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Modeltime in Production

Open AlbertoAlmuinha opened this issue 4 years ago • 4 comments

Hi @mdancho84 ,

I've been thinking that it would be useful for Modeltime to incorporate some function like "deploy_model" to deploy the models directly to some of the main clouds (AWS, Azure...). Some packages like Pycaret are doing it and I think this functionality could be very interesting for Modeltime to be used by more people.

We would have to think about how to do it, but I think it could be worthwhile. Let me know your thoughts about this :)

AlbertoAlmuinha avatar Oct 03 '21 00:10 AlbertoAlmuinha

I think this would be an amazing idea, I also think maybe being able to export the model to sql would be good

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On Oct 2, 2021, at 8:38 PM, Alberto González Almuiña @.***> wrote:

 Hi @mdancho84 ,

I've been thinking that it would be useful for Modeltime to incorporate some function like "deploy_model" to deploy the models directly to some of the main clouds (AWS, Azure...). Some packages like Pycaret are doing it and I think this functionality could be very interesting for Modeltime to be used by more people.

We would have to think about how to do it, but I think it could be worthwhile. Let me know your thoughts about this :)

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spsanderson avatar Oct 03 '21 00:10 spsanderson

@spsanderson I would first focus on being able to deploy the model in some cloud. About SQL there is already some Tidymodels package but each model would need a special treatment, so it would be more complex. Take a look: https://github.com/tidymodels/tidypredict

AlbertoAlmuinha avatar Oct 03 '21 01:10 AlbertoAlmuinha

@AlbertoAlmuinha thanks for the link

spsanderson avatar Oct 04 '21 12:10 spsanderson

This is interesting!

mdancho84 avatar Oct 15 '21 10:10 mdancho84