Schedule

Week 1

2021-01-17 to 2021-01-23

Topics: Introductions, What is Statistical Machine Learning?, R, RStudio

readings

labs

No Assignment this week

Week 2

2021-01-24 to 2021-01-30

Topics: Linear Regression with one predictor variable

Readings haven’t been posted yet

Labs haven’t been posted yet

Assignments haven’t been posted yet

Week 3

2021-01-31 to 2021-02-06

Topics: Correlation Analysis

Readings haven’t been posted yet

Labs haven’t been posted yet

Assignments haven’t been posted yet

Week 4

2021-02-07 to 2021-02-13

Topics: Diagnostics

Readings haven’t been posted yet

Labs haven’t been posted yet

Assignments haven’t been posted yet

Week 5

2021-02-14 to 2021-02-20

Topics: Matrix approach to Simple linear Regression Analysis

Readings haven’t been posted yet

Labs haven’t been posted yet

Assignments haven’t been posted yet

Week 6

2021-02-21 to 2021-02-27

Topics: Multiple linear regression

Readings haven’t been posted yet

Labs haven’t been posted yet

Assignments haven’t been posted yet

Week 7

2021-02-28 to 2021-03-06

Topics: Quantitative and Qualitative predictors

Readings haven’t been posted yet

Labs haven’t been posted yet

Midterm

Week 8

2021-03-07 to 2021-03-13

Wellness Week

Topics: Model Selection

No readings, labs or assignment due to Wellness Week

Week 9

2021-03-14 to 2021-03-20

Topics: Validation

Readings haven’t been posted yet

Labs haven’t been posted yet

Assignments haven’t been posted yet

Week 10

2021-03-21 to 2021-03-27

Topics: Diagnostics

Readings haven’t been posted yet

Labs haven’t been posted yet

Assignments haven’t been posted yet

Week 11

2021-03-28 to 2021-04-03

Topics: Remedial measures

Readings haven’t been posted yet

Labs haven’t been posted yet

Assignments haven’t been posted yet

Week 12

2021-04-04 to 2021-04-10

Topics: Autocorrelation in time Series data

Readings haven’t been posted yet

Labs haven’t been posted yet

Assignments haven’t been posted yet

Week 13

2021-04-11 to 2021-04-17

Topics: Nonlinear regression

Readings haven’t been posted yet

Labs haven’t been posted yet

Assignments haven’t been posted yet

Week 14

2021-04-18 to 2021-04-24

Topics: Logistic regression, poisson regression, Generalized Linear Models

Readings haven’t been posted yet

Labs haven’t been posted yet

No assignment this week. Time will be dedicated for Final Project