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5th July 2017, 04:17 PM
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Join Date: Aug 2012
Re: IIIT Bangalore Data Analytics

As you want curriculum of PG Diploma - Data Analytics Program offering by IIIT Bangalore so here I am providing complete curriculum:

IIIT Bangalore PG Diploma - Data Analytics Curriculum:

INTRODUCTION TO DATA MANAGEMENT
LANGUAGE OF DATA ANALYTICS

Learn tools and languages used for data analysis - R, Excel, SQL, Python & Tableau.
These modules are also part of the preparatory course

INTRODUCTION TO DATA WAREHOUSING AND OLAP
Equip yourself with the knowledge to extract and pre-process data before analysis

DATA PREPERATION
Learn how to prepare data before analysis

CASE STUDY- INVESTMENTS
Implement your learnings to find sectors in which dierent companies ought to invest

STATISTICS AND EDA
DATA VISUALIZATION
Make your data alive with visuals using R and tools like Tableau

DESCRIPTIVE STATISTICS
Summarize and describe data sets using measures such as Central tendency and variability

INFERENTIAL STATISTICS
Learn probability, Central Limit Theorem and more to draw inferences

EXPLORATORY DATA ANALYSIS
Derive initial insights from the data using R and other visualization tools

HYPOTHESIS TESTING
Understand how to formulate & test hypotheses to solve various business problems

CASE STUDY-UBER SUPPLY-DEMAND GAP
Apply Statistics and understand how Uber solves its supply-demand gap

INTRODUCTION TO PREDICTIVE ANALYSIS I
LINEAR REGRESSION

Learn to implement linear regression and predict continuous data values

SUPERVISED CLASSIFICATION
Understand and implement algorithms like K-NN*, Naive Bayes and Logistic Regression

CLUSTERING
Learn how to create segments based on similarities using K-Means and Hierarchical clustering

CASE STUDY - TELECOM CHURN
Learn how a telecom giant predicts its customer churn. Apply multiple algorithms
simultaneously to see which one works the best

INTRODUCTION TO PREDICTIVE ANALYSIS II

TIME SERIES
Learn how to make predictions using time dependent/variant data

DECISION TREES
Tree-based model that is simple and easy to use. Learn the fundamentals on how to implement them

SUPPORT VECTOR MACHINES
Learn to classify data points using support vectors

NEURAL NETWORKS*
Master Feed-forward, Recurrent and Gaussian Neural Networks. This is your way into AI!

ASSOCIATION RULE MINING*
Ever wondered why beer is kept next to diaper in superstores? Find out in this module

BIG DATA ANALYTICS

INTRODUCTION TO BIG DATA AND HADOOP
Understand the basic concepts of Big Data and Hadoop as processing platforms for Big Data

MANAGING BIG DATA
Learn and use Hadoop ecosystem tools like Sqoop & Hive for data ingestion, extraction and
management.

INTRODUCTION TO SPARK
Understand and use Spark, a fast Big Data processing platform

BIG DATA ANALYSIS
Learn how to analyze Big Data using SparkR, SparkSQL

DOMAIN ELECTIVES
BFS
Learn Customer analytics and Risk Analytics within BFS

E-COMMERCE
Learn customer marketing analytics and recommendation engines

HEALTH CARE
Understand use of analytics in Healthcare improvement and drug discovery

Contacts

IIIT-Bangalore
26/C, Electronics City,
Hosur Road, Bangalore - 560100
Phone: +91 80 4140 7777/ 2852 7627
Fax: +91 80 4140 7704


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