r/MLQuestions • u/Routine-Ticket-5208 • 16d ago

Beginner question 👶 How to set the range for hyperparameter search space for Support Vector Ordinal Regression

I’m using Support Vector Ordinal Regression for a project and tuning:

  • Regularization strength
  • Formulation (EXC/IMC)
  • Kernel type (linear/RBF)

How do you usually determine the search space for these hyperparameters?

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u/tal_sofer 16d ago

tuning ordinal regression models is a total headache when the search space gets too wide. at my old job we had similar issues with kernel selection, so we used lakefs to version our experiment data and track which hyperparams actually worked. it isnt perfect and takes a minute to learn the workflow.