The goal of this project is to make a prediction model which will predict the enery consumption by the appliances based on the given dataset.
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The best Algorithm to use for this dataset Extra Trees Regressor
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The untuned model was able to explain 57% of variance on test set .
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The tuned model was able to explain 63% of varaince on tese set which is improvement of 10%
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The final model had 22 features
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Feature reduction was not able to add to better R2 score