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Machine Learning with R Cookbook - Second Edition [electronic resource] Analyze data and build predictive models. 2nd ed

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서명/저자사항Machine Learning with R Cookbook - Second Edition : Analyze data and build predictive models. [electronic resource].
개인저자Bhatia, AshishSingh.
Chiu, Yu-Wei (David),
판사항2nd ed.
발행사항Birmingham: Packt Publishing, 2017.
형태사항1 online resource (564 pages).
기타형태 저록Print version: Bhatia, AshishSingh. Machine Learning with R Cookbook - Second Edition : Analyze data and build predictive models. Birmingham : Packt Publishing, ©2017 9781787284395
ISBN9781787287808
1787287807


일반주기 ""Chapter 4: R and Statistics""
내용주기""Cover""; ""Copyright""; ""Credits""; ""About the Authors""; ""About the Reviewers""; ""www.PacktPub.com""; ""Customer Feedback""; ""Table of Contents""; ""Preface""; ""Chapter 1: Practical Machine Learning with R""; ""Introduction""; ""Downloading and installing R""; ""Getting ready""; ""How to do it ... ""; ""How it works ... ""; ""See also""; ""Downloading and installing RStudio""; ""Getting ready""; ""How to do it ... ""; ""How it works ... ""; ""See also""; ""Installing and loading packages""; ""Getting ready""; ""How to do it ... ""; ""How it works ... ""; ""See also""
""Understanding of basic data structures""""Data types""; ""Data structures""; ""Vectors""; ""How to do it ... ""; ""How it works ... ""; ""Lists""; ""How to do it ... ""; ""How it works ... ""; ""Array""; ""How to do it ... ""; ""How it works ... ""; ""Matrix""; ""How to do it ... ""; ""DataFrame""; ""How to do it ... ""; ""Basic commands for subsetting""; ""How to do it ... ""; ""Data input""; ""Reading and writing data""; ""Getting ready""; ""How to do it ... ""; ""How it works ... ""; ""There's more ... ""; ""Manipulating data""; ""Getting ready""; ""How to do it ... ""; ""How it works ... ""; ""There's more ... ""
""Applying basic statistics""""Getting ready""; ""How to do it ... ""; ""How it works ... ""; ""There's more ... ""; ""Visualizing data""; ""Getting ready""; ""How to do it ... ""; ""How it works ... ""; ""See also""; ""Getting a dataset for machine learning""; ""Getting ready""; ""How to do it ... ""; ""How it works ... ""; ""See also""; ""Chapter 2: Data Exploration with Air Quality Datasets""; ""Introduction""; ""Using air quality dataset""; ""Getting ready""; ""How to do it ... ""; ""How it works ... ""; ""There's more ... ""; ""Converting attributes to factor""; ""Getting ready""; ""How to do it ... ""
""How it works ... """"There's more ... ""; ""Detecting missing values""; ""Getting ready""; ""How to do it ... ""; ""How it works ... ""; ""There's more ... ""; ""Imputing missing values""; ""Getting ready""; ""How to do it ... ""; ""How it works ... ""; ""Exploring and visualizing data""; ""Getting ready""; ""How to do it ... ""; ""Predicting values from datasets""; ""Getting ready""; ""How to do it ... ""; ""How it works ... ""; ""Chapter 3: Analyzing Time Series Data""; ""Introduction""; ""Looking at time series data""; ""Getting ready""; ""How to do it ... ""; ""How it works ... ""; ""See also""
""Plotting and forecasting time series data""""Getting ready""; ""How to do it ... ""; ""How it works ... ""; ""See also""; ""Extracting, subsetting, merging, filling, and padding""; ""Getting ready""; ""How to do it ... ""; ""How it works ... ""; ""See also""; ""Successive differences and moving averages""; ""Getting ready""; ""How to do it ... ""; ""How it works ... ""; ""See also""; ""Exponential smoothing""; ""Getting ready""; ""How to do it ... ""; ""How it works ... ""; ""See also""; ""Plotting the autocorrelation function""; ""Getting ready""; ""How to do it ... ""; ""How it works ... ""; ""See also""
요약Explore over 110 recipes to analyze data and build predictive models with simple and easy-to-use R code.
일반주제명R.
Mathematical statistics --Data processing.
Mathematical statistics --Data processing.
MATHEMATICS / Applied.
MATHEMATICS / Probability & Statistics / General.
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