Advanced Topics in Network Science
Home
Course
Welcome
About
Discord
Minidora
Setup
Intro
Why Networks?
Foundations
─── M01: Euler Path ───
Concepts
Coding
Exercises
Advanced
─── M02: Small World ───
Concepts
Coding
Exercises
Appendix
─── M03: Robustness ───
Concepts
Coding
Exercises
Appendix
Core Topics
─── M04: Friendship Paradox ───
Concepts
Coding
Exercises
─── M05: Clustering ───
Concepts
Coding
Exercises
─── M06: Centrality ───
Concepts
Coding
Exercises
Advanced Topics
─── M07: Random Walks ───
Concepts
Coding
Exercises
─── M08: Embedding ───
Concepts
Coding
Exercises
Appendix
─── M09: Graph Neural Networks ───
Concepts
Coding
Exercises
Appendix
Advanced Topics in Network Science
Course Information
Welcome
About us
Discord
Using Minidora
Setup
How to submit assignment
Introduction
Networks
M01: Euler Path
A Stroll, Seven Bridges, and a Mathematical Revolution
Coding Networks in Python
Exercises
Advanced: Sparse Matrices for Large-Scale Networks
M02: Small World
Core Concepts
Efficient Network Representation and Computing Paths
Exercises and Assignments
Appendix - Brief Introduction to igraph
M03: Robustness
Core Concepts
Coding - Network Robustness Analysis
Exercises and Assignments
Exercises and Assignments
M04: Friendship Paradox
Core Concepts
Visualizing Degree Distributions in Python
Exercises
M05: Clustering
Core Concepts
Clustering Algorithms and Implementation
Exercises and Assignments
M06: Centrality
Centrality Concepts
Coding - Centrality
Exercises & Assignments
M07: Random Walks
Random Walks Concepts
Coding - Random Walks
Exercises & Assignments
M08: Embedding
Network Embedding Concepts
Network Embedding Coding
Advanced Topics in Network Science
Advanced Topics in Network Science
M09: Graph Neural Networks
Preparation - Image processing
Concepts - From image to graph
Coding: Graph Neural Networks Implementation
Exercises: Graph Neural Networks
Appendix: Graph Neural Networks
Advanced Topics in Network Science
Code
Author
Sadamori Kojaku
Published
July 27, 2025
1
Pen and paper exercises
️️School
Source Code
# Pen and paper exercises
-
[
️️School
](./pen-and-paper/exercise.pdf)