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carpentries-incubator / deep-learning-intro

Learn Deep Learning with Python
https://carpentries-incubator.github.io/deep-learning-intro/
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Add to outlook: how to organise a deep learning project? #402

Closed svenvanderburg closed 8 months ago

svenvanderburg commented 10 months ago

Add a callout box on 'how to organise a deep learning project?'. This could refer to https://drivendata.github.io/cookiecutter-data-science/. We can highlight to put often-used code in python modules instead of notebooks, to add rationales and conclusions to notebooks, and to keep track of the results of your experiments in a central place. For example a table like this:

MODEL NAME MODEL DESCRIPTION RMSE TESTSET NAME GITHUB COMMIT COMMENTS
weather_prediction_v1.0 Basel features only, 10 years. nn: 100-50 3.21 10_years_v1.0
weather_prediction_v1.1 all features, 10 years. nn: 100-50 3.35 10_years_v1.0
svenvanderburg commented 10 months ago

I am curious if you find it useful to add this last point about the table. Maybe I am getting old and we should refer instead to wandb ? Does this make sense to others as well?