Creator
Covers: application of Graph Neural Networks
Estimated time needed to finish: 10 minutes
Questions this item addresses:
  • What datasets can be used for prerequisite learning?
How to use this item?

Go through the slides

Author(s) / creator(s) / reference(s)
Peter Shih and Percy Chen
0 comment
Recipe
publicShare
Star(0)

GNN Cohort 0.1.1: Prerequisite Learning

Forked from
Contributors
Total time needed: ~12 hours
Objectives
This recipe is for the use of the hands on GNN cohort version 0.1.1. It will be continuously updated to include more material as the cohort progressing.
Potential Use Cases
Learning path planning, prerequisite recommendation
Who is This For ?
BEGINNERData Scientists interested in GNN
Click on each of the following annotated items to see details.
Resources6/9
BOOK_CHAPTER 1. Graph Representation Learning: The Graph Neural Network Model
  • Why do we need graph neural networks?
  • What is a graph neural network?
  • What is message passing?
  • What are the typical GNNs?
  • How do you use node and edge features?
2 hours
RECIPE 2. Getting Started with Graph Neural Networks
7 hours
UPLOAD_PDF 3. GNN Prerequisite Learning Session Slides 1
  • What is prerequisite learning?
10 minutes
PAPER 4. What Should I Learn First: Introducing LectureBank for NLP Education and Prerequisite Chain Learning
  • What is prerequisite learning?
  • What is Lecturebank?
  • How to perform prerequisite learning with Lecturebank?
60 minutes
UPLOAD_PDF 5. GNN Prerequisite Learning Session Slides 2
  • What datasets can be used for prerequisite learning?
10 minutes
REPO 6. LectureBank: a corpus for NLP Education and Prerequisite Chain Learning
  • What is Lectureabank?
10 minutes
OTHER 7. LectureBank Datasets Hands On Colab Notebook
  • How to load and explore the Lecturebank dataset?
20 minutes
UPLOAD_PDF 8. GNN Prerequisite Learning Session Slides 3
  • What are GNNs?
  • What are the different types of GNNs?
15 minutes
OTHER 9. GNN for Lecturebank Dataset
  • How to embed the node features?
  • How to run SGC on the Lecturebank dataset?
20 minutes

Concepts Covered

0 comment