Question: what is the difference between maximum likelihood and bayesian?
Answer: The difference between MLE/MAP and Bayesian inference MLE gives you the value which maximises the Likelihood P(D|θ). And MAP gives you the value which maximises the posterior probability P(θ|D). ... On the other hand, Bayesian inference fully calculates the posterior probability distribution, as below formula.