MerchantryTidbits

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.