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ZhiningLiu1998 / imbalanced-ensemble

🛠️ Class-imbalanced Ensemble Learning Toolbox. | 类别不平衡/长尾机器学习库
https://imbalanced-ensemble.readthedocs.io
MIT License
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Supports the generation of PMML files #29

Closed iceicei closed 1 year ago

iceicei commented 1 year ago

Hi, IMBENS is a great machine learning library, but I have a problem now, I want to deploy self_paced_ensemble algorithm as online services to production environment, how to generate PMML files successfully. I have tried Nyoka and sklearn2pmml so far, but all failed.

ZhiningLiu1998 commented 1 year ago

Hi thanks for raising this issue, but unfortunately I'm not an expert in this area. I don't have experience with PMML files thus not planning to add support for this in the near future. I took a glance at the sklearn2pmml reference like this page https://openscoring.io/blog/2023/05/03/converting_sklearn_subclass_pmml/, and it seems that there is a way to convert customized sklearn estimator (like those provided in imbens) by adhering some certain standards, maybe that's something you can try by creating a wrapper class/ write your own estimator with the functions & samplers provided in IMBENS.