Aditya Guntuboyina (Instructor)
- Office Hours: Tue and Thu 1:30-2:30 pm (Evans 422)
- aditya@stat
.berkeley .edu
Dohyeong Ki (GSI)
- Office Hours: Friday 9-10 am, 1-2 pm, 5-6 pm (Evans 446)
- dohyeong
_ki@berkeley .edu
Syllabus¶
Basic information about the course can be found in the syllabus.
Schedule¶
| Jan 21 | Lecture 1 | Slides--Introduction and Overview | |
| Jan 23 | Lecture 2 | Notes--Simple Linear Regression (Frequentist Inference) | |
| Jan 24 | Lab part 1 | Notebook--Fitting Trends via Linear Regression | |
| Dataset 1 | US Population (from FRED) | ||
| Dataset 2 | USA Accidental Deaths (inbuilt dataset in R) | ||
| Lab part 2 | Notes--Normal Mean Inference |
| Jan 28 | Lecture 3 Notes | Notes--Simple Linear Regression (Bayesian Inference) | |
| Lecture 3 Code | Notebook--More on fitting trends via linear regression | ||
| Jan 30 | Lecture 4 Notes | Notes--Bayesian inference in linear regression | |
| Lecture 4 Code | Notebook--Uncertainty Quantification in Linear Regression | ||
| Jan 31 | Lab | Notebook--Regression Details |