What is the purpose of the Evidence Lower Bound (ELBO) in variational inference?

Question

Machine Learning — Hard

What is the purpose of the Evidence Lower Bound (ELBO) in variational inference?

Accepted Answer

The Evidence Lower Bound (ELBO) in variational inference serves as a tractable lower bound on the intractable log marginal likelihood, allowing for practical Bayesian inference without computing the partition function.