Machine Learning : the art and science of algorithms that make sense of data /
Flach, Peter A.
Machine Learning : the art and science of algorithms that make sense of data / Peter Flach. - Cambridge; |a New York : Cambridge University Press, 2012. - xvii, 396 pages : illustrations ; 25 cm.
Includes bibliographical references (p. 367-381) 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.
'Machine Learning' brings together all the state-of-the-art methods for making sense of data. With hundreds of worked examples and explanatory figures, it explains the principles behind these methods in an intuitive yet precise manner and will appeal to novice and experienced readers alike.
9781107422223 9781107096394
Machine learning --Textbooks.
Apprentissage automatique--Manual scholary
Machine Learning : the art and science of algorithms that make sense of data / Peter Flach. - Cambridge; |a New York : Cambridge University Press, 2012. - xvii, 396 pages : illustrations ; 25 cm.
Includes bibliographical references (p. 367-381) 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.
'Machine Learning' brings together all the state-of-the-art methods for making sense of data. With hundreds of worked examples and explanatory figures, it explains the principles behind these methods in an intuitive yet precise manner and will appeal to novice and experienced readers alike.
9781107422223 9781107096394
Machine learning --Textbooks.
Apprentissage automatique--Manual scholary