Code Recipes
Bayesian Optimization

Bayesian Optimization (Optuna GP)

Updated: 05/20/2026bogpoptuna

Description

Built-in [GPSampler] from Optuna — a Gaussian-process Bayesian optimizer.

  • Highlights: a BoTorch-free GP baseline that stays inside the Optuna ecosystem.
  • Good for: continuous-heavy spaces with expensive evaluations.
  • Dependencies: optuna, scipy, torch.
  • A drop-in alternative to scikit-optimize.

Code

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