Topics
- Statistical Learning (linear regression and classification, sampling, model selection)
- Artificial Neural Networks
- Design of Experiments
- Response Surface Methodology
- Metaheuristic Optimization
- Multi-Objective Optimization
Schedule
Week 1 (Statistical Learning)
- Wed Jan 22
-
- LEC 1Intro & Logistics
- Setup env; Git & GitHub (opt)
-
LEC 2Statistical Learning
Week 2
- Mon Jan 27
- LEC 3Statistics Review
- Wed Jan 29
- LEC 4Linear Regression
Week 3
- Mon Feb 3
-
- LEC 4Linear Regression
- HW 1: Linear Regression
- HW 1 Assigned
- Wed Feb 5
- LEC 5Classification
Week 4
- Mon Feb 10
- LEC 5Classification
- Wed Feb 12
- LEC 6Resampling
Week 5
- Mon Feb 17
- LEC 7Selection
- HW 1 Due
- Wed Feb 19
-
- LEC 8Trees
- HW 2: Classification
- HW 2 Assigned
Week 6
- Mon Feb 24
- LEC 8Trees
- Wed Feb 26
- NO CLASS
- Fri Feb 28
- HW 2 Due
Week 7
- Mon Mar 3
- NO CLASS
- Wed Mar 5
- LEC 9Neural Networks
Week 8
- Mon Mar 10
- EXAMExam 1
- Wed Mar 12
- NO CLASS
Week 9 (Spring Break)
- Mon Mar 17
- NO CLASS
- Wed Mar 19
- NO CLASS
Week 10
- Mon Mar 24
-
- LEC 9Neural Networks
- Project 1: Statistical Learning
- Proj 1 Assigned
- Wed Mar 26
- LEC 9Neural Networks
Week 11 (Design Optimization)
- Mon Mar 31
- LEC 9Neural Networks
- Wed Apr 2
-
- LEC 10Design of Experiments
- HW 3: Design of Experiments
- HW 3 Assigned
Week 12
- Mon Apr 7
- LEC 10Design of Experiments
- Proj 1 Due
- Wed Apr 9
-
- LEC 11Optimization
- Project 2: Data-Driven Optimization
- CATME Team Activity AssignedProj 2 Assigned
- Thu Apr 10
- CATME Due
- Fri Apr 11
- HW 3 Due
Week 13
- Mon Apr 14
- LEC 11Optimization
- Wed Apr 16
- LEC 11Optimization
- Fri Apr 18
- Proj 2 Topic Due
Week 14
- Mon Apr 21
-
- LEC 12Genetic Algorithms
- HW 4: Genetic Algorithms
- HW 4 Assigned
- Wed Apr 23
- LEC 12Genetic Algorithms
Week 15
- Mon Apr 28
- LEC 13Multi-objective Optimization
- Wed Apr 30
- LEC 13Multi-objective Optimization
- HW 4 Due
Week 16
- Mon May 5
- TBD
- Wed May 7
- ProjProject 2 Presentations
- Project 2 Due
- Thu May 8
- CATME Peer Review Due
Week 17 (Finals Week)
- Mon May 12
- Exam 2 Due