Find your next starting point.

Flower measurements for a compact, interpretable multiclass baseline and leakage audit.

A guide to model-evaluation splits, including grouped and time-series data, nested model selection and permutation-based assessment.

A guide to variance filters, univariate tests, recursive elimination, model-based selection and selection inside pipelines.

A probability-calibration guide covering reliability curves and sigmoid, isotonic and temperature-scaling approaches.

A guide distinguishing outlier detection from novelty detection and comparing assumptions of several anomaly-detection methods.

Pixelated metamaterial unit-cell designs and band-gap locations and widths for investigating simulation surrogate reliability.

A broad scoring reference that distinguishes classification, regression, ranking and clustering metrics and their scorer interfaces.

Oil-production process signals for studying event detection across operating scenarios.

A guide to partial-dependence and individual-conditional-expectation curves, including definitions, computation and correlated-input caveats.

A model-inspection guide explaining permutation importance and its limitations when predictors are strongly correlated.

A replication examining lexical methods for measuring bias and sensitivity to seed choices.

A replication of replay-based continual learning with vision transformers, relevant to evaluating retention across sequential tasks.