Research, software, data and methods. Inspect the context, compare your options, and take a useful next step.
Upstream project repository
Code-generation evaluation tooling and expanded testing resources for studying test coverage and result reproducibility.
Investigate Can a hand-authored incorrect solution pass a weak fixture but fail a separately specified edge-case test?
Upstream project repository
Evaluation metric interfaces for examining aggregation semantics and reproducibility across batches.
Investigate Do a selected metric's batch updates and single-pass computation agree on a tiny authored fixture?
UCI Machine Learning Repository
Weather and fire observations for studying skewed environmental regression targets.
Investigate Does log-target modeling improve forest-fire prediction on a frozen spatial-temporal evaluation?
UCI Machine Learning Repository
Remote-sensing descriptors for examining forest-type identification across data groups.
Investigate How does forest-type accuracy change when location or acquisition groups are held out?
UCI Machine Learning Repository
Soybean cultivar observations across harvests for examining agricultural domain shift.
Investigate How does cultivar identification change when one harvest is withheld entirely?
UCI Machine Learning Repository
Gas-sensor responses over acquisition batches for investigating calibration drift.
Investigate How much does gas classification deteriorate when later acquisition batches are held out?
UCI Machine Learning Repository
Low-concentration gas-sensor observations for investigating detection limits and calibration stability.
Investigate How does low-concentration gas recognition change when acquisition batches are held out?
UCI Machine Learning Repository
Temperature-modulated gas-sensor records for studying dynamic calibration and drift.
Investigate How does gas recognition change when temperature cycles or acquisition sessions are held out?
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?
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?
Recorded license evidence is scoped to each source; it is not a blanket permission or a verification result.