Fiddler’s explainability features require a model on the backend that can generate explanations for you.
If you don't want to or cannot upload your actual model file, Surrogate Models serve as a way for Fiddler to generate approximate explanations.
A surrogate model will be built automatically for you when you call
You just need to provide a few pieces of information about how your model operates.
- Your model’s task (regression, binary classification, etc.)
- Your model’s target column (ground truth labels)
- Your model’s output column (model predictions)
- Your model’s feature columns
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Updated 2 months ago