Note that Trevor already tries to automate checks for semantic
compatibility by leveraging
Andy's estimator checks utility when possible:

https://github.com/trevorstephens/gplearn/blob/master/gplearn/tests/test_common.py

This can probably be improved (on both sides) but it's a great start!

As for the name and branding I have personally no opposition. The
description of the project is explicit enough:

"Genetic Programming in Python, with a scikit-learn inspired API"

However I would also parse "gplearn" as "Gaussian Process Learn" but I
like inspiration to suggest a better name.

-- 
Olivier

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