Issues in ADVI tutorial

[v-i-s-h]

First of all I would like the team for these wonderful tutorials; I learned a lot by following them.

While going through the tutorial, I found a few problems with ADVI tutorial. In the section for ADVI in linear regression,

1. unstandardize() function is not correctly rescaling the data back.
2. Because of this, the prediction functions give wrong outputs
3. The plots does not show the error bars properly because of wrong rescaling

Can you confirm whether my observations are correct? In that case, I can open a PR to fix these.

[shravanngoswamii]

All tutorials are updated now can you check it again, https://turinglang.org/docs/