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. - New York : Cambridge University Press, 2015 - xvii, 396 p. : col. ill. ; 24 cm.
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.
'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 (pbk.)
2012289353
GBB254843 bnb
016098961 Uk
Machine learning--Textbooks.
Apprentissage automatique--Manuels scolaires.
Q325.5 / .F53 2012
006.31 FLA/Mac
Machine learning :the art and science of algorithms that make sense of data Peter Flach. - New York : Cambridge University Press, 2015 - xvii, 396 p. : col. ill. ; 24 cm.
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.
'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 (pbk.)
2012289353
GBB254843 bnb
016098961 Uk
Machine learning--Textbooks.
Apprentissage automatique--Manuels scolaires.
Q325.5 / .F53 2012
006.31 FLA/Mac