Week 1: (August 19 — August 23)
- Lesson 1: Linear Exponential Family
- Linear Exponential Family
- Read Before Class: Regression Modeling with Actuarial
and Financial Applications 13.1–13.3.2, 13.6
Week 2: (August 26 — August 30)
- Lesson 1 Continued:
- Link Functions, Tweedie Distribution
- HW 1 Due – Linear Exponential Family
Week 3: (September 2 — September 6)
- Lesson 1 Continued:
- Estimation, Overdispersion
- Lesson 2: Binomial Response
- Read Before Class: Regression Modeling with Actuarial
and Financial Applications 11.1–11.2, 11.4–11.6
- Quiz 1
- HW 2 Due – Link Functions
Week 4: (September 9 — September 13)
- Lesson 2 Continued:
- Binomial Response
- Nominal Response
- Quiz 2
- HW 3 Due – Binomial Response
Week 5: (September 16 — September 20)
- Lesson 2 Continued:
- Nominal Response
- Ordinal Response
- Quiz 3
- HW 4 Due – Nominal Response
Week 6: (September 23 — September 27)
- Lesson 2 Continued:
- Lesson 3: Poisson Response
- Read Before Class: Regression Modeling with Actuarial
and Financial Applications Chapter 12
- Quiz 4
- HW 5 Due – Ordinal Response
Week 7: (September 30 — October 4)
- Lesson 3 Continued:
- Overdispersion & Negative Binomial Models
- Other Count Models
- Quiz 5
- HW 6 Due – Poisson Models
Week 8: (October 7 — October 11)
- Lesson 3 Continued:
- Quiz 6
- Exam 1 (Oct 9)
Week 9: (October 14 — October 18)
Fall Break (Oct 14)
Lesson 4: Decision Trees
Week 10: (October 21 — October 25)
- Lesson 4 Continued:
- HW 7 Due – Decision Trees
Week 11: (October 28 — November 1)
- Lesson 4 Continued:
- Quiz 7
- HW 8 Due – Decision Trees
Week 12: (November 4 — November 8)
Week 13: (November 11 — November 15)
- Lesson 5 Continued:
- Unsupervised Learning: PCA & Clustering
- HW 9 Due – PCA
Week 14: (November 18 — November 22)
- Lesson 5 Continued:
- Quiz 9
- HW 10 Due – Clustering
Week 15: (November 25 — November 29)
- Unsupervised Learning Review
- Quiz 10
- Thanksgiving Break (Nov 27)
Week 16: (December 2 — December 6)
- Project 1 Due
- Final Exam Review