Applied Bayesian Analysis

CU Graduate Student Workshop

Summer 2020

This workshop is designed to give a quick introduction to applied Bayesian Analysis. In this course, we still start by learning a bit of the theory behind Bayesian analysis by comparing it to frequentist analysis. Bayesian methods differ both in their approach to hypothesis testing and the actual estimation of models. By the end of this workshop, you will gain the foundation to be able to use Bayesian analysis in your own work.

 

 

Course Materials

 

Day 1: Getting Started

Lecture

Lab

 

Day 3: Convergence

Lecture

Lab

Day 2: Bayesian Linear Models

Lecture

Lab

 

Day 4: Advanced Models

Lecture

Lab