ml-operations / library
Optuna
Capability: Optuna
Use it when
- run resumable hyperparameter optimization with pruning
- search parameter spaces across parallel workers
What it solves
Not the fit when
- bad objectives and leakage still produce misleading optima
Install
pip install optuna
Invoke
Define an objective using trial suggestions, create a persistent study, call `study.optimize`, and configure pruning and parallel workers.
Alternatives
No reviewed alternatives recorded yet.