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

198 resources · Curated orderClear filters
Software

OpenAI Evals

Upstream project repository

Evaluation framework and registry for organizing model tasks and inspecting how examples become aggregate scores.

Investigate Does a deterministic synthetic evaluation preserve example order, expected labels and aggregate denominators?

Listing reviewed · source terms apply
Datasets

Optical Interconnection Network

UCI Machine Learning Repository

Network configuration and performance observations for examining engineering response surfaces.

Investigate How does optical-network performance prediction change under configuration-group holdout?

Listing reviewed · source terms apply
Datasets

Ozone Level Detection

UCI Machine Learning Repository

Atmospheric predictors and ozone-event labels for inspecting temporally dependent rare-event detection.

Investigate How does ozone-event recall change under chronological splitting and train-only imputation?

Listing reviewed · source terms apply
Datasets

Perfume Data

UCI Machine Learning Repository

Sensor responses to fragrance samples for examining chemical recognition and repeat-measurement leakage.

Investigate How does perfume recognition change when repeated measurements of a sample stay within one fold?

Listing reviewed · source terms apply
Methods

permutation_test

SciPy documentation

A reference for permutation tests that distinguishes exchangeability structures, exact enumeration and randomized null sampling.

Investigate For a small paired dataset, does the randomized test approach an independently enumerated exact null distribution?

Listing reviewed · source terms apply
Datasets

PGCB Hourly Generation Dataset (Bangladesh)

UCI Machine Learning Repository

Hourly generation measurements for evaluating electricity-supply forecasting across time.

Investigate Does seasonal persistence match a covariate-based generation forecast on a final chronological holdout?

Listing reviewed · source terms apply
Software

Photutils

Upstream project repository

Astronomical image analysis for source detection, apertures, backgrounds, and photometry.

Investigate How does aperture flux error vary with source position and aperture radius on a synthetic image?

Listing reviewed · source terms apply
Datasets

Physical Unclonable Functions

UCI Machine Learning Repository

Hardware challenge-response records for studying generalization in physical-device models.

Investigate How does a challenge-response model generalize when devices or challenge families are held out?

Listing reviewed · source terms apply
Software

Pingouin

Upstream project repository

Statistical tests, effect sizes, correlations, and related analysis helpers.

Investigate Do paired-test estimates and confidence intervals agree with an independently calculated small-sample fixture?

Listing reviewed · source terms apply
Software

pmdarima

Upstream project repository

ARIMA modeling, order-selection, and time-series preprocessing utilities for Python.

Investigate How often does a frozen order-selection procedure recover the generating order at specified sample sizes?

Listing reviewed · source terms apply
Datasets

Poker Hand

UCI Machine Learning Repository

Generated card hands with rule-based labels for testing rare combinatorial classes.

Investigate Can a poker-hand classifier identify rare hand classes on a split that excludes reordered duplicates?

Listing reviewed · source terms apply
Methods

Posterior and Prior Predictive Checks

Stan User's Guide / Stan Development Team

A guide to prior and posterior predictive checks that compare replicated-data summaries with chosen aspects of observed data.

Investigate Which discrepancies detect a known tail-shape mismatch that a mean-only predictive check misses?

Listing reviewed · source terms apply

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