Course Schedule
EDUC691: Core Methods in Educational Data Mining
Fall 2022
Professor Ryan Baker


Class 1: Introduction

September 1, 2022
Readings

Slides: [pptx]
Assignments Due: NONE

Class 2: Introduction to Prediction Modeling

September 8, 2022
Readings
Slides: [pptx]
Special Session Slides: [pptx]

Assignments Due: NONE

Class 3: Behavior and Affect Detection

September 15, 2022
Readings
Slides: [pptx]

Assignments Due: Basic: Classifier

Class 4: Diagnostic Metrics

September 22, 2022
Readings
Slides: [pptx]
Assignments Due: Creative: Behavior Detection

Class 5: Feature Engineering and Distillation

September 29, 2022
VIRTUAL SESSION

Readings

Slides: [pptx]
Extra Materials for Class:[docx]
Assignments Due: Basic: Diagnostic Metrics

Class 6: Network Analysis

October 6, 2022
Readings
Slides: [pptx]
Assignments Due: Creative: Feature Engineering

Class 7: Bayesian Knowledge Tracing

October 13, 2022
Readings

Slides: [pptx]
Assignments Due: Basic: SNA

Class 8: Association Rule Mining and Sequential Pattern Mining

October 20, 2022
Readings
Slides: [pdf]
In-Class Materials: [docx]
Assignments Due: Basic: BKT

Class 9: Logistic Knowledge Tracing

October 27, 2022
Readings
Slides: [pptx]
Assignments Due: Basic: Sequential Pattern Mining

Class 10: Text Mining

November 3, 2022

Readings
Slides: [pdf]
Assignments Due: Basic: PFA

Class 11: Deep Knowledge Tracing

November 10, 2022

Readings
Slides: [pptx]
Assignments Due: NONE


Class 12: Knowledge Structure Discovery

November 17, 2022
Readings
Slides: [pptx]
Assignments Due: NONE

Class 13: Clustering

November 22, 2022 Special Day of Week Due to GSE Calendar
Readings
Slides: [pptx]
Assignments Due: Creative: Knowledge Structure

Class 14: Correlation Mining

December 1, 2022
Guest Lecturer: Stefan Slater
Readings
Slides: [pptx]

Assignments Due: Basic: Clustering

Class 15: Reinforcement Learning

December 8, 2022

Readings
Slides: [pptx]
Assignments Due: Basic: Correlation Mining

Class 16: Final Presentations

December 15, 2022
Special Time: 11a-12p AND 3p-450p Class Session
Readings
Assignments Due: Creative: Final Presentation