TY - BOOK AU - Flach,Peter A. TI - Machine learning: the art and science of algorithms that make sense of data SN - 9781107096394 (hbk.) PY - 2012/// CY - Cambridge PB - Cambridge University Press KW - Machine learning KW - Textbooks KW - Apprentissage automatique KW - Manuels scolaires KW - ram N1 - Includes bibliographical references and index; 1. The ingredients of machine learning -- 2. Binary classification and related tasks -- 3. Beyond binary classification -- 4. Concept learning -- 5. Tree models -- 6. Rule models -- 7. Linear models -- 8. Distance-based models -- 9. Probabilistic models -- 10. Features -- 11. Model ensembles -- 12. Machine learning experiments -- Epilogue: where to go from here ER -