Machine learning : the art and science of algorithms that make sense of data / Peter Flach

By:

Flach, Peter A

Material type: Text

TextPublication details: Cambridge : Cambridge University Press, 2012Description: xvii, 396 p. : col. ill. ; 25 cmISBN:

9781107096394 (hbk.)
1107096391 (hbk.)
9781107422223 (pbk.)
1107422221 (pbk.)

Subject(s):

Contents:

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

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Holdings ( 1 )
Title notes ( 2 )

Holdings
Item type	Current library	Call number	Copy number	Status	Date due	Barcode
Open Shelf	UMPLIB PEKAN	Q325.5 .F53 2012 (Browse shelf(Opens below))	1	Available		0000079788

Includes bibliographical references and index