- How does MCMC work?
- Ground-up monte-carlo simulation using metropolis algorithm
- Refined MCMC with Jags
- Basics of linear regression with MCMC Jags
- Categorical Regression Models
- Analyzing disparities between groups
- Modeling Piece-wise (change-point) regression
- Generalized linear model (GLM) with Bayes MCMC
- GLM Predicting survivors of the Titanic
- How to center data in Bayesian Analysis with SLR
- Great high-level overview of Bayesian Analysis
- Keys to calculating probabilities
- Why Bayes is better for T-tests
- Function to take 2nd derivitive using Newton Raphson