STA 210 - Regression Analysis

This page contains an outline of the topics, content, and assignments for the semester. Note that this schedule will be updated as the semester progresses, with all changes documented here.

week dow date topic prepare slides notes ae hw lab project due
1 Th Jan 8 Welcome to STA 210!


2 M Jan 12 Lab 00

Tu Jan 13 The big picture


Th Jan 15 Simple linear regression


3 M Jan 19 No lab: Martin Luther King Jr. Day
Tu Jan 20 Inference: Bootstrap confidence intervals


Th Jan 22 Inference: Permutation tests


4 M Jan 26 Lab 01: Linear regression
Tu Jan 27 Inference: Mathematical models

HW 01 due
Th Jan 29 Inference cont'd

Lab 01 due

Multiple linear regression (MLR)


5 M Feb 2 Lab 02: Inference using mathematical models
Tu Feb 3 MLR: Types of predictors


Th Feb 5 Inference for MLR

Lab 02 due
6 M Feb 9 Lab 03: Multiple linear regression

Tu Feb 10 Model conditions + diagnostics

HW 02 due
Th Feb 12 Exam 01 review

Lab 03 due
7 M Feb 16 Lab 04: Exam 01 review
Lab 04 due at end of lab
Tu Feb 17 Exam 01
Th Feb 19 No lecture: Work on Exam 01 take-home
8 M Feb 23 Lab: Project proposal

Tu Feb 24 Multicollinearity


Th Feb 26 Variable transformations

Project proposal due
9 M Mar 2 Lab 05: Expanding multiple linear regression

Tu Mar 3 Model comparison


Th Mar 5 Cross validation

Lab 05 due
10 M Mar 9 No Lab: Spring break
Tu Mar 10 No Lecture: Spring Break
Th Mar 12 No Lecture: Spring break
11 M Mar 16 Lab: Project EDA
Tu Mar 17 Logistic regression (LR)

HW 03 due
Th Mar 19 LR: Prediction + Assessment


12 M Mar 23 Lab 06: Logistic regression

Tu Mar 24 LR: Inference

Project EDA due
Th Mar 26 LR: Model selection

Lab 06 due
13 M Mar 30 Lab: Project prelminary analysis
Tu Mar 31 Data science ethics

HW 04 due
Th Apr 2 Special topic: Causal inference


14 M Apr 6 Lab 07: Exam 02 review
Tu Apr 7 Exam 02 review

Project preliminary analysis due, Lab 07 due
Th Apr 9 Exam 02
15 M Apr 13 Lab: Work on presentations
Tu Apr 14 Project presentations
Th Apr 16 Project presentations
16 M Apr 20 Lab: Draft peer review Project peer review due at the end of lab
Tu Apr 21 Project meetings Statistics experience due
Exam period Mo Apr 27