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039super039 Object Has No Attribute 039 Sklearn Tags 039

Scikit-learn version 1.6.0 modified the API around its "tags", and that's the cause of this error. XGBoost made the necessary changes in version 2.1.4 (specifically in PR11021).

Emma Williams

October 20, 2025

When it comes to 039super039 Object Has No Attribute 039 Sklearn Tags 039, understanding the fundamentals is crucial. Scikit-learn version 1.6.0 modified the API around its "tags", and that's the cause of this error. XGBoost made the necessary changes in version 2.1.4 (specifically in PR11021). This comprehensive guide will walk you through everything you need to know about 039super039 object has no attribute 039 sklearn tags 039, from basic concepts to advanced applications.

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Moreover, in the case of AttributeError 'super' object has no attribute '__sklearn_tags__', it means that the code is attempting to access the __sklearn_tags__ attribute on a super object, but this object does not possess such an attribute. The super() function in Python is used to refer to the parent class. This aspect of 039super039 Object Has No Attribute 039 Sklearn Tags 039 plays a vital role in practical applications.

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