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mapbox / gabbar

Guarding OpenStreetMap from harmful edits using machine learning
MIT License
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Tuning model hyper-parameters is for real!!! #56

Closed bkowshik closed 7 years ago

bkowshik commented 7 years ago

In the past, I have seen a 10% boost in performance when the model hyper-parameters are tuned vs using a vanilla machine learning model. This became apparent when I saw the graph below:

Before tuning hyper-parameters

index

After tuning hyper-parameters

index-2

cc: @anandthakker @geohacker @batpad

bkowshik commented 7 years ago

No next actions here. Closing.