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Hands-On Machine Learning with R (Hardcover) Loot Price: R2,714
Discovery Miles 27 140
Hands-On Machine Learning with R (Hardcover): Brad Boehmke, Brandon M. Greenwell

Hands-On Machine Learning with R (Hardcover)

Brad Boehmke, Brandon M. Greenwell

Series: Chapman & Hall/CRC The R Series

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Loot Price R2,714 Discovery Miles 27 140 | Repayment Terms: R254 pm x 12*

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Hands-on Machine Learning with R provides a practical and applied approach to learning and developing intuition into today's most popular machine learning methods. This book serves as a practitioner's guide to the machine learning process and is meant to help the reader learn to apply the machine learning stack within R, which includes using various R packages such as glmnet, h2o, ranger, xgboost, keras, and others to effectively model and gain insight from their data. The book favors a hands-on approach, providing an intuitive understanding of machine learning concepts through concrete examples and just a little bit of theory. Throughout this book, the reader will be exposed to the entire machine learning process including feature engineering, resampling, hyperparameter tuning, model evaluation, and interpretation. The reader will be exposed to powerful algorithms such as regularized regression, random forests, gradient boosting machines, deep learning, generalized low rank models, and more! By favoring a hands-on approach and using real word data, the reader will gain an intuitive understanding of the architectures and engines that drive these algorithms and packages, understand when and how to tune the various hyperparameters, and be able to interpret model results. By the end of this book, the reader should have a firm grasp of R's machine learning stack and be able to implement a systematic approach for producing high quality modeling results. Features: * Offers a practical and applied introduction to the most popular machine learning methods. * Topics covered include feature engineering, resampling, deep learning and more. * Uses a hands-on approach and real world data.

General

Imprint: Crc Press
Country of origin: United Kingdom
Series: Chapman & Hall/CRC The R Series
Release date: November 2019
First published: 2020
Authors: Brad Boehmke • Brandon M. Greenwell
Dimensions: 140 x 161 x 27mm (L x W x T)
Format: Hardcover
Pages: 456
ISBN-13: 978-1-138-49568-5
Categories: Books > Science & Mathematics > Mathematics > Probability & statistics
Books > Business & Economics > Economics > Econometrics > Economic statistics
Books > Computing & IT > Computer software packages > Other software packages > Mathematical & statistical software
Books > Computing & IT > Applications of computing > Databases > General
Books > Computing & IT > Applications of computing > Artificial intelligence > General
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LSN: 1-138-49568-9
Barcode: 9781138495685

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