Data Mining Online Class (Sections: PC-C, PC-D,PC-F)

Class and Counseling Hour

Announcements

Week 1: Ice-Breaking and Course Overview

Course Outlines

Course Assessment Plan

Text Book: Introduction to Data Mining - Tan

Reference Reading Materials

Course Motivation Test

Week 2: Introduction

Introduction to data mining (videos)

Introduction to data mining (readings)

Lab: Working with Python

Week 2 Discussion Forum

Week 3: Working with data

About Data (videos)

About Data &amp; Project Guidelines (readings)

Lab: Data Processing

Week 3 Discussion Forum

Assignment-1

Week 4: Data Exploration

Exploring data (videos)

Exploring data (readings)

Lab: Data pre-processing

Weekly_Quiz (deadline: 29 October)

Week 4 Discussion Forum

Week 5: Classification & Prediction

Introduction to classification (videos)

Introduction to classification (readings)

Lab: Working with python &amp; classification

Weekly_Quiz (deadline: 29 October)

Week 5 Discussion Forum

Presentation

Communication technique

Submit Your Recorded Presentation (Deadline: 30 November, 2021)

Week 6: Classification Tuning

Week 7: Nearest Neighbor and Bayesian Classification

Week 8: Associate Rules Mining

Association Rules Mining (videos)

Associate Rules Mining (readings)

Lab: Working with python &amp; Association rules mining

Week 9: Working with Clustering

Clustering (videos)

Clustering (readings)

Lab: Working with python &amp; clustering

Week 10: Neural Network

Class Test 03

Final Examination

Association Rule Mining (slides)

Download pdf

The Apriori Algorithm (slides)

Download pdf

About Data & Project Guidelines (readings)

Lab: Working with python & classification

Lab: Working with python & Association rules mining

Lab: Working with python & clustering