{"slug":"matlab-matlab-classify-tabular-data","source_name":"matlab/matlab-classify-tabular-data","name":"Matlab/Matlab Classify Tabular Data","description":"Use this skill to classify tabular data end-to-end in MATLAB — load a dataset, prepare and clean it, select promising classifiers, train them, and compare accuracies with cross-validation, holdout, or hyperparameter optimization plus statistical tests. TRIGGER when: user asks to classify tabular data, pick classifiers for a dataset, compare classifier accuracy, run cross-validation or a holdout evaluation, or find the best model with statistical uncertainty. DO NOT TRIGGER when: user has non-tab","version":1,"lift":{"pass_rate_delta_pts":36.36,"pass_rate_pct":54.5,"total_cases":22,"passed_cases":12,"tokens_delta_pct":300.7,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-16T16:08:49.258536+00:00"},"skill_score":0.5455,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":36.36,"with_pass_pct":54.5,"without_pass_pct":18.2,"tokens_delta_pct":300.7,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":15,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-16T16:08:49.258536+00:00","run_id":"e871ca39-cc02-4ba2-9bfc-bbb9f26cdf1f","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"https://www.mathworks.com/content/dam/mathworks/license/pmrl/license.md","install_count":0,"manifest_hash":"d544d6d3f84fc97919dc7e41ddf77295f3082f26c94cbc25deaa9e3555dca123","raw_url":"https://app.decimal.ai/s/matlab-matlab-classify-tabular-data/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/matlab-matlab-classify-tabular-data"}