ml-classification-pipeline

SKILLWorkflowcommunity
v0.0.0thomson-liApache-2.0Updated 3mo agoSource →

Builds a leakage-safe tabular classification pipeline end to end: a clean train/test split, preprocessing inside a Pipeline/ColumnTransformer, baseline vs. tuned models with cross-validated hyperparameter search, and honest metrics (accuracy, precision/recall/F1, ROC-AUC, confusion matrix) on a held

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3mo agoLast update
Skill
Authorthomson-li
Version0.0.0
LicenseApache-2.0
CategoryWorkflow
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Builds a leakage-safe tabular classification pipeline end to end: a clean train/test split, preprocessing inside a Pipeline/ColumnTransformer, baseline vs. tuned models with cross-validated hyperparameter search, and honest metrics (accuracy, precision/recall/F1, ROC-AUC, confusion matrix) on a held-out set. Use whenever the user wants to "train a model", "predict a class/label", "build a classifi

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