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Feature Engineering for Machine Learning and Data Analytics
by Guozhu Dong, Huan Liu
Business & Economics / Statistics
Computers / Programming / Games
Computers / Data Science / Data Analytics
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Publisher: CRC Press Year: 2018 Pages: 418 Language: EN
About this book
Feature engineering plays a vital role in big data analytics. Machine learning and data mining algorithms cannot work without data. Little can be achieved if there are few features to represent the underlying data objects, and the quality of results of those algorithms largely depends on the quality of the available features. Feature Engineering for Machine Learning and Data Analytics provides a comprehensive introduction to feature engineering, including feature generation, feature extraction, feature transformation, feature selection, and feature analysis and evaluation. The book presents ke...
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