Methods and Computing

Instructor: Yuan Tian (Email); Jianhui Gao (Email)

Syllabus

Click here to download the syllabus

Lectures

Module 1: Basic R programming

Module 2: Data wrangling (I)

LaTeX, tidyverse

Module 3: Data wrangling (II)

R style guide - Full Guide

ggplot2

Module 4: Statistical inference (I)

Bias, Consistency, and MSE

Module 5: Statistical inference (II)

MLE, Numerical Methods

Module 6: Statistical inference (III)

Wald, Score, and Likelihood Ratio Test

Module 7: Linear regression

Module 8: Generalized linear models

Module 9: Parallel Computing in R

Module 10: Generalized linear models