Week | Chapters/Sections | Topics covered | Remarks |
Week 1 (Jan 9, 11) | Chapter 1-3 | Introduction | |
Week 2 (Jan 16, 18) | Chapter 4 | Basic Linear Algebra | |
Week 3 (Jan 23, 25) | Chapter 5 | Univariate Normal Distribution | |
Week 4 (Jan 30, Feb 01) | Chapter 6 | Bivariate Normal Distribution | |
Week 5 (Feb 06, 08) | Chapter 7(sections 7.1-7.4), review | Multivariate Normal Distribution | |
Week 6 (Feb 13, 15) | Chapter 7 (sections 7.5-7.7) | Multivariate Normal Distribution | |
Week 7 (Feb 20, 22) | Chapter 8 | Principal Component Analysis | |
Week 8 ( Feb 27, Mar 01) | | Spring recess | |
Week 9(Mar 06, 08) | Chapter8 | Factor Analysis | |
Week 10 (Mar 13, 15) | Chapter 9 | Multivariable Linear Regression | |
Week 11 (Mar 20, 22) | Chapter 9 | Multivariable Linear Regression, review | |
Week 12(Mar 27, 29) | Chapter 10 , Exam II review | Exam II, Multinomial Logistic Regression | |
Week 13 (Apr 3, 5) | Chapter 10 | Support Vector Machine and Regression Trees | |
Week 14 (Apr 10, 12) | Chapter 11 | Hirarchical Clustering, K-means Clustering | |
Week 15 (Apr 17, 19) | Chapter 11 | Model Diagnostics and Validation | |