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Indian Institute of Management Bangalore

Introduction to Data Warehousing and Data Mining

Indian Institute of Management Bangalore via Swayam

Overview

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Corporate decision-makers require access to all the organization’s data, wherever it is located. To provide a comprehensive analysis of the organization, its business, its requirements and any trends, require access to not only the current data in the database but also to historical data. To facilitate this type of analysis, data warehouses have been created to contain data drawn from several sources, maintained by different departments of the organization. This course will involve an in-depth study of various concepts needed to design and develop a data warehouse and its maintenance. It also introduces data warehouse security, data mining and end-user access tools for a data warehouse.

Syllabus

Week 1: Introduction to Data Warehousing and Basic Concepts

Week 2: The Data Warehouse

Week 3: Data Warehousing Architecture & Principle

Week 4: Extract, Transform and Load (ETL Process)

Week 5: Introduction to Data Mining

Week 6: Comparison between Data mining, DBMS and KDD

Week 7: OLAP (Online Analytical Processing)

Week 8: Data mining Techniques & Algorithms

Week 9: Basics of Data Mining Algorithms

Week 10: Data Visualization

Week 11: Data warehousing & Its Application Area

Taught by

Dr. Vaibhav Panwar

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