scikit-learn-mooc
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INRIA
Machine learning in Python with scikit-learn MOOC
Add an exercise computing permutation importance of the linear model and comparing them to coefficients of the linear model.
The module on feature importances uses custom-written code to compute the feature importances. We should rewrite this module to use the code in 0.24: https://inria.github.io/scikit-learn-mooc/python_scripts/metrics_classification.html When we rewrite this, we...
Consider adding examples of Machine Learning real-life applications (i.e .why you should care) ???
I find the first part a bit dry. Pencilling in for a rainy day at one point maybe who knows. We can probably recycle existing content (presentations) and/or Olivier's deep...
@ogrisel proposes to add an additional figure: https://gitlab.inria.fr/learninglab/mooc-scikit-learn/mooc-scikit-learn-coordination/-/merge_requests/8#note_477599 It is probably not dramatic for the next course but we should address it. I am putting this issue as a reminder.
There is this weird contradiction that most of the time: - we use admonitions for side-comments - because they are colored brings more attention to them than they should. One...
We should add a small section to show how: - how to handle missing data - illustrate the usage of an imputer in a pipeline - illustrate the usage of...
Some filenames are less than great. Not a short-term priority but this may worth looking at it at some point. Examples: - 02, 03, 04 not relevant anymore on the...
This used to be a FIXME in the markdown as reported in #319.
Commenting inside `.py` files does not quite work as expected so the simplest is to remove this WIP.  The code that I removed: ```py # ## Link between confusion...
Very often we want to navigate between the two, having a quick way to do it (even super hacky with a list of correspondence URLs in a Python dictionary) could...