Add tutorials from the "Introduction to Bayesian Data Analysis" workshop from Juliacon 2021

[torfjelde]

I implemented some tutorials for the above mentioned workshop in Turing.jl (https://github.com/kskyten/BayesWorkshop2021/), and I'm thinking combining all of them into one longer tutorial (including the 5th notebook) would be a great addition to TuringTutorials:)

This issue is just a reminder (unless someone beats me to it:) ).

[torfjelde]

Just making sure: okay with you if we do this @kskyten? We'll of course link to the original work, etc. in the tutorial:)

[kskyten]

I would like to convert the notebooks to Pluto now that it should support macros and use native plotting (see https://github.com/kskyten/BayesPlot.jl). Feel free to use the notebooks. Let's collaborate in a single place though.

[torfjelde]

Though Pluto sounds real nice, for the tutorial to make its way into this project we need the jmd files so I wanted to just take those and concatenate them + remove some fluff:) But happy to colab on the plotting-stuff though!

Also one thing that I've found a bit annoying when doing sampling in Pluto notebooks: sampling can take a bit of time and so having everything re-run everytime you make a change can be annoying if the model is somewhat non-trivial, e.g. in notebook 5 you're looking at a couple of minutes per run. Just a heads up!

[kskyten]

I would also like to have the updated version in my repo as well. I'll want to polish the notebooks a bit anyway before I try anything with Pluto. Native plots would be nice though.

[torfjelde]

I would also like to have the updated version in my repo as well.

Of course 👍

[torfjelde]

Also one thing that I've found a bit annoying when doing sampling in Pluto notebooks: sampling can take a bit of time and so having everything re-run everytime you make a change can be annoying if the model is somewhat non-trivial, e.g. in notebook 5 you're looking at a couple of minutes per run. Just a heads up!

I just had a look at the Pluto.jl talk for this year's Juliacon and this is no longer the case 🎉 You can apparently disable blocks 🤯

[shravanngoswamii]

@torfjelde Is there any plan to add this?