How would you optimize the hyperparameters in an SVM to achieve the best performance on a specific dataset?

  • Guess the hyperparameters
  • Optimize the kernel only
  • Use grid search or random search with cross-validation
  • Use only the default values
Utilizing techniques like grid search or random search with cross-validation allows for systematic hyperparameter tuning to achieve the best performance.
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