Classification, regression, clustering, overfitting/underfitting, cross-validation, and metrics.
Formal technical competencies tested within this canonical skill framework.
Precision, Recall, F1-score, ROC-AUC, cross-validation, and regularization.
Proctored and timed examinations measuring practical mastery.