{"product_id":"ensemble-methods-for-machine-learning-9781617297137","title":"Ensemble Methods for Machine Learning","description":"\u003cp\u003e • Author(s): Gautam Kunapuli\u003cbr\u003e • Publisher: Manning Publications\u003cbr\u003e • Publisher Imprint: Manning Publications\u003cbr\u003e • BISAC: Data Science - Machine Learning\u003c\/p\u003e\u003cp\u003eMany 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.\u003c\/p\u003e","brand":"Manning Publications","offers":[{"title":"Paperback","offer_id":45035024023703,"sku":"9781617297137","price":5953.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781617297137.webp?v=1769211334","url":"https:\/\/atlanticbooks.com\/products\/ensemble-methods-for-machine-learning-9781617297137","provider":"Atlantic Books","version":"1.0","type":"link"}