{"product_id":"ensemble-methods-for-machine-learning-gautam-kunapuli-9781617297137","title":"Ensemble Methods for Machine Learning","description":"Many machine learning problems are too complex to be resolved by a single model or algorithm. Ensemble machine learning trains a group of diverse machine learning models to work together to solve a problem. By aggregating their output, these ensemble models can flexibly deliver rich and accurate results. \u003cb\u003e\u003ci\u003eEnsemble Methods for Machine Learning\u003c\/i\u003e\u003c\/b\u003e is a guide to ensemble methods with proven records in data science competitions and real world applications. Learning from hands-on case studies, you'll develop an under-the-hood understanding of foundational ensemble learning algorithms to deliver accurate, performant models. \u003cbr\u003e \u003cb\u003eAbout the Technology\u003c\/b\u003e Ensemble machine learning lets you make robust predictions without needing the huge datasets and processing power demanded by deep learning. It sets multiple models to work on solving a problem, combining their results for better performance than a single model working alone. This \"wisdom of crowds\" approach distils information from several models into a set of highly accurate results.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Gautam Kunapuli\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1617297135\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781617297137\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Manning Publications\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 06\/09\/2023\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 350\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.33lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.26h x 7.44w x 0.72d","brand":"Gautam Kunapuli","offers":[{"title":"Paperback","offer_id":43945242296575,"sku":"9781617297137","price":59.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/products\/img_0f754611-dc9e-448a-b6dc-d44b62c4fe76.jpg?v=1681507610","url":"https:\/\/www.whiterainbookhouse.com\/products\/ensemble-methods-for-machine-learning-gautam-kunapuli-9781617297137","provider":"WR Book House","version":"1.0","type":"link"}