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)