Research, software, data and methods. Inspect the context, compare your options, and take a useful next step.
UCI Machine Learning Repository
Gas-sensor measurements under flow modulation for studying dynamic chemical discrimination.
Investigate Can temporal summary features retain gas discrimination under acquisition-group holdout?
UCI Machine Learning Repository
Turbine operating variables and emission measurements for investigating physical prediction over time.
Investigate How does emissions prediction change when entire acquisition years are withheld?
statsmodels documentation
A reference for generalized estimating equations with clustered outcomes and explicit working-dependence structures.
Investigate How does a misspecified working correlation affect coefficient error and robust standard-error coverage?
statsmodels documentation
A generalized-linear-model reference connecting response families, link functions, variance functions and fitted results.
Investigate How does an intentionally misspecified response family alter uncertainty and predictive fit on evaluator-generated count data?
UCI Machine Learning Repository
Glass chemistry measurements for investigating small-sample materials classification.
Investigate How uncertain is glass-type classification when rare classes are evaluated separately?
UCI Machine Learning Repository
Surface-vehicle sensor streams for investigating motion prediction and sensor consistency.
Investigate Does a simple surface-vehicle motion baseline remain stable across held-out recording sessions?
Upstream project repository
Forecast reconciliation and evaluation for hierarchical and grouped time series.
Investigate Do reconciled forecasts satisfy all aggregation constraints in a small synthetic hierarchy?
UCI Machine Learning Repository
Artificial sampled curves for testing classification of local geometric structure under noise.
Investigate How does hill-versus-valley recognition change across the documented noise conditions?
Upstream project repository
Hidden Markov model estimation and inference with common emission distributions.
Investigate Does the forward-algorithm likelihood equal exhaustive hidden-path summation for a short categorical sequence?
UCI Machine Learning Repository
Radio-survey candidate descriptors for inspecting imbalanced pulsar detection.
Investigate How does pulsar-candidate recall change when thresholds are fixed using training data only?
UCI Machine Learning Repository
Simulated robot trajectories for preparing a reproducible motion-prediction benchmark.
Investigate Can a trajectory baseline generalize to a held-out simulated robot motion after coordinate and timing audits?
Upstream project repository
Evaluation framework for composing tasks, model interactions, scoring and inspectable logs.
Investigate Does a deterministic mock-model evaluation preserve the input, scoring rule and retry history needed to audit every result?
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