Add "advanced pipeline", missing value, imputing module, maybe more

INRIA / scikit-learn-mooc

Machine learning in Python with scikit-learn MOOC

https://inria.github.io/scikit-learn-mooc

Creative Commons Attribution 4.0 International

1.1k stars 509 forks source link

Add "advanced pipeline", missing value, imputing module, maybe more #414

Open lesteve opened 3 years ago

lesteve commented 3 years ago

So this is an ambitious goal, with some moving parts. We need to reevaluate depending on how fast we progress with other things.

This does not really fit in any existing module and this seems to long to put it in module 1.

Here are a few things that we could show:

advanced pipeline: as currently in the wrap-up quiz 1. Need more details. I think it had to do with multiple levels of nesting inside the pipeline
missue value imputing

ogrisel commented 3 years ago

Maybe we could present splines and dealing with time features in this module:

https://scikit-learn.org/dev/auto_examples/applications/plot_cyclical_feature_engineering.html

This will require scikit-learn 1.0 which is not released yet though.

ogrisel commented 3 years ago

I created a MOOC 3.0 milestone, to make it less of a priority that MOOC 2.0 which should primarily be focused on a improving the existing material. We can always re-milestone issues based on progress.