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Machine Learning for Hackers
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Machine Learning for Hackers
by John Myles White
Published by O'Reilly Media, Inc., 2012
Cover
O'Reilly Strata Conference
Machine Learning for Hackers
Preface
1. Using R
2. Data Exploration
3. Classification: Spam Filtering
4. Ranking: Priority Inbox
5. Regression: Predicting Page Views
6. Regularization: Text Regression
7. Optimization: Breaking Codes
8. PCA: Building a Market Index
9. MDS: Visually Exploring US Senator Similarity
10. kNN: Recommendation Systems
11. Analyzing Social Graphs
12. Model Comparison
Works Cited
Index
About the Authors
Colophon
Copyright
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