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Big Data Analytics with R

Big Data Analytics with R Training

This Big data analytics & hadoop training program extensively covers big data and predictive analytics techniques using R and Hadoop.

With big data analytics, data scientists and others can analyze huge volumes of data that conventional analytics and business intelligence solutions can’t touch. Consider this; it’s possible that your organization could accumulate (if it hasn’t already) billions of rows of data with hundreds of millions of data combinations in multiple data stores and abundant formats. High-performance analytics is necessary to process that much data in order to figure out what’s important and what isn’t. Enter big data analytics.

Pre-requisites

Programming experience and exposure with Data related work such as Reporting, Data Integration, Database Management etc.

Course Outline

Indtroduction

  • Big Data Overview
  • State of the practice in analytics
  • The role of the Data Scientist
  • Big Data Analytics in Industry Verticals

Introduction to Big Data Analytics

  • Key roles for a successful analytic project
  • Main phases of the lifecycle
  • Developing core deliverables for stakeholders

End-to-end data analytics lifecycle

  • Introduction to R
  • Analyzing and exploring data with R
  • Statistics for model building and evaluation

Using R to execute basic analytic methods

  • Naive Bayesian Classifier
  • K-Means Clustering
  • Association Rules
  • Decision Trees
  • Linear and Logistic Regression
  • Time Series Analysis
  • Text Analytics

Advanced analytics and statistical modeling for Big Data – Theory and Methods

  • Using MapReduce/Hadoop for analyzing unstructured data
  • Hadoop ecosystem of tools
  • In-database Analytics
  • MADlib and Advanced SQL Techniques

Advanced analytics and statistical modeling for Big Data – Technology and Tools

  • How to operationalize an analytics project
  • Creating the Final Deliverables
  • Data Visualization Techniques
  • Hands-on Application of Analytics
  • Lifecycle to a Big Data Analytics Problem

Communication of Results and Big Data Analytics Life Cycle Lab

Big Data Training Bangalore Hadoop Training in Bangalore, 2013