I have a question around the prediction dataset. If my deployed model only used the top 10 features (for example), do I still need to make sure all other features (other than the top 10) are included in the prediction set?
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No you do not. If you provide them, the model scoring code will ignore them. You may wish to provide a surrogate id as a passthroughColumn however. For example, a customer id feature.