Электронная библиотека

ЭЛЕКТРОННАЯ БИБЛИОТЕКА






Добро пожаловать на сайт электронной библиотеки!
Здесь можно найти произведения русских и зарубежных авторов.
Скачать множество книг и журналов различных жанров и направлений.
Большой выбор художественной, бизнес, учебной и технической литературы.
Все представленные здесь книги и журналы имеют подробное описание и обложку.
Наша библиотека регулярно пополняется только новыми и интересными материалами!

«Подробнее о сайте»            «Правила сайта»            «Написать нам»            «Статьи»

Toby Segaran - Programming Collective Intelligence: Building Smart Web 2.0 Applications

Компьютерные >> Веб





Разместил: maxaddnews74

5-04-2012, 10:55

Просмотров: 711





Toby Segaran - Programming Collective Intelligence: Building Smart Web 2.0 Applications

Название: Programming Collective Intelligence: Building Smart Web 2.0 Applications
Автор: Toby Segaran
ISBN: 0596529325
Издательство: O’Reilly Media
Год издания: 2007
Страниц: 368
Язык: English
Формат: PDF
Размер: 5.26 Мб


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 a dataset
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

Table of Contents
Chapter 1. Introduction to Collective Intelligence
Chapter 2. Making Recommendations
Chapter 3. Discovering Groups
Chapter 4. Searching and Ranking
Chapter 5. Optimization
Chapter 6. Document Filtering
Chapter 7. Modeling with Decision Trees
Chapter 8. Building Price Models
Chapter 9. Advanced Classification: Kernel Methods and SVMs
Chapter 10. Finding Independent Features
Chapter 11. EVOLVING INTELLIGENCE
Chapter 12. Algorithm Summary

Appendix. Third-Party Libraries










Похожие публикации

Stoney Creek Collection №001-394 Stoney Creek Collection №001-394
Буклеты для вышивания из коллекции Stoney Creek. Тематика различная - от рождественских мотивов, до свадебной тематики и пейзажей различных размеров. Обложки буклетов так же являются великолепными источником идей оформления вышитых картин.

Practical Database Programming with Visual Basic.NET Practical Database Programming with Visual Basic.NET
The most up-to-date Visual Basic.NET programming textbook—covering both fundamentals and advanced-level programming techniques—complete with examples and solutions Visual Basic.NET (VB.NET) is an object-oriented computer programming language that

New Perspectives on Computer Concepts 2013: Comprehensive New Perspectives on Computer Concepts 2013: Comprehensive
This edition of New Perspectives on Computer Concepts 2013 goes beyond the computer basics and covers relevant technical and practical information that matter to students' daily lives. Every chapter of the book covers a specific subject in a

Cash for Sign-Ups Cash for Sign-Ups
Can’t Sell Online?… Can’t Create Your Own Products?… Don’t Like Emailing People?… Hate Blogging?…If Internet Marketing Just Isn’t What They Made It Out To Be You May Be In For A Shock That You Don’t Need To Know ANY Of That! I will give you my exact

SEO For 2010. Search Engine Optimization Secrets SEO For 2010. Search Engine Optimization Secrets
A very well-designed web site is useless if no one can find it on the web. If your company is going to succeed on the web, optimizing your site for search engine visibility is a must. Especially since it is the telephone book of the now, not the

No Bullshit Social Media: The All-Business, No-Hype Guide to Social Media Marketing No Bullshit Social Media: The All-Business, No-Hype Guide to Social Media Marketing
The In-Your-Face, Results-Focused, No-Kumbaya Guide to Social Media for Business! -Detailed techniques for increasing sales, profits, market share, and efficiency -Specific solutions for brand-building, customer service, R&D, and reputation

Joshue O Connor - Pro HTML5 Accessibility Joshue O Connor - Pro HTML5 Accessibility
Pro HTML5 Accessibility helps designers come to grips with building exciting, accessible and usable web sites and applications with HTML5. The book covers how to use HTML5 in order to serve the needs of people with disabilities and older persons

Matt Butcher - Drupal 7 Multi Sites Configuration Matt Butcher - Drupal 7 Multi Sites Configuration
Drupal is one of the most powerful PHP Content Management Systems there is. However, why would you install a CMS for every site you build? With just one copy of Drupal you can host several sites. Drupal has long had multi-site support, and Drupal

SharePoint Server 2010 Administration SharePoint Server 2010 Administration
Get quickly up to speed on SharePoint Server 2010! Covering all aspects of the SharePoint technology, this unique book-and-DVD combination provides expert guidance within each lesson in the book, which is then supplemented on the instructional DVD.

Peter Harrington - Machine Learning in Action Peter Harrington - Machine Learning in Action
Machine Learning in Action is unique book that blends the foundational theories of machine learning with the practical realities of building tools for everyday data analysis. You’ll use the flexible Python programming language to build programs that




Отзывы и Комментарии





Добавление комментария

Ваше Имя:
Ваш E-Mail:(необязательно)
  • bowtiesmilelaughingblushsmileyrelaxedsmirk
    heart_eyeskissing_heartkissing_closed_eyesflushedrelievedsatisfiedgrin
    winkstuck_out_tongue_winking_eyestuck_out_tongue_closed_eyesgrinningkissingstuck_out_tonguesleeping
    worriedfrowninganguishedopen_mouthgrimacingconfusedhushed
    expressionlessunamusedsweat_smilesweatdisappointed_relievedwearypensive
    disappointedconfoundedfearfulcold_sweatperseverecrysob
    joyastonishedscreamtired_faceangryragetriumph
    sleepyyummasksunglassesdizzy_faceimpsmiling_imp
    neutral_faceno_mouthinnocent

Книги




Союз образовательных сайтов