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Big Data Analytics With Java Big Data Analytics Massive Predictive Social And Self Driving(1st Edition)
Authors:
Rajat Mehta
Cover Type:Hardcover
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ISBN: 1787288986, 978-1787288980
Book publisher: Packt Publishing
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Book Summary: Key FeaturesAcquire real-world set of tools for building enterprise level data science applicationsSurpasses the barrier of other languages in data science and learn create useful object-oriented codesExtensive use of Java compliant big data tools like apache spark, Hadoop, etc.Book DescriptionThis 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 Naive 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.What you will learnStart from simple analytic tasks on big dataGet into more complex tasks with predictive analytics on big data using machine learningLearn real time analytic tasksUnderstand the concepts with examples and case studiesPrepare and refine data for analysisCreate charts in order to understand the dataSee various real-world datasetsAbout the AuthorThe author is a VP (Technical Architect) in technology in JP Morgan Chase in New York. The author is a sun certified java developer and has worked on java related technologies for more than 16 years. Current role for the past few years heavily involves the usage of bid data stack and running analytics on it. Author is also a contributor in various open source projects that are available on his GitHub repository and is also a frequent write on dev magazines.Table of ContentsBig Data Analytics with JavaFirst Steps on Data AnalysisData VisualizationBasics of Machine LearningRegression on Big DataNaive Bayes and Sentiment AnalysisClassification using Decision TreesClassification on ensemble of Decision TreesRecommendations on Big DataClustering in Action on Big DataBuilding graphs on Big DataStreaming on Big DataDeep Learning Using Big Data
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