EX-803 (D) · Data Analytics/Official Syllabus
Data Analytics (EX-803 (D)) - Official Syllabus
1
Unit 1
DESCRIPTIVE STATISTICS
- Probability Distributions
- Inferential Statistics
- Inferential Statistics through hypothesis tests
- Regression & ANOVA
- ANOVA(Analysis of Variance)
2
Unit 2
INTRODUCTION TO BIG DATA and BIG DATA TECHNOLOGIES
- Big Data and its Importance
- Four V's of Big Data
- Drivers for Big Data
- Introduction to Big Data Analytics, Big Data Analytics applications
- Hadoop's Parallel World
- Data discovery
- Open source technology for Big Data Analytics
- cloud and Big Data
- Predictive Analytics
- Mobile Business Intelligence and Big Data
- Crowd Sourcing Analytics
- Inter- and Trans-Firewall Analytics
- Information Management
3
Unit 3
PROCESSING BIG DATA
- Integrating disparate data stores
- Mapping data to the programming framework
- Connecting and extracting data from storage
- Transforming data for processing
- subdividing data in preparation for Hadoop Map Reduce
4
Unit 4
HADOOP MAPREDUCE
- Employing Hadoop Map Reduce
- Creating the components of Hadoop Map Reduce jobs
- Distributing data processing across server farms
- Executing Hadoop Map Reduce jobs
- monitoring the progress of job flows
- The Building Blocks of Hadoop Map Reduce
- Distinguishing Hadoop daemons
- Investigating the Hadoop Distributed File System
- Selecting appropriate execution modes: local, pseudo-distributed, fully distributed
5
Unit 5
BIG DATA TOOLS AND TECHNIQUES
- Installing and Running Pig
- Comparison with Databases
- Pig Latin
- User-Define Functions
- Data Processing Operators
- Installing and Running Hive
- Hive QL
- Querying Data
- User-Defined Functions
- Oracle Big Data
Reference Books
- The elements of statistical learning — Trevor Hastie
- Applied statistics and probability for engineers — Douglas C. Montgomery, George C. Runger
- NPTEL Video Course :Introduction to Data Analytics — Balaraman Ravindran, Nandan Sudarsanam
Go to where you left off?
Quick Add to Notes
Save questions, your own notes and screenshots into notes filed by unit. It takes a free account.
Create free accountHave an account? Log in
Notes Panel