Research, software, data and methods. Inspect the context, compare your options, and take a useful next step.
UCI Machine Learning Repository
A rule-generated balance problem that separates memorization from learning a physical decision rule.
Investigate Can a learner recover balance outcomes on held-out weight-distance combinations?
Upstream project repository
A formula-based interface for Bayesian regression and hierarchical models.
Investigate How does partial pooling change group-mean estimation error under a specified synthetic hierarchy?
UCI Machine Learning Repository
Image-derived banknote features for a compact binary classification and robustness exercise.
Investigate Does banknote classification remain stable under plausible feature scaling and controlled perturbations?
Upstream project repository
Bayesian optimization for bounded black-box objective functions.
Investigate Does a fixed acquisition strategy reduce regret faster than a prespecified random-search baseline on a bounded objective?
UCI Machine Learning Repository
Air-quality measurements from multiple monitoring stations for auditing spatiotemporal forecasting.
Investigate How much does station holdout change particulate-matter prediction compared with chronological holdout alone?
UCI Machine Learning Repository
Forecast-model outputs and weather observations for investigating temperature bias correction.
Investigate Does bias correction improve held-out station and season errors over the raw temperature forecast?
Upstream project repository
Evaluation harness for code language models with task-specific generation and execution workflows.
Investigate Can a chosen task adapter preserve generation settings, sample identity and execution status through evaluation?
UCI Machine Learning Repository
Aggregate bicycle-rental counts and contextual covariates for auditing demand forecasts.
Investigate Does a calendar-aware bike-demand baseline outperform persistence on the final chronological holdout?
Upstream project repository
Bioinformatics tools for sequence data, biological file formats, and related analyses.
Investigate Do selected sequence operations preserve declared alphabet and identifier semantics on a generated FASTA fixture?
Upstream project repository
Tools for computational biology, including sequence and molecular-structure analysis.
Investigate Does structural alignment recover a known rigid transform for a nondegenerate synthetic point set?
Upstream project repository
Low-precision tensor and optimizer components for investigating memory and numerical-error tradeoffs.
Investigate How does one supported quantization configuration change a small fixed matrix product relative to a high-precision reference?
SciPy documentation
The bootstrap reference explains percentile, basic and bias-corrected accelerated confidence intervals, paired resampling and computation controls.
Investigate How do interval coverage and width compare for a known skewed distribution at small sample sizes?
Recorded license evidence is scoped to each source; it is not a blanket permission or a verification result.