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Continual learning with ensembles #511

Merged
merged 13 commits into from
Jun 25, 2021
Merged

Continual learning with ensembles #511

merged 13 commits into from
Jun 25, 2021

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paxcema
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@paxcema paxcema commented May 27, 2021

Note: tests will not pass until L#432 is merged.

Why

To continuously train predictors from streams of data.

How

Add Predictor.adjust(from_data=new_data) method that will call an AdjustTransaction to train a new predictor exclusively with new_data and then add this trained predictor with the previous one(s) in a LightwoodEnsemble object.

@paxcema paxcema marked this pull request as ready for review June 25, 2021 20:50
@paxcema paxcema merged commit 128b072 into staging Jun 25, 2021
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2 participants