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Is There Some Example Of How To Develop A Hpo In A Pipeline Setup Where Each Hyperparameter Setup Is Each Own Step Again? Should We First Mimick A Base Task For Example?

Is there some example of how to develop a HPO in a pipeline setup where each hyperparameter setup is each own step again? Should we first mimick a base task for example?

  
  
Posted 10 months ago
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Answers 4


I'm now thinking I need some main process that runs first a base_template task such that all gets initialized well. In the same process start the HPO which will add subtasks to the queue. This main process (also a task) will then wait until all other tasks (i.e. hyperparameter setups) have completed before wrapping up and reporting back.

  
  
Posted 10 months ago

Thanks for responding quickly. For this specific use case I need a regression sklearn model (trained in 10-fold CV) that I want to hyperoptimize using optuna. As my datasets are updated regularly, I'd like to define all of this in a pipeline such that I can easily run everything again once the data is changed.

  
  
Posted 10 months ago

Hi @<1577468611524562944:profile|MagnificentBear85> , can you please elaborate a bit on how exactly you want to stricture this?

  
  
Posted 10 months ago

Does that make sense?

  
  
Posted 10 months ago
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