Research, software, data and methods. Inspect the context, compare your options, and take a useful next step.
Upstream project repository
Tensor computation and automatic differentiation framework for constructing controlled learning and gradient experiments.
Investigate Do automatic gradients agree with analytical derivatives for a small well-conditioned scalar objective?
Upstream project repository
Training-loop framework for studying checkpoint restoration, reproducibility and separation of model logic from orchestration.
Investigate Does resuming a tiny deterministic run from a checkpoint match its uninterrupted reference?
UCI Machine Learning Repository
Chemical descriptors and aquatic bioassay outcomes for a bounded ecotoxicology regression audit.
Investigate Which compounds dominate aquatic-toxicity error after train-only preprocessing and influence analysis?
UCI Machine Learning Repository
Molecular descriptors and biodegradation labels for checking chemical prediction protocols.
Investigate How does chemical-group-aware splitting change biodegradation classification performance?
UCI Machine Learning Repository
Chemical descriptors and fish bioconcentration factors for studying environmental-property prediction.
Investigate How does bioconcentration prediction change when related chemicals are kept in the same fold?
UCI Machine Learning Repository
Molecular descriptors and aquatic toxicity measurements for studying chemical regression uncertainty.
Investigate How does fish-toxicity prediction change under chemical-group-aware splitting?
UCI Machine Learning Repository
Raisin morphology measurements for an interpretable food-classification benchmark.
Investigate How stable is raisin-variety classification across fixed stratified splits and measurement normalization?
Upstream project repository
Distributed execution and machine-learning infrastructure for studying task scheduling, tuning and fault handling.
Investigate Does a small synthetic parameter sweep retain each trial's identity and failure state under a declared retry policy?
UCI Machine Learning Repository
Rice-grain shape measurements for a compact agricultural classification study.
Investigate Which geometric features preserve rice-variety discrimination under a frozen evaluation protocol?
UCI Machine Learning Repository
Robot-operation measurements and failure types for investigating grouped fault detection.
Investigate How does robot failure classification change when whole execution episodes are held out?
Upstream project repository
Experiment organization and observation tooling for capturing configurations, dependencies and run outcomes.
Investigate Does a controlled failed run preserve its configuration and failure outcome as clearly as a successful run?
Upstream project repository
Scientific coding benchmark repository linking problem formulations and evaluation logic for researcher-oriented model assessment.
Investigate Can one rights-reviewed scientific coding task distinguish a syntactically valid solution from numerical correctness under fixed tolerances?
Recorded license evidence is scoped to each source; it is not a blanket permission or a verification result.