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When processing jobs fail they often leave important fields empty. Other times, a third-party vendor may simply omit or deprecate a field in their API without notice. When this happens, the model is not receiving data for fields that it is trained on and expecting. While some models are able to deal well with missing values, many are not.
Learn more about dropped fields and how it affects your model in production.