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UCI Machine Learning Repository
A rule-generated balance problem that separates memorization from learning a physical decision rule.
Investigate Can a learner recover balance outcomes on held-out weight-distance combinations?
Upstream project repository
A formula-based interface for Bayesian regression and hierarchical models.
Investigate How does partial pooling change group-mean estimation error under a specified synthetic hierarchy?
UCI Machine Learning Repository
Image-derived banknote features for a compact binary classification and robustness exercise.
Investigate Does banknote classification remain stable under plausible feature scaling and controlled perturbations?
UCI Machine Learning Repository
Air-quality measurements from multiple monitoring stations for auditing spatiotemporal forecasting.
Investigate How much does station holdout change particulate-matter prediction compared with chronological holdout alone?
UCI Machine Learning Repository
Forecast-model outputs and weather observations for investigating temperature bias correction.
Investigate Does bias correction improve held-out station and season errors over the raw temperature forecast?
UCI Machine Learning Repository
Aggregate bicycle-rental counts and contextual covariates for auditing demand forecasts.
Investigate Does a calendar-aware bike-demand baseline outperform persistence on the final chronological holdout?
SciPy documentation
The bootstrap reference explains percentile, basic and bias-corrected accelerated confidence intervals, paired resampling and computation controls.
Investigate How do interval coverage and width compare for a known skewed distribution at small sample sizes?
UCI Machine Learning Repository
Machining measurements for studying industrial condition recognition under grouped acquisition.
Investigate How does machining-state classification change when machine or recording runs are held out?
UCI Machine Learning Repository
A structured car-rating decision problem useful for checking learned rules against declared categories.
Investigate Do simple decision rules generalize to withheld car-attribute combinations?
UCI Machine Learning Repository
Nanotube configuration coordinates for investigating geometric relaxation surrogates.
Investigate How well does a nanotube coordinate surrogate generalize to withheld structural configurations?
UCI Machine Learning Repository
Historical shuttle component observations for inspecting extrapolation and small-sample uncertainty.
Investigate How strongly does the fitted O-ring damage relationship depend on the coldest observations?
Upstream project repository
Probability distributions, quadrature, and polynomial-chaos tools for uncertainty quantification.
Investigate At which quadrature orders are moments of a chosen polynomial response integrated exactly within floating-point tolerance?
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