Individual skill
pybroker-optimize
Tune PyBroker strategy hyperparameters with Optuna-backed search using the bundled PyBroker wiki references generated from the local docs. Use when an agent needs to declare tunable values with pybroker.hyperparam, run Strategy.optimize with grid, TPE, or random samplers, choose n_trials, direction, train_size, or seed, write score functions over TestResult metrics, wire hyperparams into indicator kwargs or ctx.hyperparam via add_execution(hyperparams=...), pass custom Optuna samplers or a supplied study, inspect OptimizeResult, WindowOptimizeResult, or study.trials_dataframe(), run walkforward optimization with windows, pin winning values with backtest(params=...), or debug failed trials and grid explosions.
skills/pybroker-optimize/SKILL.md
Source commit 01f11fdd42b76ef564a7f550c247a3dfce81330e
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- Last checked
- Nov 2, 2026
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Repository context
- Repository stars (not skill ratings)
- 3,680
- Repository last updated
- Nov 7, 2026
- License
- NOASSERTION
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- algotrading Repository topic
- backtesting Repository topic
- machine-learning Repository topic
- python Repository topic
- trading Repository topic
- quantitative-finance Repository topic
- stocks Repository topic
- framework Repository topic
- investment Repository topic
- ai Repository topic
- docs Derived category
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Browse files
SKILL.mdcore · 14,054 bytesSKILL.mdcore · 14,054 bytesagents/openai.yamlasset · 294 bytesassets/optimize_template.pyruns · 4,273 bytesreferences/api-public-surface.mddoc · 87,110 bytesreferences/optimization-patterns.mddoc · 19,595 bytesreferences/pybroker_context.pyiasset · 12,325 bytesreferences/pybroker_model.pyiasset · 12,873 bytesreferences/pybroker_strategy.pyiasset · 9,216 bytesreferences/pybroker_types.pyiasset · 14,697 bytesreferences/wiki-03-evaluating-with-bootstrap-metrics.mddoc · 4,415 bytesreferences/wiki-11-configuring-parallelization.mddoc · 6,350 bytesreferences/wiki-12-parameter-optimization.mddoc · 8,906 bytesreferences/wiki-index.mddoc · 2,560 bytes
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