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Optuna Backend

The Optuna backend brings state-of-the-art hyperparameter optimization to Hyperactive. Built on the proven Optuna framework, this backend excels at machine learning hyperparameter tuning with intelligent algorithms designed for mixed parameter spaces.

Why Choose Optuna?

  • ML Hyperparameter Excellence: Algorithms specifically designed and proven for ML model tuning
  • Smart Parameter Handling: Superior support for mixed spaces (continuous + categorical + discrete)
  • Multi-Objective Optimization: Native support for competing objectives (accuracy vs speed)
  • Advanced Bayesian Methods: State-of-the-art TPE, Gaussian Process, and CMA-ES implementations
  • Production Ready: Battle-tested in real-world ML applications with built-in experiment tracking