{"product_id":"9781491915714","title":"Practical Machine Learning: Innovations in Recommendation","description":"\u003cp\u003eBuilding a simple but powerful recommendation system is much easier than you think. Approachable for all levels of expertise, this report explains innovations that make machine learning practical for business production settings—and demonstrates how even a small-scale development team can design an effective large-scale recommendation system.\u003c\/p\u003e\u003cp\u003eApache Mahout committers Ted Dunning and Ellen Friedman walk you through a design that relies on careful simplification. You’ll learn how to collect the right data, analyze it with an algorithm from the Mahout library, and then easily deploy the recommender using search technology, such as Apache Solr or Elasticsearch. Powerful and effective, this efficient combination does learning offline and delivers rapid response recommendations in real time.\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eUnderstand the tradeoffs between simple and complex recommenders\u003c\/li\u003e\n\u003cli\u003eCollect user data that tracks user actions—rather than their ratings\u003c\/li\u003e\n\u003cli\u003ePredict what a user wants based on behavior by others, using Mahoutfor co-occurrence analysis\u003c\/li\u003e\n\u003cli\u003eUse search technology to offer recommendations in real time, complete with item metadata\u003c\/li\u003e\n\u003cli\u003eWatch the recommender in action with a music service example\u003c\/li\u003e\n\u003cli\u003eImprove your recommender with dithering, multimodal recommendation, and other techniques\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media, Incorporated","offers":[{"title":"Default Title","offer_id":47179192205552,"sku":"9781491915714","price":18.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0737\/7593\/9824\/files\/9781491915714_p0.jpg?v=1763661102","url":"https:\/\/shop-qa.barnesandnoble.com\/products\/9781491915714","provider":"Barnes \u0026 Noble (DEV)","version":"1.0","type":"link"}