Schedule

The semester runs for 15 weeks. Materials for each week will be released as the semester progresses. Weeks marked Coming Soon do not have downloadable materials yet.

Week types: Lecture Practical Project Exam

Week Topic Type Materials Status
1 Course Introduction and Overview of Applied Artificial Intelligence Lecture TBD Coming Soon
2 Machine Learning Strategy and Best Practices Lecture Slides Available
3 Deep Learning for Structured and Engineering Data Lecture TBD Coming Soon
4 Practical Applications of Deep Learning Practical TBD Coming Soon
5 Time-Series Forecasting and Anomaly Detection Lecture TBD Coming Soon
6 Practical Applications of Time-Series and Anomaly Detection Practical TBD Coming Soon
7 AI Project Proposal and Planning Project TBD Coming Soon
8 Midterm Examination Exam TBD To be announced
9 Explainable and Trustworthy Artificial Intelligence Lecture TBD Coming Soon
10 Practical Applications of Explainable AI Practical TBD Coming Soon
11 Generative Modeling, Inverse Design, and AI-Based Optimization Lecture TBD Coming Soon
12 Active Learning and Data-Efficient Artificial Intelligence Lecture TBD Coming Soon
13 Practical Applications of Generative Modeling and Data-Efficient AI Practical TBD Coming Soon
14 Final Project Presentation and Demonstration Project TBD To be announced
15 Final Examination Exam TBD To be announced
Key milestones
  • Week 7: AI project proposal and planning
  • Week 8: Midterm examination
  • Week 14: Final project presentation and demonstration
  • Week 15: Final examination