{"slug":"mkurman-optuna","source_name":"mkurman/optuna","name":"Mkurman/Optuna","description":"Hyperparameter optimization framework (Optuna). Define-by-run API with automatic search space construction, state-of-the-art samplers (TPE, CMA-ES, NSGA-II, GPSampler), efficient pruning (Median, Hyperband, ASHA), multi-objective optimization, constrained optimization, distributed parallel execution, and visualization dashboard. Integrates with PyTorch, PyTorch Lightning, TensorFlow, Keras, XGBoost, LightGBM, CatBoost, MLflow, W&B, and scikit-learn.","version":1,"lift":{"pass_rate_delta_pts":9.09,"pass_rate_pct":90.9,"total_cases":22,"passed_cases":20,"tokens_delta_pct":109.9,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-21T10:26:28.830978+00:00"},"skill_score":0.9091,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":9.09,"with_pass_pct":90.9,"without_pass_pct":81.8,"tokens_delta_pct":109.9,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-21T10:26:28.830978+00:00","run_id":"b1b9ad31-10fa-482c-b7fd-cec18bcdae72","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT license","install_count":0,"manifest_hash":"63b063709d2c2854c322c8015d49d7710285af232fb4f6ecef0dd596885054d8","raw_url":"https://app.decimal.ai/s/mkurman-optuna/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/mkurman-optuna"}