Course modules

Module 1

Data Visualization and Visual Analytics for the Built Environment

Charts and visual analysis for construction-related datasets.

Module 2

Data Sensing and Site Monitoring Systems

Environmental sensing and field monitoring with Raspberry Pi workflows.

Module 3

Construction Data Preprocessing and Quality Control

Cleaning, structuring, and checking data before modeling or reporting.

Module 4

Machine Learning for Construction

Machine learning for material performance and permit-related questions.

Module 5

Deep Learning for Construction

Concepts, methods, and examples in deep learning for construction.

Module 6

Digital Twins and Robotics for Construction

Digital twin workflows, robotics applications, and interactive simulation for construction.

Module 7

Generative Models for Design Communication

Image generation and design exploration workflows.

Module 8

Open Exploration with Instructor Support

Course project guidelines, template files, and example reports for independent exploration.