You can get the pdf of this post here.

For a quick intro to variational approximations, checkout the posts below:

- Intro to Variational Inference in graphical models
- Approximating Free Energies
- Useful Inequalities for Variational Inference
- Partition Functions and the Jensen-Feynman Inequalities (2/3)