Course overview

CE-312 introduces the foundations of artificial intelligence and shows how data-driven methods can support analysis, monitoring, inspection, and decision-making in the built environment.

Learning focus

  • AI and machine-learning foundations
  • Engineering data and preprocessing
  • Supervised and unsupervised learning
  • Model evaluation and interpretation
  • Computer vision for civil engineering
  • Responsible use of AI in engineering

Resources

Machine Learning & Deep Learning Interactive Lab — a browser-based environment for exploring foundational concepts through direct manipulation. Materials intended only for enrolled students are distributed separately.