Hi, thanks for reaching out. It seems you're wondering how to consume the model after feature engineering. The simple answer is that you'll need to apply the same transformations on your testing dataset. The schema of the input dataset should match the schema of the data used to train the model.
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if the reply is helpful. Thanks.--