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apple / turicreate

Turi Create simplifies the development of custom machine learning models.
BSD 3-Clause "New" or "Revised" License
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Turi to CreateML #2039

Open alelordelo opened 5 years ago

alelordelo commented 5 years ago

Is it possible to:

1- Create a Model in Turi 2- Export as CoreML 3- Load in CreateML 4- Keep training in CreateML

This workflow would be amazing!

Cheers

alelordelo commented 5 years ago

hey guys, any news on this?

hoytak commented 5 years ago

Hey @alelordelo,

Currently, CoreML models don't support training -- they're for inference only. However, we're interested in supporting something like this workflow at some point. What's your specific use case? Which models would you use?

alelordelo commented 5 years ago

Thanks @hoytak!

I'm interested in vid2vid: https://github.com/NVIDIA/vid2vid

The idea would be to convert vid2vid to CoreML, and then train the exported CoreML model with my own datasets using CreateML.

What you think? This kind of workflow make sense?

Cheers

mfriedel commented 5 years ago

Hey @alelordelo. I don’t work for Turi (though definitely a fan of the people + the library), but I do spend a lot of time thinking about on-device machine learning, and I’m always interested to learn more about how people build models. I’m curious about your proposed workflow—if you’ve been able to build a model using Turi and export to CoreML, what is your goal with switching to CreateML? Is there a reason you couldn’t load your data into a Jupyter Notebook and continue to use Turi there to refine and/or build a custom model there?

alelordelo commented 5 years ago

@mfriedel, what I wanted is to use an existing coreML (created with Turi, Tensroflow, etc) model, and train with my own datasets. But as @hoytak mentioned, coreML doesn't currently support training.,,,