Schedule

This is tentative course schedule, changes will be announced in the class if any and will be updated here as well.

Date	Title	Slides	Video	Extra Reading
Week 1
02-08-23	Introduction to Graph Machine Leanring + Course logistics
Week 2
07-08-23	Basics of Graphs
09-08-23	Basics of Graphs
Week 3
14-08-23	Basics of Graphs
16-08-23	Graph Embedding: Concurrence Preserving Methods
Week 4
21-08-23	Graph Embedding: Concurrence Preserving Methods
23-08-23	Graph Embedding: Structure Preserving Methods
Week 5
28-08-23	Introduction to Graph Deep Learning and Graph Filters (Spectral Based)
30-08-23	Spatial based graph filters (GraphSAGE and GAT)
Week 6
04-09-23	GCN and Message Passing Neural Networks
06-09-23	Graph Pooling: Flat and Hierarchical, Downsampling, DiffPool, EigenPool
Week 7
11-09-23	GNN fro Complex Graphs: Heterogeneous Graphs
13-09-23	Knowledge Graph Embedding
Week 8 & Week 9
18-09-23 to 26-09-23	Mid Semester Examination
Week 9
27-09-23	Knowledge Graph Embedding and QA over Knowledge Graphs
Week 10
02-10-23	Holiday: Mahatma Gandhi's Birthday
04-10-23	Knowledge Graph to Sequence Learning (NLG)
Week 11
09-10-23	GCN for Computer Vison: Visual QA, Zero/Few shot Image Classification
11-10-23	GCN for Computer Vison: Multi Label Image Classification
Week 12
16-10-23	Data Mining: GNN for Social Networks, Recommender Systems
18-10-23	Data Mining: Spatio Temporal GNN
Week 13
23-10-23	Holiday: Dussehra (Maha Navami)
25-10-23	Holiday: Dussehra (Additional)
Week 14
30-10-23	Healthcare: Drug Developement and Discovery, Drug Similarity
01-11-23	Polypharmacy Side-Effect Prediction
Week 15
06-11-23
08-11-23