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PHYS 7332: Network Science Data & Models (Fall 2025)

PHYS 7332: Network Science Data & Models – Fall 2025

Class 00: Introduction and Setup
Class 01: Python Refresher
Class 02: Introduction to Networkx 1
Class 03: Introduction to Networkx 2
Class 04: Distributions of Network Properties & Centralities
Class 05: Scraping Web Data 1 - BeautifulSoup & HTML
Class 06: Data Science 1 — Pandas, SQL, Regressions
Class 07: Data Science 2 — SQL for Network Construction
Class 08: Clustering & Community Detection 1 — Traditional
Class 09: Clustering & Community Detection 2 — Contemporary
Class 12: Visualization 1 — Python
Class 13: Visualization 2 — Advanced Python
Class 14: Graph Machine Learning 1
Class 15: Graph Machine Learning 2

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By Brennan Klein

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