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Explore tools that can help find the sensitivity of a parameter. #34

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kusumachalasani opened this issue Jun 30, 2022 · 3 comments
Open

Explore tools that can help find the sensitivity of a parameter. #34

kusumachalasani opened this issue Jun 30, 2022 · 3 comments
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kusumachalasani commented Jun 30, 2022 •
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Goal : Explore available libraries to find the sensitivity of a parameter.

Tools available:

SALib
uncertainpy
savvy
optuna.importance
@kusumachalasani kusumachalasani added this to the 18-July-2022 milestone Jun 30, 2022
@kusumachalasani kusumachalasani added this to To do in Kruize Autotune 0.0.8 via automation Jun 30, 2022
@kusumachalasani kusumachalasani self-assigned this Jun 30, 2022
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kusumachalasani commented Jul 19, 2022 •
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Explored on SALib tool.
Went through Optuna Visualization tool to measure the importance of each hyperparameter.

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Require more analysis, moving it to next sprint.

@kusumachalasani kusumachalasani moved this from To do to In progress in Kruize Autotune 0.0.8 Jul 19, 2022
@kusumachalasani kusumachalasani changed the title Explore 3 tools that can help find the sensitivity of a parameter. Explore tools that can help find the sensitivity of a parameter. Jul 29, 2022
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kusumachalasani commented Jul 29, 2022 •
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Explored optuna.importance.

@kusumachalasani kusumachalasani removed this from the 01-Aug-2022 milestone Aug 2, 2022
@kusumachalasani kusumachalasani removed this from In progress in Kruize Autotune 0.0.8 Aug 2, 2022
@chandrams chandrams added this to To Do in Sensitivity Analysis Aug 2, 2022
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