Research, software, data and methods. Inspect the context, compare your options, and take a useful next step.
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?
UCI Machine Learning Repository
Radar-return descriptors for testing classification and calibration under limited sample sizes.
Investigate How does ionosphere classification calibration change across repeated fixed stratified splits?
Upstream project repository
Benchmark repository for evaluating language models on biology and laboratory research knowledge tasks.
Investigate Can a small non-procedural, rights-reviewed subset support an auditable scoring and contamination-risk review?
UCI Machine Learning Repository
Leaf image descriptors for comparing small botanical classification baselines.
Investigate Which leaf classes are unstable under repeated fixed splits and train-only feature scaling?
UCI Machine Learning Repository
A synthetic display-recognition problem with controllable observation noise.
Investigate Does a classifier's error track the documented LED noise mechanism on a frozen evaluation design?
UCI Machine Learning Repository
A constructed feature-selection problem for testing signal recovery among distracting dimensions.
Investigate Does feature selection improve Madelon classification when selection is nested inside training folds?
UCI Machine Learning Repository
Simulated telescope event features for studying signal-background discrimination.
Investigate How do classwise calibration and low-false-positive performance compare for two bounded gamma-event baselines?
UCI Machine Learning Repository
Aggregate road-traffic counts and weather context for evaluating demand forecasts over time.
Investigate Does a seasonal traffic baseline outperform a weather-assisted model on a final chronological holdout?
UCI Machine Learning Repository
Metro compressor sensor time series for investigating event detection and forecasting.
Investigate Can a fixed anomaly rule detect compressor events on a held-out chronological segment without label leakage?
UCI Machine Learning Repository
Microturbine operating measurements for evaluating electrical-output prediction across regimes.
Investigate How does electrical-energy prediction generalize to held-out microturbine operating regions?
UCI Machine Learning Repository
Mass-spectrometry descriptors for investigating microbial identification from chemical signals.
Investigate How does MicroMass identification change when related sample measurements are grouped before splitting?
Recorded license evidence is scoped to each source; it is not a blanket permission or a verification result.