MAINT: Upgrade docker to -b (sphinx-reredirects, latest theme)

[mmcky]

Maintenance tasks

• update Docker with latest quantecon-book-theme and sphinx-reredirects

[github-actions]

🚀 Deployed on https://657fe45dff0bc27c18aadd3b--nostalgic-wright-5fa355.netlify.app

[mmcky]

The following link is no longer valid

[pmc.sample](https://www.pymc.io/projects/docs/en/latest/api/generated/pymc.sample.html?highlight=sample#pymc.sample) by default uses the NUTS samplers to generate samples as shown in the below cell:

```{code-cell} ipython3
:tag: [hide-output]

with AR1_model:
    trace = pmc.sample(50000, tune=10000, return_inferencedata=True)
```

@HumphreyYang do you know if this is getting deprecated in pymc?

[HumphreyYang]

@HumphreyYang do you know if this is getting deprecated in pymc?

Many thanks @mmcky, it is indeed deprecated. I will write an issue and update it in a PR.

[mmcky]

thanks @HumphreyYang -- I will ignore that link issue for now.

[HumphreyYang]

thanks @HumphreyYang -- I will ignore that link issue for now.

We can use https://www.pymc.io/projects/docs/en/v5.10.0/api/generated/pymc.sample.html#pymc-sample for now