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nasaharvest / crop-mask

End-to-end workflow for generating high resolution cropland maps
Apache License 2.0
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[Experiment] Increasing drop out #80

Closed ivanzvonkov closed 2 years ago

ivanzvonkov commented 2 years ago

Result: Increasing dropout had a negative effect on the f1-score

ivanzvonkov commented 2 years ago

@hannah-rae FYI

hannah-rae commented 2 years ago

Now this makes me wonder if decreasing dropout would help :D

gabrieltseng commented 2 years ago

A hparam search I did way back when suggested (some) dropout helped:

https://docs.google.com/spreadsheets/d/11HeMJo4mLnanEKHq8gH7DwBORazjg1uFBFPoy24TCJU/edit?usp=sharing

But this was not a formal investigation into the effects of dropout aha, just trying to get a sense of how the hyperparameters affected the model

ivanzvonkov commented 2 years ago

I think I might still run it with 0.1 since there has been more data added