Schedule
This is tentative course schedule, changes will be announced in the class if any and will be updated here as well.
If you are unable to view the updates, kindly refresh your screen!
| Date | Title | Slides | Timeline | Extra Reading |
|---|---|---|---|---|
| FUNDAMENTALS | ||||
| Week 1 | ||||
| 24-07-24 | Introduction to Graph Machine Leanring + Course logistics | [PDF]|[PPT] | ||
| 25-07-24 | ML-DL Basics | [PDF]|[PPT] | Machine Learning Course by Caltech Professor Yaser Abu-Mostafa |
|
| 26-07-24 | ML-DL Basics | [PDF]|[PPT] | NPTEL Deep Learning Course by IIT MadrasMitesh M. Khapra |
|
| Week 2 | ||||
| 31-07-24 | DL-Basics | [PDF]|[PPT] | ||
| 01-08-24 | Basics of Graphs | [PDF]|[PPT] | ||
| 02-08-24 | Traditional Graph ML | [PDF]|[PPT] | ||
| Week 3 | ||||
| 07-08-24 | Shallow Representation Learning (SRL) | [PDF]|[PPT] | ||
| 08-08-24 | SRL + DeepWalk | [PDF]|[PPT] | ||
| 09-08-24 | SRL + Node2vec | [PDF]|[PPT] | Assignment-1 [Announced] | |
| Week 4 | ||||
| 14-08-24 | SRL + struc2vec | [PDF]|[PPT] | Dynamic Time Wraping (DTW) | |
| 15-08-24 | Holiday [Independence Day] | |||
| 16-08-24 | SRL + HNE | [PDF]|[PPT] | ||
| Week 5 | ||||
| 21-08-24 | SRL + Metapath2Vec | [PDF]|[PPT] | ||
| 22-08-24 | Graph Neural Networks (GNNs) | [PDF]|[PPT] | ||
| 23-08-24 | Graph Neural Networks (GNNs) | [PDF]|[PPT] | Assignment-1 due date!
and Assignment-2 Announced |
|
| Week 6 | ||||
| 28-08-24 | Graph Neural Networks (GNNs) | [PDF]|[PPT] | ||
| 29-08-24 | Graph Neural Networks (GNNs) | [PDF]|[PPT] | ||
| 30-08-24 | Graph Neural Networks (GNNs) | [PDF]|[PPT] | ||
| Week 7 | ||||
| 04-09-24 | Graph Pooling Methods | [PDF]|[PPT] | ||
| 05-09-24 | Graph Pooling Methods | [PDF]|[PPT] | ||
| 06-09-24 | Graph Pooling Methods | [PDF]|[PPT] | ||
| Week 8 | ||||
| 11-09-24 | GRL for Complex Graphs | [PDF]|[PPT] | ||
| 12-09-24 | GRL for Complex Graphs | [PDF]|[PPT] | ||
| 13-09-24 | GRL for Complex Graphs | [PDF]|[PPT] | Assignment-2 due date!
and Assignment-3 announced |
|
| Examination Week | ||||
| 17-09-24
to 25-09-24 |
Mid Semester Examination | |||
| FRONTIER and APPLICATIONS | ||||
| Week 9 | ||||
| 26-09-24 | GRL for Complex Graphs | [PDF]|[PPT] | ||
| 27-09-24 | Knowledge Graphs | [PDF]|[PPT] | ||
| Week 10 | ||||
| 02-10-24 | Holiday (Gandhi Jayanti) | |||
| 03-10-24 | Knowledge Graphs | [PDF]|[PPT] | ||
| 04-10-24 | knowledge Graphs | [PDF]|[PPT] | ||
| Mid Semester Break | ||||
| 05-10-24
to 13-10-24 |
Autumn Semester Break | |||
| Week 11 | ||||
| 16-10-24 | Data Mining Applications | [PDF]|[PPT] | ||
| 17-10-24 | Data Mining Applications | [PDF]|[PPT] | Assignment-3 due date!
and Assignment-4 announced |
|
| 18-10-24 | Data Mining Applications | [PDF]|[PPT] | ||
| Week 12 | ||||
| 23-10-24 | Data Mining Applications | [PDF]|[PPT] | ||
| 24-10-24 | Data Mining Applications | [PDF]|[PPT] | ||
| 25-10-24 | Graph Foundational Models Part 1 | [PDF]|[PPT] | ||
| Week 13 | ||||
| 30-10-24 | Graph Foundational Models Part 1 | [PDF]|[PPT] | Assignment-4 due date!
and Assignment-5 announced |
|
| 31-10-24 | Holiday | |||
| 01-11-24 | Graph Foundational Models Part 1 | [PDF]|[PPT] | ||
| Week 14 | ||||
| 06-11-24 | Graph Foundational Models Part 1 | [PDF]|[PPT] | ||
| 07-11-24 | Graph Foundational Models Part 1 | [PDF]|[PPT] | ||
| 08-11-24 | Graph Foundational Models Part 2 | [PDF]|[PPT] | ||
| Week 15 | ||||
| 13-11-24 | Graph Foundational Models Part 2 | [PDF]|[PPT] | ||
| 14-11-24 | Graph Foundational Models Part 3 | [PDF]|[PPT] | ||
| 15-11-24 | Graph Foundational Models Part 3 | [PDF]|[PPT] | Assignment-5 due date! | GFM Extra Reading Material |