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Applied supervised learning with R :...
~
Moolayil, Jojo.
Applied supervised learning with R : use machine learning libraries of R to build models that solve business problems and predict future trends
紀錄類型:
書目-語言資料,印刷品 : 單行本
副題名:
use machine learning libraries of R to build models that solve business problems and predict future trends
作者:
RamasubramanianKarthik.,
其他作者:
MoolayilJojo.,
出版地:
Birmingham, UK
出版者:
Packt Publishing;
出版年:
c2019.
面頁冊數:
vi, 469 p.ill. : 24 cm.;
標題:
Machine learning. -
標題:
R (Computer program language) -
附註:
Includes index.
摘要註:
"R provides excellent visualization features that are essential for exploring data before using it in automated learning. Applied Supervised Learning with R helps you cover the complete process of employing R to develop applications using supervised machine learning algorithms for your business needs. The book starts by helping you develop your analytical thinking to create a problem statement using business inputs and domain research. You will then learn different evaluation metrics that compare various algorithms, and later progress to using these metrics to select the best algorithm for your problem. After finalizing the algorithm you want to use, you will study the hyperparameter optimization technique to fine-tune your set of optimal parameters. The book demonstrates how you can add different regularization terms to avoid overfitting your model. By the end of this book, you will have gained the advanced skills you need for modeling a supervised machine learning algorithm that precisely fulfills your business needs."--Back cover.
ISBN:
9781838556334
Applied supervised learning with R : use machine learning libraries of R to build models that solve business problems and predict future trends
Ramasubramanian, Karthik.
Applied supervised learning with R
: use machine learning libraries of R to build models that solve business problems and predict future trends / Karthik Ramasubramanian and Jojo Moolayil. - Birmingham, UK : Packt Publishing, c2019.. - vi, 469 p. ; ill. ; 24 cm..
Includes index..
ISBN 9781838556334ISBN 1838556338
Machine learning.R (Computer program language)
Moolayil, Jojo.
Applied supervised learning with R : use machine learning libraries of R to build models that solve business problems and predict future trends
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"R provides excellent visualization features that are essential for exploring data before using it in automated learning. Applied Supervised Learning with R helps you cover the complete process of employing R to develop applications using supervised machine learning algorithms for your business needs. The book starts by helping you develop your analytical thinking to create a problem statement using business inputs and domain research. You will then learn different evaluation metrics that compare various algorithms, and later progress to using these metrics to select the best algorithm for your problem. After finalizing the algorithm you want to use, you will study the hyperparameter optimization technique to fine-tune your set of optimal parameters. The book demonstrates how you can add different regularization terms to avoid overfitting your model. By the end of this book, you will have gained the advanced skills you need for modeling a supervised machine learning algorithm that precisely fulfills your business needs."--Back cover.
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