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Enhancements for NN #3

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ryangooch opened this issue Dec 3, 2015 · 1 comment
Open

Enhancements for NN #3

ryangooch opened this issue Dec 3, 2015 · 1 comment

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@ryangooch
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  1. Normalize data to range -1 to 1 instead of standardization

  2. Natural Log transform of Measurements, to match linear output of NN

  3. Use an SVR as output layer

  4. Weight regularization, L2 norm with C = ?

@ryangooch
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Also, I noticed that even the previous submission contains no values above 6 mm/h, the one that achieved a test set error of 23.9 on Kaggle. So obviously most of the values are low, but I wonder if I can capture those higher values any better. The log transform seems to do a better job of that, so perhaps that one is worth a submission?

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