Can I tell TPOT to transform my data with the Power Transformer?

[CBrauer]

Hello,

My dataset has columns that contain skewed distributions. The following plot shows that a Power Transformer would bring my data into a gaussian distribution. This greatly improves the Probability Plot.

My question is: How can I influence TPOT to use a Power Transformer?

Charles

[rachitk]

@CBrauer TPOT should naturally support most of sklearn's built-in transformers. You can include such transformers as operators in your own custom configuration dictionary to pass into TPOT: https://epistasislab.github.io/tpot/using/#customizing-tpots-operators-and-parameters

If you can use this transformer in various pipelines and see that it performs well, we might be able to include it in TPOT's premade configurations as a default option.