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Investigate using MLEAP for serilization of models
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"The state of machine learning operations in 2019: reproducibility, explainability, bias evaluation and beyond" at FOSDEM 2019 talks about MLEAP that serialize and deserialize scitkit learn models for deployment and release pipielines. It seems a good alternative for pickle

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Restricted Application added subscribers: jeblad, Aklapper. · View Herald TranscriptFeb 10 2019, 5:57 PM

I don't see anywhere in the readme that talks about model serialization formats for models. It looks like this instead serializes a "pipeline" which seems to convert raw data to features.

Harej triaged this task as Lowest priority.Apr 9 2019, 9:06 PM