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Metalearning 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

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Pavel Brazdil 作者

Springer

译者

2008-10-22 出版日期

187 页数

USD 89.95 价格

Hardcover

丛书系列

9783540732624 图书编码

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发表于2024-11-24

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Metalearning 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

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Metalearning is the study of principled methods that exploit metaknowledge to obtain efficient models and solutions by adapting machine learning and data mining processes. While the variety of machine learning and data mining techniques now available can, in principle, provide good model solutions, a methodology is still needed to guide the search for the most appropriate model in an efficient way. Metalearning provides one such methodology that allows systems to become more effective through experience. This book discusses several approaches to obtaining knowledge concerning the performance of machine learning and data mining algorithms. It shows how this knowledge can be reused to select, combine, compose and adapt both algorithms and models to yield faster, more effective solutions to data mining problems. It can thus help developers improve their algorithms and also develop learning systems that can improve themselves. The book will be of interest to researchers and graduate students in the areas of machine learning, data mining and artificial intelligence.

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