Details zum E-Book

Big Data Analytics with Java. Data analysis, visualization & machine learning techniques

Big Data Analytics with Java. Data analysis, visualization & machine learning techniques

RAJAT MEHTA

E-book
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.
  • 1. Big Data Analytics with Java
  • 2. First Steps on Data Analysis
  • 3. Data Visualization
  • 4. Basics of Machine Learning
  • 5. Regression on Big Data
  • 6. Naive Bayes and Sentiment Analysis
  • 7. Classification using Decision Trees
  • 8. Classification on ensemble of Decision Trees
  • 9. Recommendations on Big Data
  • 10. Clustering in Action on Big Data
  • 11. Building graphs on Big Data
  • 12. Streaming on Big Data
  • 13. Deep Learning Using Big Data
  • Titel: Big Data Analytics with Java. Data analysis, visualization & machine learning techniques
  • Autor: RAJAT MEHTA
  • Originaler Titel: Big Data Analytics with Java. Data analysis, visualization & machine learning techniques
  • ISBN: 9781787282193, 9781787282193
  • Veröffentlichungsdatum: 2017-07-31
  • Format: E-book
  • Artikelkennung: e_15nj
  • Verleger: Packt Publishing