feat: API diet + tune as experiment glue - #49
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Drop decision_function and unused preprocessing re-exports. Redesign tune_estimator with bare-param grids, side-by-side re-entry, and get_tuning_results. Add the diagnostics-first roadmap.
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Summary
decision_function; dropTargetEncoder/DateLevelfromponiard.preprocessingexportstune_estimator: bare param auto-prefix, side-by-side{name}_tuned(no overwrite),get_tuning_results()escape hatchROADMAP.mdand document the tune workflow in the READMETest plan
uv run pytest— 168 passedget_tuning_resultstune_estimator(..., grid={"C": [...]})→fit→get_resultsincludes*_tuned