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Regression with TPOT? #186

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dbikard opened this issue Jun 24, 2016 · 5 comments
Closed

Regression with TPOT? #186

dbikard opened this issue Jun 24, 2016 · 5 comments

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@dbikard
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dbikard commented Jun 24, 2016

This might be more of a feature request, but I'm wondering if it's possible to use TPOT to perform a regression task instead of a classification task. Maybe this is already possible and I'm missing something? Could someone point me in the right direction?

Thanks for your help.
David

@rhiever
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rhiever commented Jun 24, 2016

TPOT doesn't currently support regression, but we have plans to do so in the near future once we have the basic algorithm worked out in the supervised classification case.

@rhiever
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rhiever commented Jun 25, 2016

@teaearlgraycold / @tonyfast, it should be pretty easy to swap out the classifiers for regressors, the scoring function with MSE, and have TPOT work the same otherwise, yes? Am I missing anything? Maybe we should prioritize this addition.

@tonyfast
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tonyfast commented Jun 25, 2016

This should be a constraint in #91 .

ClassifierMixins and RegessorMixins define their own scoring functions. I have been experimenting in this notebook.

@rhiever
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rhiever commented Sep 2, 2016

Hi @dbikard, we just released TPOT v0.6 today with regression support. Try upgrading TPOT via pip and using it on your regression data set. Usage docs: link

@dbikard
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dbikard commented Sep 2, 2016

Awesome! Thanks.
On Fri, 2 Sep 2016 at 22:29, Randy Olson notifications@github.com wrote:

Hi @dbikard https://github.com/dbikard, we just released TPOT v0.6
today with regression support. Try upgrading TPOT via pip and using it on
your regression data set. Usage docs: link
http://rhiever.github.io/tpot/using/


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