本文主要是介绍Programming Collective Intelligence: Building Smart Web 2.0 Applications [ILLUSTRATED],希望对大家解决编程问题提供一定的参考价值,需要的开发者们随着小编来一起学习吧!
版权声明:原创作品,允许转载,转载时请务必以超链接形式标明文章原始出版、作者信息和本声明。否则将追究法律责任。 http://blog.csdn.net/topmvp - topmvpWant 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.
Programming Collective Intelligence takes you into the world of machine learning and statistics, and explains how to draw conclusions about user experience, marketing, personal tastes, and human behavior in general -- all from information that you and others collect every day. Each algorithm is described clearly and concisely with code that can immediately be used on your web site, blog, Wiki, or specialized application. This book explains:
*Collaborative filtering techniques that enable online retailers to recommend products or media Methods of clustering to detect groups of similar items in a large dataset*Search engine features -- crawlers, indexers, query engines, and the PageRank algorithm
*Optimization algorithms that search millions of possible solutions to a problem and choose the best one
*Bayesian filtering, used in spam filters for classifying documents based on word types and other features
*Using decision trees not only to make predictions, but to model the way decisions are made
*Predicting numerical values rather than classifications to build price models
*Support vector machines to match people in online dating sites
*Non-negative matrix factorization to find the independent features in a dataset
*Evolving intelligence for problem solving -- how a computer develops its skill by improving its own code the more it plays a game
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