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CST466 Data Mining Notes

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This contains all the 5 modules of KTU 2019 scheme CST466 Data Mining

Institution
Course

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COMPUTER SCIENCE AND ENGINEERING




YEAR OF
CATEGORY L T P CREDIT INTRODUCTION
CST466 DATA MINING
PEC 2 1 0 3 2019



Preamble: This course helps the learner to understand the concepts of data mining and data
warehousing. It covers the key processes of data mining, data preprocessing techniques,
fundamentals and advanced concepts of classification, clustering, association rule mining, web
mining and text mining. It enables the learners to develop new data mining algorithms and apply
the existing algorithms in real-world scenarios.
Prerequisite: NIL

Course Outcomes: After the completion of the course the student will be able to


CO# CO

CO1 Employ the key process of data mining and data warehousing concepts in application
domains. (Cognitive Knowledge Level: Understand)

CO2 Make use of appropriate preprocessing techniques to convert raw data into suitable
format for practical data mining tasks (Cognitive Knowledge Level: Apply)

CO3 Illustrate the use of classification and clustering algorithms in various application
domains (Cognitive Knowledge Level: Apply)

CO4 Comprehend the use of association rule mining techniques. (Cognitive Knowledge
Level: Apply)

CO5 Explain advanced data mining concepts and their applications in emerging domains
(Cognitive Knowledge Level: Understand)



Mapping of course outcomes with program outcomes

PO PO2 PO3 PO4 PO5 PO6 PO7 PO8 PO9 PO1 PO11 PO1
1 0 2

CO1

CO2

CO3



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, COMPUTER SCIENCE AND ENGINEERING




CO4

CO5



Abstract POs defined by National Board of Accreditation

PO# Broad PO PO# Broad PO

PO1 Engineering Knowledge PO7 Environment and Sustainability

PO2 Problem Analysis PO8 Ethics

PO3 Design/Development of solutions PO9 Individual and team work
Conduct investigations of
PO4 complex problems PO10 Communication

PO5 Modern tool usage PO11 Project Management and Finance

PO6 The Engineer and Society PO12 Lifelong learning


Assessment Pattern

Continuous Assessment Tests
Bloom’s End Semester Examination
Category Marks (%)
Test 1 (%) Test 2 (%)

Remember 20 20 20

Understand 30 30 30

Apply 50 50 50

Analyze

Evaluate
Create



Mark Distribution


Total Marks CIE Marks ESE Marks ESE Duration

150 50 100 3


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Uploaded on
June 21, 2024
Number of pages
13
Written in
2023/2024
Type
Class notes
Professor(s)
Prathima
Contains
All classes

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