Welcome Note
Hello Students!
Welcome to the world of "Data Mining and Machine Learning" (CSE321) in Fall 2021. In this course, you are going to learn the fundamental concepts of Data Mining and Machine Learning. You will get to know some basic tasks and algorithms which are related to data mining and machine learning problems. We are going to study in a way that you will get all the support in this online platform. The course is designed with plenty of tutorials and resources. You will find course contents, reference books, course delivery plans, all kinds of announcements, and contact information here.
So, let's start our journey and make this semester a great and remarkable one.
Instructor's Information:
Instructor Name:
Nadira Anjum Nipa
Designation: Lecturer
Email: nadira.cse@diu.edu.bd
Office Address: CSE Faculty room, Level
-3, Daffodil Smart City, Ashulia Campus, Dhaka
Course
Rationale
An introduction to
data mining; Data preparation, model building, and data mining techniques such
as clustering, decisions trees, and neural networks; Induction of predictive
models from data: classification, regression, and probability estimation;
Application case studies; Data-mining software tools review and comparison.
Course Objectives
- To
appreciate the necessity of data mining in everyday life
- To
apply the concept of data mining in solving problems
- To
demonstrate applications of data mining using tools
- To
apply knowledge of data mining in project work
Course Outcomes (CO’s)
- CO1 Able to grasp the basic Data Mining Principles
- CO2 Able to identify appropriate data mining algorithms to solve real-world problems
- CO3 Able to compare and evaluate different data mining techniques like classification, prediction, clustering, and association rule mining
- CO4 Able to apply data mining knowledge in problem-solving
Grading Scheme
Attendance: 7% Class Tests/Quizzes: 15%
Assignment: 5% Presentation (using video/ppt): 8%
Midterm Exam: 25% Final Exam: 40%
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- Introduction to Data Mining by Tan
- Machine Learning by Tom Mitchell
- Reference Reading Materials
- Introduction to Data Mining and Applications
- Data Mining Concepts and Techniques
- Data Mining Techniques
- IEEE Template
- ACM Template