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You need to be using our base classes and mixins, and follow the API exactly as it's supposed to be. You can have a look at here for some examples: https://github.com/adrinjalali/talks/blob/master/2022/sklearn-estimator-ODSC/custom_estimators_solved.ipynb |
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This sklearn documentation is quite comprehensive in walking through the design of sklearn and how to implement your custom estimators for your model. |
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custom model
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