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UCI Machine Learning Repository
Wine chemical measurements for an interpretable small-sample classification baseline.
Investigate Which wine measurements remain useful when feature selection occurs entirely inside training folds?
UCI Machine Learning Repository
Chemical wine descriptors and quality scores for inspecting ordinal prediction and subgroup shifts.
Investigate How does wine-quality prediction change when the documented wine groups are evaluated separately?
Upstream project repository
Labeled multidimensional arrays and datasets for coordinate-aware scientific computation.
Investigate Does coordinate-aware arithmetic produce the expected intersection and values when coordinate labels differ?
Upstream project repository
Grid-aware operations for labeled arrays, including staggered grids used in geophysical models.
Investigate Do grid-aware differences reproduce a known linear field derivative with declared boundary conditions?
UCI Machine Learning Repository
Hull parameters and hydrodynamic measurements for compact physical regression experiments.
Investigate Where does yacht resistance prediction fail when speed regimes are withheld?
UCI Machine Learning Repository
Protein descriptors and yeast localization labels for studying imbalanced multiclass prediction.
Investigate How does macro-averaged yeast localization performance differ from overall accuracy?
Upstream project repository
Chunked multidimensional array storage with configurable stores and codecs.
Investigate Do different chunk layouts preserve dtype, shape, values, and fill-value semantics for a generated array?
UCI Machine Learning Repository
Animal traits for examining the strengths and limits of simple categorical classification.
Investigate Which zoo classes remain poorly estimated after reporting classwise uncertainty?
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