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Civil Engineering Analytics and Data Visualization 📊

National University of Singapore (NUS), Fall 2025

Xiaogang HE he/him

📧 hexg@nus.edu.sg

📍 E2-02-06 (office)

This course aims to introduce basic data science concepts and visualization techniques to students who are interested in climate, buildings, environment, etc. Students will gain hands-on experience in terms of how to mine, model and visualize data to tell a compelling story of global challenges (e.g., emerging climate crisis).

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Find Slides and Recordings on Canvas

Week 8 - Welcome to CE3201 👏

Oct 6
Lecture   1 Introduction
[Slides] [Recordings]
Oct 8
Tutorial 1 Python, Numpy
[Exercise1] [Solution1] [Exercise2] [Solution2]

Week 9

Oct 13
Lecture   2 Probability/Statistics
[Slides] [Recordings]
Oct 15
Tutorial 2 Pandas
[Exercise] [Solution]

Week 10

Oct 20
Lecture   3 Extreme Value Analysis
[Slides] [Recordings]
HW#1 out
Oct 22
Tutorial 3 Scipy + Work on HW#1
[Exercise] [Solution]
Oct 24
Project out
[Project Description]

Week 11

Oct 27
Lecture   4 From Data to Visualization
[Slides] [Recordings]
Oct 29
Tutorial 4 Work on HW#1
Nov 2
HW#1 due

Week 12

Nov 3
Lecture   5 Figure Design
[Slides] [Recordings]
HW#2 OUT
Nov 5
Tutorial 5 Matplotlib + Work on HW#2

Week 13

Nov 10
Lecture   6 Storytelling with Data
[Slides] [Recordings]
Nov 12
Tutorial 6 Work on HW#2
Nov 16
HW#2 due

Examination Week

Dec 2
Visualizing Climate Change’s Impact on Energy Demand for Cooling Buildings in Southeast Asia under Extreme Heat (Fall 2024)
[Project Description]
Project Due

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Page last modified: Oct 8 2025 at 12:36 PM.