Deploy Machine Learning Models to Production by Pramod Singh

Author:Pramod Singh
Language: eng
Format: epub
ISBN: 9781484265468
Publisher: Apress

Changing Interpretation of the New Data

In another case, the interpretation of the class or label might change over a period of time. For example, if earlier a given set of customers belonged to class A but due to a change in understanding and the business case, the category is either altered or combined with other category (let’s say class C), that would impact the model’s overall performance. We need to retrain the model with the new set of labels (for historical data) before putting it in production again. This is also known as concept drift in machine learning.

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