Big Data analytics with Hadoop & R
COURSE OBJECTIVE:
Deploying the Data Analytics Lifecycle to address big data analytics projects
Reframing a business challenge as an analytics challenge
Applying appropriate analytic techniques and tools to analyze big data, create statistical models, and identify insights that can lead to actionable results
Selecting appropriate data visualizations to clearly communicate analytic insights to business sponsors and analytic audiences
Using tools such as: R, Map Reduce/Hadoop, in-database analytics
COURSE OULINE:
What is Big Data & Why Hadoop?
Big Data Characteristics, Challenges with traditional system
Hadoop Overview &it’s Ecosystem
Anatomy of Hadoop Cluster, Installing and Configuring Hadoop
Hands-On Exercise
HDFS – Hadoop Distributed File System
Name Nodes and Data Nodes
Hands-On Exercise
Map Reduce Anatomy
How Map Reduce Works?
The Mapper & Reducer, Input Formats & Output Formats, Data Type & Customer Writable
Developing MapReduce Program
Setting up Eclipse Development Environment, Creating Map Reduce Projects,Debugging and Unit Testing MapReduce Code, Testing with MRUnit
Hive, pig & Mahout
Hands-On Exercise
Introduction to Analytics
What is Analytics? (current)
Popular Tools (current)
Role of Data Scientist (current)
Analytics Methodology (current)
Problem Definition (current)
Statistical Concepts and their application in business
Descriptive Statistics (current)
Probability Theory (current)
Tests of significance (current)
Non-parametric testing (current)
Basic Analytic Techniques
Introduction to R (current)
Data Exploration with R (current)
Data Preparation with R (current)
Data Visualization with R (current)
Predictive Modeling Techniques
Linear Regression (current)
Logistic Regression (current)
Cluster Analysis (current)
Decision Trees (current)
Time Series Analysis (current)
Putting the Jigsaw Together
Model Validation (current)
Creating Insights from statistics (current)
Online Resources (current)
Connecting with the Analytics Community
Contact us
Mail:
[email protected]
Call:
+91 9789968765
044 – 42645495
Visit Us:
#67, 2nd Floor, Gandhi Nagar 1st Main Road, Adyar, Chennai – 20
[Opp to Adyar Lifestyle Super Market]