stefan-grafberger / mlwhatif

Data-Centric What-If Analysis for Native Machine Learning Pipelines
Apache License 2.0
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Optimization Tests and Experiments #21

Closed stefan-grafberger closed 2 years ago

stefan-grafberger commented 2 years ago

Description

All of the optimizations work for all the mlinspect example pipelines, but more extensive testing needs to be done. But we need to do optimization experiments anyway, so now that we do the optimization experiments, we can use the experiment code also to build some unit tests.

stefan-grafberger commented 2 years ago

~Maybe it would also be nicer to move the optimizations subpackage outside of the execution subpackage.~

stefan-grafberger commented 2 years ago

We need to add support for several new operations, most importantly, the DummyClassifier to have a very cheap baseline classifier.