IVY is ranked in the top 10 institutes for Big data and Analytics schools in the country (Analytics India magazine, 2014 & 2015 ranking). We are the official training partners of companies like Cap Gemini, Genpact, HSBC, Cognizant, eBay/Paypal etc and more than 60 Analytics companies recruit from us. Our prized faculty are associated with esteemed organizations like ISI, IIM’s IIT and US universities.
Course Outline
Data Handling, Visualization and Statistical Modeling in R
- Data Handling and Visualization in R
- Introduction and Overview of R Package
- Data Cleaning and Management in R
- Logic Building in R
- Data Visualization in R
- Exercise: Data Summarization using Financial Retail Datasets
- Data Modeling & Statistics Refresher
- Data Modeling Techniques Overview
- Missing Imputations
- Multi-collinearity Check
- Hypothesis Testing
- In-Case Study: Academic Performance Case Study
- Self-Case Study: Health Care Case Study
- Linear Regression
- Regression
- BLUE Property
- Residual Analysis
- Multiple Regression
- Model Building
- In-class Case Study: Predict Academic Performance of School Students
- Self Case Study: Predict Customer Value for an Insurance Firm
- Logistic Regression
- Model theory, Model Fit Statistics
- Reject Reference, Binning, Classing
- Dummy Creation, Dummy Correlation
- Model Development (Multicolinearity, WOE, IV, HLT, Gini KS, Rank Ordering, Clustering Check)
- Model Validation (Rerun, Scoring)
- Final Dashboard
- In-class Case Study: Predict Customer Churn for a Telecom firm
- Self Case Study: Predict Propensity to Buy Financial Product among Existing Bank Customers
- Factor Analysis & Clustering
- Factor Analysis
- Cluster Analysis
- In-class & Self Case Study: Loan Dataset
- Time Series / ARIMA Forecasting
- Univariate Time Series
- ARIMA
- In-class Case Study: Forecast Gold Prices
- Self Case Study: Forecast US Treasury Bond Prices
- Text Mining & Analysis
- Extract & Process Unstructured Text Data from Social Media Channels
- How to Choose Correct Statistical Tools for Text Analysis
- In-class Case Study: Brand Specific Twitter Stream Data
- Self Case Study: Brand Impact of Maggi Disaster on Nestle
- Introduction to Machine Learning
- How does Machine Learning Work?
- ML using Random Forest
- In-class Case Study: Create Ideal Home Buyer Profile
Course Duration
30 hours
Course Fee
INR 19,500 + GST
Detailed course brochure.
Eligibility
Under-grad or Post-grad in Maths/ Stats/ Economics/ Commerce/ Finance
MBA Students (All Streams)
3rd and Final Year B.E./ B.Tech
Banking/ Finance/ IT/ KPO Working Professional
Projects
Projects with R
- Dedicated Practice Sessions on Industry Scenarios in R
- Industry Executed Projects in R
Enquire / Enroll for the course
Launch Your Global Analytics Career with IVY
Why Analytics?
As organisations and SMEs become increasingly data-driven, there arises the need to make sense of all that data and convert it into meaningful insights. In a competitive environment, analytics becomes the driving force that facilitates decision making – to leverage the insight for innovative strategies as well as for an effective ROI on investment.