Externship Program - Data Analytics
Module-1: Introduction to Data Analytics
- Introduction to Data Analytics.
- Types of Data Analytics.
- Introduction to Congo’s Analytics platform Experience.
- Exploratory Data Analysis with Cognos Analytics Dashboard.
- Case Study: Analyzing sales data of a company.
- Hands-on practice with Cognos Dashboard.
Module-2: Predictive Analytics
- Introduction to IBM Cloud and SPSS Modeler workflow
- Linear Regression Analysis for Forecasting
- Building a predictive model for regression analysis
- Case Study: Risk Analysis of Space Shuttle
- Multiple Linear Regression Analysis
- Hands-on practice with SPSS modeler on Regression Analysis.
Module-3: Classification Analytics
- Classification Analysis
- Building a predictive model for classification
- Case Study: Classification of term deposit buyers for retail banking
- Case Study: Classification of diabetes patients
- Hands-on practice with SPSS Modeler on Regression Analysis.
Module-4: Prescriptive & Clustering Analytics
- Prescriptive Analytics
- Clustering Analysis
- Case Study: Segmentation of Mall Customers
- Case Study: Analysis of Medical premium Charges for insurers
- Hands-on Practice session
Module-5: Build a Business Project
- Example : Build an Ecommerce analysis/ Covid-19 analysis Dashboard.