Train single class models

WayScience / phenotypic_profiling

Machine learning for predicting 15 single-cell phenotypes from cell morphology profiles

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Train single class models #25

Closed roshankern closed 1 year ago

roshankern commented 1 year ago

This PR is ready for review!

In this PR, single-class models are trained with the train subset of labeled Mitocheck data. For each of the 15 phenotypic classes, a model was trained to determine whether or not a cell's features belong to a certain phenotype. These models with later be evaluated and compared to the multi-class models to determine which method of classification is better.

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roshankern commented 1 year ago

For the sake of this PR review, all 96 models have been moved to another folder and will be added to this repo after the PR has been reviewed.