real-world set of tools for building enterprise level data
science applications
* Surpasses the barrier of other languages in data science and learn
create useful object-oriented codes
* Extensive use of Java compliant big data tools like apache spark,
Hadoop, etc.
WHO THIS BOOK IS FOR
This book is for Java developers who are looking to perform data
analysis in production environment. Those who wish to implement data
analysis in their Big data applications will find this book helpful.
WHAT YOU WILL LEARN
* Start from simple analytic tasks on big data
* Get into more complex tasks with predictive analytics on big data
using machine learning
* Learn real time analytic tasks
* Understand the concepts with examples and case studies
* Prepare and refine data for analysis
* Create charts in order to understand the data
* See various real-world datasets
IN DETAIL
This book covers case studies such as sentiment analysis on a tweet
dataset, recommendations on a movielens dataset, customer segmentation
on an ecommerce dataset, and graph analysis on actual flights dataset.
This book is an end-to-end guide to implement analytics on big data
with Java. Java is the de facto language for major big data
environments, including Hadoop. This book will teach you how to
perform analytics on big data with production-friendly Java. This book
basically divided into two sections. The first part is an introduction
that will help the readers get acquainted with big data environments,
whereas the second part will contain a hardcore discussion on all the
concepts in analytics on big data. It will take you from data analysis
and data visualization to the core concepts and advantages of machine
learning, real-life usage of regression and classification using
Naïve Bayes, a deep discussion on the concepts of clustering,and a
review of simple neural networks on big data using deepLearning4j or
plain Java Spark code. This book is a must-have book for Java
developers who want to start learning big data analytics and want to
use it in the real world.
STYLE AND APPROACH
The approach of book is to deliver practical learning modules in
manageable content. Each chapter is a self-contained unit of a concept
in big data analytics. Book will step by step builds the competency in
the area of big data analytics. Examples using real world case studies
to give ideas of real applications and how to use the techniques
mentioned. The examples and case studies will be shown using both
theory and code.
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Produktdetaljer
ISBN
9781787282193
Publisert
2017
Utgave
1. utgave
Utgiver
Vendor
Packt Publishing
Språk
Product language
Engelsk
Format
Product format
Digital bok
Forfatter