I struggled to find sample code for the classic Bayesian learning model in Erdem and Keane 1996. I am sharing my own version of their model along with examples of two other discrete choice models. The linked repositiory includes sample code for a multinomial logit model, a limited consideration model, and a Bayesian learning model. This content is most useful for those already familiar with these models but seeking a coded example. Documentation is provided here and within the script files. All code is written in the Julia programming language.