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Machine Learning: The Art and Science of Algorithms that Make Sense of Data

Name: Machine Learning: The Art and Science of Algorithms that Make Sense of Data
SKU: 9781316506110
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by Peter Flach

Publisher ‏ : ‎ Cambridge University Press ( 2012)
Language ‏ : ‎ English
Paperback ‏ : ‎ 396 pages
ISBN-10 ‏ : ‎ 9781316506110
ISBN-13 ‏ : ‎ 978-1316506110

Availability: 1 in stock

SKU: 9781316506110 Category: Computer Science

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Prologue: a machine learning sampler
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. In brief: model ensembles
12. In brief: machine learning experiments
Epilogue: where to go from here
Important points to remember
Bibliography
Index.