datawig
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awslabs
Autowig
Description of changes:
We deleted most of the original package and now use only the tabular prediction API of AutoGluon
Only basic functionality is implemented and lightly tested yet, more to come.
The AutoGluonImputer supports fit, predict and complete, as before.
Docs, pypi and build are temporarily disabled.
By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
Awesome, Felix!
Can we somehow constrain the search space for the AutoGluon models? Do you think it would make sense exposing these constraints when using datawig?
I saw you added a time_limit parameter for the training method, is that in seconds?
yes, the search space can be constrained in many different ways, but I thought the time budget is the most convenient option, as depending on the hardware and dependencies available, not all models would be available.
Is it possible to constrain to, for example, linear models with different light-weight pre-processing stages only? I think offering this constraint to users of autowig could work very well (and fast) for most use-cases.