Research, software, data and methods. Inspect the context, compare your options, and take a useful next step.
UCI Machine Learning Repository
Industrial electricity measurements for auditing calendar-aware energy forecasts.
Investigate Does a simple seasonal model match a richer steel-industry demand model on the final time block?
UCI Machine Learning Repository
Steel-surface fault descriptors for inspecting industrial multiclass prediction.
Investigate Which steel-fault classes remain difficult after train-only scaling and class-balanced reporting?
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?
statsmodels documentation
A state-space modeling guide covering filtering, smoothing, latent-state uncertainty, time-series models and residual diagnostics.
Investigate Can a small linear-Gaussian model recover known Kalman-filter states and covariances under missing observations?
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?
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