Why be Bayesian?  1: It simplifies life


Non-Bayesian must:
Invent estimators / learning algorithms {A}
Choose from {A}
Invent ways of comparing {A}: {B}
worst case / average case
Choose one way from {B}
Apply chosen B to {A} 
Use the selected method A

Bayesian:
Writes down assumptions
Writes down the answer