When creating a story in Einstein Discovery, do all potential collinear fields need to be removed before executing the build story'5
A.
No. Einstein Discovery is impervious to collinearity, so the story and subsequent model will be fine.
B.
No. Although it is ideal to eliminate collinearity as soon as possible, Einstein will give a warning post-build and the ridge regression will prevent collinearity from over-fitting.
C.
yes. If all collinear variables are not excluded, the model will over-fit and not make any sense.
D.
Yes. If the collinear variables are not removed, the Einstein Discovery model build will fail.
In Einstein Discovery, it is not necessary to remove all potential collinear fields before executing the build story because:
B: No. Although it is ideal to eliminate collinearity as soon as possible, Einstein will give a warning post-build and the ridge regression will prevent collinearity from over-fitting. Einstein Discovery includes mechanisms such as ridge regression to manage collinearity, which helps prevent the model from over-fitting even when collinear variables are present.
[Reference: https://help.salesforce.com/, ]
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