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Add hyperparameter tuning to episode 3 #351

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svenvanderburg opened this issue Jun 27, 2023 · 1 comment · Fixed by #437
Closed
2 tasks

Add hyperparameter tuning to episode 3 #351

svenvanderburg opened this issue Jun 27, 2023 · 1 comment · Fixed by #437
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Episode 3 Issue related to episode 3 lesson-dev-sprint

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svenvanderburg commented Jun 27, 2023 •
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Add explanation of hyperparamter tuning to episode 3

In this section: https://carpentries-incubator.github.io/deep-learning-intro/03-monitor-the-model/index.html#counteract-model-overfitting we are actually doing hyperparamter tuning (we are changing a hyperparameter). It is only a small extra step to do this within a for-loop.

You can get inspiration from @qualiaMachine 's script here: https://colab.research.google.com/drive/1B_F5ik6P9hfbKT2pzfMgsvFeF99_Uy9V?usp=sharing

This issue resulted from discussions in #348
@svenvanderburg svenvanderburg added the Episode 3 Issue related to episode 3 label Jun 27, 2023
@svenvanderburg svenvanderburg mentioned this issue Jun 27, 2023
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I just realized we already have something like this in the final exercise related to dropout: https://carpentries-incubator.github.io/deep-learning-intro/04-advanced-layer-types/index.html#vary-dropout-rate We can slightly build that out further by adding an infobox on grid search.

@dsmits dsmits changed the title Add hyperparamter tuning to episode 3 Add hyperparameter tuning to episode 3 Aug 15, 2023
@svenvanderburg svenvanderburg self-assigned this Jan 23, 2024
@svenvanderburg svenvanderburg mentioned this issue Jan 24, 2024
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Episode 3 Issue related to episode 3 lesson-dev-sprint
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Add section on hyperparameter tuning carpentries-incubator/deep-learning-intro
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