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UCI Machine Learning Repository
Stone-artifact measurements for investigating small-sample archaeological classification.
Investigate How stable are stone-flake group distinctions under leave-one-artifact-out evaluation?
UCI Machine Learning Repository
Material-composition descriptors and transition temperatures for investigating materials prediction.
Investigate How does superconducting-temperature error change under composition-grouped splitting?
UCI Machine Learning Repository
Agent-swarm descriptors for studying emergent-state recognition in simulation data.
Investigate Can a swarm-state model generalize to withheld simulation parameter settings?
UCI Machine Learning Repository
Electrical-machine operating measurements for examining bounded response prediction.
Investigate How does synchronous-machine regression generalize to withheld excitation or load regions?
UCI Machine Learning Repository
Constructed circular point groups for examining the limits of distance-based clustering.
Investigate Can clustering methods recover the documented circle groups, and how sensitive are results to distance metric and scale?
UCI Machine Learning Repository
Generated process-control sequences for comparing anomaly-shape classification methods.
Investigate Which synthetic control-chart patterns are confused by a small feature-based baseline?
UCI Machine Learning Repository
Completed board states for testing learned combinatorial concepts against inspectable rules.
Investigate Can a tic-tac-toe classifier generalize when symmetry-equivalent boards remain in the same split?
Upstream project repository
Metrics for tensor-based learning systems, useful for testing reductions, state accumulation and distributed aggregation.
Investigate Does a selected classification metric match a hand-built confusion matrix across uneven batch partitions?
UCI Machine Learning Repository
Relational train descriptions for investigating compact logical classification rules.
Investigate Can the published train labels be modeled with a minimal auditable rule set under leave-one-out evaluation?
UCI Machine Learning Repository
Ultrasonic instrument signals for examining diagnostic classifications and sensor drift.
Investigate How does flowmeter diagnosis change when operating conditions are held out?
Upstream project repository
Propagation of parameter uncertainties and correlations through Python arithmetic expressions.
Investigate Where does first-order uncertainty propagation diverge from a fixed Monte Carlo reference for a nonlinear ratio?
Upstream project repository
Predictive-uncertainty analysis tools for examining calibration, sharpness and scoring on controlled regression predictions.
Investigate Can a fixed synthetic prediction set distinguish calibration changes from changes in interval width?
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