[major=SE | course_id=DBM301 | syllabus_id=11081 | semester=7 | combo=SE_COM7.1 | title=Data Mining]
Course ID: DBM301
Title EN: Data Mining
Title VI: Khai phá dữ liệu
Credits: 3.0
Prerequisites: 
Description: Data mining is a multidisciplinary field, drawing work from areas including database technology, machine learning, statistics, pattern recognition, information retrieval, neural networks, knowledge-based systems, artificial intelligence, high-performance computing, and data visualization. This course presents techniques for the discovery of patterns hidden in large data sets, focusing on issues relating to their feasibility, usefulness, effectiveness, and scalability. As a result, the course is a comprehensive introduction to data mining, presented with effectiveness and scalability issues in focus. It should be useful for computing science students, application developers, and business professionals at master degree, as well as researchers involved in any of the disciplines listed above.
Student tasks: - Students must attend at least 80% of contact slots in order to be accepted to the final examination.
- Student is responsible to do all exercises, assignments and labs given by instructor in class or at home and submit on time
- Use laptop in class only for learning purpose
- Promptly access to the https://flm.fpt.edu.vn/ for up-to-date course information
Tools: - Internet
- Matlab trial version, Python
Course type: traditional
Decision: 358/QĐ-ĐHFPT dated 04/03/2024
Approved date: 2024-04-03
CLO1: Describe main concepts of Data mining
[1] category=Assignment; type=on-going; weight=30.0; duration=90' in class; question_type=; grading_guide=technical aspect of studied topics; completion_criteria=; clos=>0
[2] category=Exercise; type=on-going; weight=40.0; duration=10'-30'; question_type=; grading_guide=; completion_criteria=; clos=>0
[3] category=Final exam; type=Final exam; weight=30.0; duration=30'; question_type=; grading_guide=concepts, algorithms;
all studied chapters; completion_criteria=; clos=4
[1] desc=Data Mining: Concepts and Techniques, Third Edition (The Morgan Kaufmann Series in Data Management Systems)
http://library.books24x7.com; author=Jiawei Han, Micheline Kamber and Jian Pei; publisher=Morgan Kaufmann Publishers; edition=3rd; isbn=978-0-12-381479-1; main=True; online=True; note=
Session 1: Course Introduction
Introduction to Data mining
Topic: Offline; Teaching type: LO0; LO: 
ITU: Chapter 1
Slide 1
Materials: DBM301
Download: Read: Chapter 1
Slide 1

Session 2: Course Introduction
Introduction to Data mining
Topic: Offline; Teaching type: LO0; LO: 
ITU: Chapter 1
Slide 1
Materials: DBM301
Download: Read: Chapter 1
Slide 1

Session 3: Getting to Know Your Data
Topic: Offline; Teaching type: LO1; LO: 
ITU: Chapter 2
Slide 2
Download: Read: Chapter 2
Slide 2

Session 4: Getting to Know Your Data
Topic: Offline; Teaching type: LO1; LO: 
ITU: Chapter 2
Slide 2
Download: Read: Chapter 2
Slide 2
CLO10: Describe the Outlier Detection
Session 1: Data Preprocessing
Topic: Offline; Teaching type: LO2; LO: 
ITU: Chapter 3
Slide 3
Download: Read: Chapter 3
Slide 3

Session 2: Data Preprocessing
Topic: Offline; Teaching type: LO2; LO: 
ITU: Chapter 3
Slide 3
Download: Read: Chapter 3
Slide 3

Session 3: Data Preprocessing
Topic: Offline; Teaching type: LO2; LO: 
ITU: Chapter 3
Slide 3
Download: Read: Chapter 3
Slide 3

Session 4: Data Preprocessing
Topic: Offline; Teaching type: LO2; LO: 
ITU: Chapter 3
Slide 3
Download: Read: Chapter 3
Slide 3
CLO11: Understand Data Mining Trends and Research Frontiers
Session 1: Introduction to Weka & Data Prepocessing
Topic: Offline; Teaching type: LO3; LO: 
ITU: Web of Weka
Download: Web of Weka

Session 2: Introduction to Weka & Data Prepocessing
Topic: Offline; Teaching type: LO3; LO: 
ITU: Web of Weka
Download: Web of Weka

Session 3: Introduction to Weka & Data Prepocessing
Topic: Offline; Teaching type: LO4; LO: 
ITU: Web of Weka

Session 4: Introduction to Weka & Data Prepocessing
Topic: Offline; Teaching type: LO4; LO: 
ITU: Web of Weka
CLO2: Describe the Data
Session 1: Data Warehouse & OLAP Technology
Topic: Offline; Teaching type: LO4; LO: 
ITU: Chapter 4
Slide 4
Download: Read: Chapter 4
Slide 4

Session 2: Data Warehouse & OLAP Technology
Topic: Offline; Teaching type: LO4; LO: 
ITU: Chapter 4
Slide 4
Download: Read: Chapter 4
Slide 4

Session 3: Data Warehouse & OLAP Technology
Topic: Offline; Teaching type: LO4; LO: 
ITU: Chapter 4
Slide 4
Download: Read: Chapter 4
Slide 4

Session 4: Data Warehouse & OLAP Technology
Topic: Offline; Teaching type: LO4; LO: 
ITU: Chapter 4
Slide 4
Download: Read: Chapter 4
Slide 4
CLO3: Describe the Data Preprocessing
Session 1: Check Assignment 1
Topic: Offline; Teaching type: ; LO: 
ITU: 
Download: Presentation

Session 2: Check Assignment 1
Topic: Offline; Teaching type: ; LO: 
ITU: 
Download: Presentation

Session 3: Check Assignment 1
Topic: Offline; Teaching type: ; LO: 
ITU: 
Download: Presentation

Session 4: Check Assignment 1
Topic: Offline; Teaching type: ; LO: 
ITU: 
Download: Presentation
CLO4: Understand the Weka tool
Session 1: Data Cube Technology
Topic: Offline; Teaching type: LO5; LO: 
ITU: Chapter 5
Slide 5
Download: Read: Chapter 5
Slide 5

Session 2: Data Cube Technology
Topic: Offline; Teaching type: LO5; LO: 
ITU: Chapter 5
Slide 5
Download: Read: Chapter 5
Slide 5

Session 3: Data Cube Technology
Topic: Offline; Teaching type: LO5; LO: 
ITU: Chapter 5
Slide 5
Download: Read: Chapter 5
Slide 5

Session 4: Data Cube Technology
Topic: Offline; Teaching type: LO5; LO: 
ITU: Chapter 5
Slide 5
Download: Read: Chapter 5
Slide 5
CLO5: Describe the Data Warehouse & OLAP Technology
Session 1: Mining Frequent Patterns, Association Rule Mining and Correlation
Topic: Offline; Teaching type: LO6; LO: 
ITU: Chapter 6,7
Slide 6,7
Download: Read: Chapter 6,7
Slide 6,7

Session 2: Mining Frequent Patterns, Association Rule Mining and Correlation
Topic: Offline; Teaching type: LO6; LO: 
ITU: Chapter 6,7
Slide 6,7
Download: Read: Chapter 6,7
Slide 6,7

Session 3: Mining Frequent Patterns, Association Rule Mining and Correlation
Topic: Offline; Teaching type: LO6; LO: 
ITU: Chapter 6,7
Slide 6,7
Download: Read: Chapter 6,7
Slide 6,7

Session 4: Mining Frequent Patterns, Association Rule Mining and Correlation
Topic: Offline; Teaching type: LO6; LO: 
ITU: Chapter 6,7
Slide 6,7
Download: Read: Chapter 6,7
Slide 6,7
CLO6: Describe the Data Cube Technology
Session 1: Exercise 1
Topic: Offline; Teaching type: LO6; LO: 
ITU: Chapter 6,7
Slide 6,7
Download: Read: Chapter 6,7
Slide 6,7

Session 2: Exercise 1
Topic: Offline; Teaching type: LO6; LO: 
ITU: Chapter 6,7
Slide 6,7
Download: Read: Chapter 6,7
Slide 6,7

Session 3: Exercise 1
Topic: Offline; Teaching type: LO6; LO: 
ITU: Chapter 6,7
Slide 6,7
Download: Read: Chapter 6,7
Slide 6,7

Session 4: Exercise 1
Topic: Offline; Teaching type: LO6; LO: 
ITU: Chapter 6,7
Slide 6,7
Download: Read: Chapter 6,7
Slide 6,7
CLO7: Describe the Mining Frequent Patterns, Association Rule Mining and Correlation
Session 1: Classification
Topic: Offline; Teaching type: LO7; LO: 
ITU: Chapter 8,9
Slide 8,9
Download: Read: Chapter 8,9
Slide 8,9

Session 2: Classification
Topic: Offline; Teaching type: LO7; LO: 
ITU: Chapter 8,9
Slide 8,9
Download: Read: Chapter 8,9
Slide 8,9

Session 3: Classification
Topic: Offline; Teaching type: LO7; LO: 
ITU: Chapter 8,9
Slide 8,9
Download: Read: Chapter 8,9
Slide 8,9

Session 4: Classification
Topic: Offline; Teaching type: LO7; LO: 
ITU: Chapter 8,9
Slide 8,9
Download: Read: Chapter 8,9
Slide 8,9
CLO8: Apply the Classification
Session 1: Exercise 2
Topic: Offline; Teaching type: LO7; LO: 
ITU: Chapter 8,9
Slide 8,9
Download: Read: Chapter 8,9
Slide 8,9

Session 2: Exercise 2
Topic: Offline; Teaching type: LO7; LO: 
ITU: Chapter 8,9
Slide 8,9
Download: Read: Chapter 8,9
Slide 8,9

Session 3: Exercise 2
Topic: Offline; Teaching type: LO7; LO: 
ITU: Chapter 8,9
Slide 8,9
Download: Read: Chapter 8,9
Slide 8,9

Session 4: Exercise 2
Topic: Offline; Teaching type: LO7; LO: 
ITU: Chapter 8,9
Slide 8,9
Download: Read: Chapter 8,9
Slide 8,9
CLO9: Apply the Clustering
Session 1: Cluster
Topic: Offline; Teaching type: LO8; LO: 
ITU: Chapter 10,11
Slide 10,11
Download: Read: 'Chapter 10,11
Slide 10,11

Session 2: Cluster
Topic: Offline; Teaching type: LO8; LO: 
ITU: Chapter 10,11
Slide 10,11
Download: Read: 'Chapter 10,11
Slide 10,11

Session 3: Cluster
Topic: Offline; Teaching type: LO8; LO: 
ITU: Chapter 10,11
Slide 10,11
Download: Read: 'Chapter 10,11
Slide 10,11

Session 4: Cluster
Topic: Offline; Teaching type: LO8; LO: 
ITU: Chapter 10,11
Slide 10,11
Download: Read: 'Chapter 10,11
Slide 10,11
Session 1: Exercise 3
Topic: Offline; Teaching type: LO8; LO: 
ITU: Chapter 10,11
Slide 10,11
Download: Read: 'Chapter 10,11
Slide 10,11

Session 2: Exercise 3
Topic: Offline; Teaching type: LO8; LO: 
ITU: Chapter 10,11
Slide 10,11
Download: Read: 'Chapter 10,11
Slide 10,11

Session 3: Exercise 3
Topic: Offline; Teaching type: LO8; LO: 
ITU: Chapter 10,11
Slide 10,11
Download: Read: 'Chapter 10,11
Slide 10,11

Session 4: Exercise 3
Topic: Offline; Teaching type: LO8; LO: 
ITU: Chapter 10,11
Slide 10,11
Download: Read: 'Chapter 10,11
Slide 10,11
Session 1: Outlier Detection
Topic: Offline; Teaching type: LO9; LO: 
ITU: Chapter 12
Slide 12
Download: Read: Chapter 12
Slide 12

Session 2: Outlier Detection
Topic: Offline; Teaching type: LO9; LO: 
ITU: Chapter 12
Slide 12
Download: Read: Chapter 12
Slide 12

Session 3: Data Mining Trends
and Research Frontiers
Topic: Offline; Teaching type: LO10; LO: 
ITU: Chapter 13
Slide 13
Download: Read: Chapter 13
Slide 13

Session 4: Data Mining Trends
and Research Frontiers
Topic: Offline; Teaching type: LO10; LO: 
ITU: Chapter 13
Slide 13
Download: Read: Chapter 13
Slide 13
Session 1: Exercise 4
Topic: Offline; Teaching type: LO10; LO: 
ITU: Chapter 13
Slide 13
Download: Read: Chapter 13
Slide 13

Session 2: Exercise 4
Topic: Offline; Teaching type: LO10; LO: 
ITU: Chapter 13
Slide 13
Download: Read: Chapter 13
Slide 13

Session 3: Exercise 4
Topic: Offline; Teaching type: LO10; LO: 
ITU: Chapter 13
Slide 13
Download: Read: Chapter 13
Slide 13

Session 4: Exercise 4
Topic: Offline; Teaching type: LO10; LO: 
ITU: Chapter 13
Slide 13
Download: Read: Chapter 13
Slide 13
Session 1: Check Assignment 2
Topic: Offline; Teaching type: ; LO: 
ITU: 
Download: Presentation

Session 2: Check Assignment 2
Topic: Offline; Teaching type: ; LO: 
ITU: 
Download: Presentation

Session 3: Check Assignment 2
Topic: Offline; Teaching type: ; LO: 
ITU: 
Download: Presentation

Session 4: Check Assignment 2
Topic: Offline; Teaching type: ; LO: 
ITU: 
Download: Presentation