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Learning Predictive Analytics with R

New Kobo Germany
Auf Lager
Get to grips with key data visualization and predictive analytic skills using RAbout This BookAcquire predictive analytic skills using various tools of RMake predictions about future events by discovering valuable information from data using RComprehensible guidelines that focus on predictive model design with real-world dataWho This Book Is ForIf you are a statistician, chief information officer, data scientist, ML engineer, ML practitioner, quantitative analyst, and student of machine learning, this is the book for you. You should have basic knowledge of the use of R. Readers without previous experience of programming in R will also be able to use the tools in the book. What You Will LearnCustomize R by installing and loading new packagesExplore the structure of data using clustering algorithmsTurn unstructured text into ordered data, and acquire knowledge from the dataClassify your observations using Naïve Bayes, k-NN, and decision treesReduce the dimensionality of your data using principal component analysisDiscover association rules using AprioriUnderstand how statistical distributions can help retrieve information from data using correlations, linear regression, and multilevel regressionUse PMML to deploy the models generated in RIn DetailR is statistical software that is used for data analysis. There are two main types of learning from data: unsupervised learning, where the structure of data is extracted automatically; and supervised learning, where a labeled part of the data is used to learn the relationship or scores in a target attribute. As important information is often hidden in a lot of data, R helps to extract that information with its many standard and cutting-edge statistical functions. This book is packed with easy-to-follow guidelines that explain the workings of the many key data mining tools of R, which are used to discover knowledge from your data. You will learn how to perform key predictive analytics tasks using R, such as train and test predict
Marke:Packt Publishing
EAN:Packt Publishing
Packt Publishing
Packt Publishing