Programming Collective Intelligence: Building Smart Web 2.0 Applications"O'Reilly Media, Inc.", 16. 8. 2007. - 362 страница Want to tap the power behind search rankings, product recommendations, social bookmarking, and online matchmaking? This fascinating book demonstrates how you can build Web 2.0 applications to mine the enormous amount of data created by people on the Internet. With the sophisticated algorithms in this book, you can write smart programs to access interesting datasets from other web sites, collect data from users of your own applications, and analyze and understand the data once you've found it.
"Bravo! I cannot think of a better way for a developer to first learn these algorithms and methods, nor can I think of a better way for me (an old AI dog) to reinvigorate my knowledge of the details." -- Dan Russell, Google "Toby's book does a great job of breaking down the complex subject matter of machine-learning algorithms into practical, easy-to-understand examples that can be directly applied to analysis of social interaction across the Web today. If I had this book two years ago, it would have saved precious time going down some fruitless paths." -- Tim Wolters, CTO, Collective Intellect |
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Discovering Groups | 29 |
Searching and Ranking | 54 |
Optimization | 86 |
Document Filtering | 117 |
Modeling with Decision Trees | 142 |
Building Price Models | 167 |
Kernel Methods and SVMs | 197 |
Finding Independent Features | 226 |
Evolving Intelligence | 250 |
Algorithm Summary | 277 |
ThirdParty Libraries | 309 |
Mathematical Formulas | 316 |
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Programming Collective Intelligence: Building Smart Web 2.0 Applications Toby Segaran Ограничен приказ - 2007 |