I would use one of those for scenarios when I need proper measures of uncertainty like credible regions. The methods listed in this project (EM algorithm, VI)

I would use one of those for scenarios when I need proper measures of uncertainty like credible regions. The methods listed in this project (EM algorithm, VI) tend not to provide this as well but usually produce something that looks like a good posterior mean (global optimum under mean square loss) in my experience.