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Logic to create feature importance is not using the correct model #146

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sharathmalladi opened this issue Aug 19, 2019 · 1 comment
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@sharathmalladi
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The feature importance should not use a model file that is prior to the policy reset date.

@sharathmalladi
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Sharing more context on the current logic:
When a counterfactual evaluation is created with a start and end date, we currently use the model file that was saved on the start date as input to vw to run the feature importance:
https://github.com/microsoft/mwt-ds/blob/master/DataScience/ExperimentationAzure.py#L168

This is not the right thing if the model or policy was reset in between the evaluation period and the logic needs to be tweaked to adjust for that.

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