Read e-book online Algorithms of the Intelligent Web PDF

By Haralambos Marmanis, Dmitry Babenko

ISBN-10: 1933988665

ISBN-13: 9781933988665

Web 2.0 functions supply a wealthy consumer event, however the components you can't see are only as important-and notable. They use strong ideas to approach info intelligently and provide positive aspects in keeping with styles and relationships in information. Algorithms of the clever net exhibits readers easy methods to use an identical recommendations hired through family names like Google advert feel, Netflix, and Amazon to remodel uncooked information into actionable information.

Algorithms of the clever internet is an example-driven blueprint for growing functions that acquire, study, and act at the big amounts of information clients depart of their wake as they use the net. Readers discover ways to construct Netflix-style advice engines, and the way to use a similar options to social-networking websites. See how click-trace research may end up in smarter advert rotations. all of the examples are designed either to be reused and to demonstrate a normal approach- an algorithm-that applies to a wide variety of scenarios.

As they paintings during the book's many examples, readers find out about advice platforms, seek and score, computerized grouping of comparable items, class of gadgets, forecasting versions, and independent brokers. additionally they get to grips with quite a few open-source libraries and SDKs, and freely to be had APIs from the most popular websites on the net, comparable to fb, Google, eBay, and Yahoo.

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These sites are clearly content aggregators. In addition, a lot of these sites, due to the page creation workflow, have a built-in structure that annotates the content. In Wikipedia, you can assign an article to a category and link articles that refer to the same subject. Wikis are a promising area for applying the techniques of this book. For example, you could build or modify your wiki site so that it automatically categorizes the pages that you write. The wiki pages could have an inlet, or another panel, of recommended terms that you can link to—pages on a wiki are supposed to be linked to each other whenever the link provides an explanation or additional information on a term or topic.

3: 1 2 3 4 5 6 We use an instance of the Lucene IndexSearcher class to open our index for searching. We create an instance of the Lucene QueryParser class by providing the name of the field that we query against and the analyzer that must be used for tokenizing the query text. We use the parse method of the QueryParser to transform the human-readable query into a Query instance that Lucene can understand. We search the index and obtain the results in the form of a Lucene Hits object. We loop over the first n results and collect them in the form of our own SearchResult objects.

Over time, the goals became more practical and concrete. Megalomania yielded to pragmatism and that, in turn, gave birth to many of the other fields that we mentioned, such as machine learning, data mining, soft computing, and so on. Today, the most advanced system of computational intelligence can’t comprehend simple stories that a four-year-old can easily understand. So, if we can’t make computers “think,” can we make them “learn”? Can we teach a computer to distinguish an animal based on its characteristics?

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Algorithms of the Intelligent Web by Haralambos Marmanis, Dmitry Babenko

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