Research, software, data and methods. Inspect the context, compare your options, and take a useful next step.
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?
Upstream project repository
Specialized array reductions and moving-window numerical operations.
Investigate Do moving means follow the documented minimum-count and missing-value rules on short arrays?
Upstream project repository
Thermodynamics, chemical kinetics, and transport calculations for reacting systems.
Investigate Does a bounded kinetic simulation conserve the declared elemental inventory within prespecified tolerances?
Upstream project repository
Model interpretability algorithms for checking attribution behavior against simple functions with known contributions.
Investigate Does a selected attribution method recover known contributions for a linear model under a fixed baseline?
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?
Upstream project repository
Categorical-variable encoders for machine-learning preprocessing.
Investigate Do selected encoders apply declared unseen-category behavior without exposing held-out target values?
Upstream project repository
Processing steps for CCD astronomical images, including calibration and image combination.
Investigate Does a fixed CCD calibration sequence recover the generated signal and propagate the declared mask behavior?
Upstream project repository
Interpretation of CF-style coordinate and variable metadata on xarray objects.
Investigate Do metadata-based coordinate selections resolve the intended variables when names differ from physical meanings?
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?
UCI Machine Learning Repository
Ceramic chemistry measurements for investigating small-sample material-group identification.
Investigate How stable are ceramic composition groups under resampling and measurement-scale changes?
Recorded license evidence is scoped to each source; it is not a blanket permission or a verification result.