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Research, software, data and methods. Inspect the context, compare your options, and take a useful next step.

195 resources · Curated orderClear filters
Software

SALib

Upstream project repository

Sampling and analysis methods for global sensitivity analysis of computational models.

Investigate How do estimated variance-based sensitivity indices converge for a fixed analytic benchmark?

Listing reviewed · source terms apply
Software

scikit-bio

Upstream project repository

Algorithms and data structures for biological sequences, diversity, and related analyses.

Investigate Do selected diversity measures match explicit formulas on a fixed set of abundance vectors?

Listing reviewed · source terms apply
Software

scikit-learn

Upstream project repository

Machine-learning estimators, preprocessing tools, model-selection routines, and evaluation metrics.

Investigate How much does fitting preprocessing before cross-validation bias a fixed synthetic prediction experiment?

Listing reviewed · source terms apply
Software

scikit-survival

Upstream project repository

Survival-analysis models and evaluation tools with a scikit-learn-style interface.

Investigate Does a concordance metric match explicit enumeration of comparable pairs under fixed censoring rules?

Listing reviewed · source terms apply
Datasets

SECOM

UCI Machine Learning Repository

Semiconductor manufacturing measurements for studying sparse defects and extensive missingness.

Investigate Does a missingness-aware SECOM baseline improve minority-defect recall without test-set feature selection?

Listing reviewed · source terms apply
Datasets

Seeds

UCI Machine Learning Repository

Wheat-kernel geometry for an interpretable agricultural classification baseline.

Investigate How stable are seed-class boundaries under feature scaling and small-sample resampling?

Listing reviewed · source terms apply
Datasets

seismic-bumps

UCI Machine Learning Repository

Mining-system seismic measurements for examining rare-event industrial prediction.

Investigate How does hazardous-bump recall change under time-respecting splits with explicit false-alarm reporting?

Listing reviewed · source terms apply
Software

Sentence Transformers

Upstream project repository

Embedding and reranking tooling for evaluating retrieval behavior and representation similarity on controlled corpora.

Investigate How do normalization and similarity choices change rankings in a tiny authored retrieval fixture?

Listing reviewed · source terms apply
Datasets

Seoul Bike Sharing Demand

UCI Machine Learning Repository

Aggregate bicycle-demand and weather observations for evaluating seasonal forecasting.

Investigate Does a weather-assisted Seoul bike forecast outperform a calendar baseline across the final season?

Listing reviewed · source terms apply
Datasets

Servo

UCI Machine Learning Repository

Control-system settings and response values for a compact nonlinear regression investigation.

Investigate Where does an additive servo-response model fail relative to a small interaction model?

Listing reviewed · source terms apply
Datasets

SGEMM GPU kernel performance

UCI Machine Learning Repository

GPU-kernel configuration and timing observations for studying bounded performance prediction.

Investigate How does kernel-runtime prediction generalize when configuration families are held out?

Listing reviewed · source terms apply
Methods

Simulation-Based Calibration Checking

Stan User's Guide / Stan Development Team

A guide to checking Bayesian inference algorithms by simulating parameters and datasets from a model and examining posterior ranks or coverage.

Investigate Can a deliberately biased posterior sampler be distinguished from an exact conjugate sampler by a prespecified rank-uniformity diagnostic?

Listing reviewed · source terms apply

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