AppliedStatisticsForNeuroscience
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Use scikit-learn for the modeling section?
scikit-learn is easy to use and, as of 0.18, well-integrated with pandas.
The interactive sections aren't necessarily worth changing, but the sections on fitting and cross-validating probably are.
This won't make it into the Spring 2018 version of the course, but would be a good addition for future versions.
For Lab 08, on fitting, the material on maximum likelihood could be moved to a tutorial and a second lab called something like "Fitting Models in Python with sklearn" could be added.