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[AutoML] Add AutoML objective evaluation for classification tasks #7

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bcebere opened this issue Feb 6, 2023 · 0 comments · Fixed by #59
Closed

[AutoML] Add AutoML objective evaluation for classification tasks #7

bcebere opened this issue Feb 6, 2023 · 0 comments · Fixed by #59

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@bcebere
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bcebere commented Feb 6, 2023

Feature Description

For a sampled pipeline, the AutoML search process needs to evaluate an objective, and suggest future points in a direction.

For classification tasks, the evaluation metrics are documented here #11
The benchmark is done using the cross-validation tester documented in #20.
Given a metric, the optimization process might seek to maximize or minimize the objective.

AP Reference: https://github.com/vanderschaarlab/autoprognosis/blob/main/src/autoprognosis/explorers/classifiers.py

@DrShushen DrShushen transferred this issue from another repository Mar 3, 2023
@DrShushen DrShushen mentioned this issue May 14, 2023
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