Variational inference is type of approximate inference. It allows use to approxiate posterior distribution $p(z \vert x)$. Here is a small notebook that I wrote.

References:

1. Pattern Recognition and Machine Learning, Christopher .M. Bishop.
2. Variational Inference: A Review for Statisticians, David M. Blei, Alp Kucukelbir, Jon D. McAuliffe