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AMSF (Automated Model Selection Framework) provides Classifier/Predictor Selection for WEKA-Classifiers based on Meta-Learning. Selection is done via a rule-based Pre-Selection, followed by 'Zoomed Ranking'(as used in WEKA METAL).