Bayesian Optimization (Optuna TPE)

General-purpose Bayesian optimization using Optuna's default TPESampler.

• Algorithm: Tree-structured Parzen Estimator.
• Good for: mixed-type search spaces with continuous, integer, categorical, and binary variables.
• Dependencies: optuna.

A safe default — try this first when the search space is mixed.