Rémi Louf comments

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                                            Rémi Louf

Convert example notebooks to Markdown files

> That means we keep examples in Markdown format on git and convert them into notebooks for documentation. is that correct? That sounds a like a good strategy to me....

Convert example notebooks to Markdown files

Any progress on this @bkktimber ?

Convert example notebooks to Markdown files

No worries! Yes the dependency file will be bloated, but hopefully we can get rid of some in the future; for instance I am not sure that `use_with_XXX` type examples...

Convert example notebooks to Markdown files

That's awesome! For `PyMC` there might have been an API change? Anyway, fixing the notebooks is a bit out of scope for this PR, so you can focus on having...

Convert example notebooks to Markdown files

This looks good! Two things: 1. Is it possible to **not** have `use_with_pymc`, `use_with_numpyro` and `use_with_tfp` in the built documentation? This way we can remove a few large dependencies in...

Convert example notebooks to Markdown files

Looks good. Before merging could you rebase your commits? There should be one commit for converting to `.md` and another one to build them in CI I believe.

Convert example notebooks to Markdown files

All right this looks fantastic. @junpenglao wdyt?

Convert example notebooks to Markdown files

I will apply my suggestions and rebase once @junpenglao has reviewed the changes.

Add new parameter tuning for SMC

Thank you. I've been travelling/working the whole month, will take a look whenever I have a chance.

Add new parameter tuning for SMC

The current design adds a coupling between sampling and adaptation that doesn't need to be. It does exist to some extent with NUTS and the window adaptation, but [AeHMC](https://github.com/aesara-devs/aehmc) for...