Download PDF Programming Collective Intelligence Building Smart Web 2.0 Applications

[Free PDF.qUOv] Programming Collective Intelligence Building Smart Web 2.0 Applications

[Free PDF.qUOv] Programming Collective Intelligence Building Smart Web 2.0 Applications

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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. 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 adataset Evolving intelligence for problem solving--how a computer develops its skill by improving its own code the more it plays a game Each chapter includes exercises for extending the algorithms to make them more powerful. Go beyond simple database-backed applications and put the wealth of Internet data to work for you. "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 Microsoft ZDNet This web site uses cookies to improve your experience By viewing our content you are accepting the use of cookies To find out more and change your cookie settings SAP Community SAP The SAP Community is the quickest way for users to solve problems learn more about SAP solutions and invent new ways to get things done Semantic Web - Wikipedia The Semantic Web is an extension of the Web through standards by the World Wide Web Consortium (W3C) The standards promote common data formats and exchange protocols acronyms finder dictionary and abreviations finder This free acronyms and abbreviations finder is a dictionary of useful acronyms and abbreviations for training learning teaching etc Programming Collective Intelligence - Free Download eBook Book Description Want to tap the power behind search rankings product recommendations social bookmarking and online matchmaking? This fascinating book demonstrates Techmeme Blog tracking other technology blogs Smart grid - Wikipedia A smart grid is an electrical grid which includes a variety of operational and energy measures including smart meters smart appliances renewable energy resources Graduate School of Operational and Information Sciences Graduate School of Operational and Information Sciences (GSOIS) Website mynpsedu/web/gsois Dean Gordon McCormick PhD Naval Postgraduate School InformationWeek News Connects The Business Technology InformationWeekcom: News analysis and research for business technology professionals plus peer-to-peer knowledge sharing Engage with our community Microsoft Research Emerging Technology Computer and Explore research at Microsoft a site featuring the impact of research along with publications products downloads and research careers
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