HPO in practice can be made more efficient if the search is guided through often available expert’s domain knowledge and intuition. Expert priors can be interfaced with the HPO problem in multiple ways such as leveraging past evaluations of different hyperparameter settings or the expert’s explicit belief of good hyperparameters encoded as a prior distribution … Continue reading Expert-in-the-loop HPO
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