# Ictonyx **Iteration Comparison Testing Over N-runs: Yield eXamination** Ictonyx trains your model N times under statistically independent seeds, collects the full distribution of outcomes, and applies rigorous non-parametric statistics to reason about performance distributions — rather than treating a single training run as a measurement. ```{toctree} :maxdepth: 2 :caption: Getting Started installation ``` ```{toctree} :maxdepth: 2 :caption: API Reference api/index ``` ```{toctree} :maxdepth: 1 :caption: Other changelog ```