We will cover the following recipes in this chapter:

• A discrete Bayesian Network using bnlearn
• Conditional independence tests
• Continuous and hybrid Bayesian Networks via bnlearn 
• Interactive visualization of BNs with the bnviewer package 
• An introductory hidden Markov model 
• Regime switching in financial data using HMMs