Description:Get going with tidymodels, a collection of R packages for modeling and machine learning. Whether you're just starting out or have years of experience with modeling, this practical introduction shows data analysts, business analysts, and data scientists how the tidymodels framework offers a consistent, flexible approach for your work.RStudio engineers Max Kuhn and Julia Silge demonstrate ways to create models by focusing on an R dialect called the tidyverse. Software that adopts tidyverse principles shares both a high-level design philosophy and low-level grammar and data structures, so learning one piece of the ecosystem makes it easier to learn the next. You'll understand why the tidymodels framework has been built to be used by a broad range of people.With this book, you will:* Learn the steps necessary to build a model from beginning to end* Understand how to use different modeling and feature engineering approaches fluently* Examine the options for avoiding common pitfalls of modeling, such as overfitting* Learn practical methods to prepare your data for modeling* Tune models for optimal performance* Use good statistical practices to compare, evaluate, and choose among modelsWe have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks online or by storing it on your computer, you have convenient answers with Tidy Modeling with R: A Framework for Modeling in the Tidyverse. To get started finding Tidy Modeling with R: A Framework for Modeling in the Tidyverse, you are right to find our website which has a comprehensive collection of manuals listed. Our library is the biggest of these that have literally hundreds of thousands of different products represented.
Pages
—
Format
PDF, EPUB & Kindle Edition
Publisher
—
Release
—
ISBN
Tidy Modeling with R: A Framework for Modeling in the Tidyverse
Description: Get going with tidymodels, a collection of R packages for modeling and machine learning. Whether you're just starting out or have years of experience with modeling, this practical introduction shows data analysts, business analysts, and data scientists how the tidymodels framework offers a consistent, flexible approach for your work.RStudio engineers Max Kuhn and Julia Silge demonstrate ways to create models by focusing on an R dialect called the tidyverse. Software that adopts tidyverse principles shares both a high-level design philosophy and low-level grammar and data structures, so learning one piece of the ecosystem makes it easier to learn the next. You'll understand why the tidymodels framework has been built to be used by a broad range of people.With this book, you will:* Learn the steps necessary to build a model from beginning to end* Understand how to use different modeling and feature engineering approaches fluently* Examine the options for avoiding common pitfalls of modeling, such as overfitting* Learn practical methods to prepare your data for modeling* Tune models for optimal performance* Use good statistical practices to compare, evaluate, and choose among modelsWe have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks online or by storing it on your computer, you have convenient answers with Tidy Modeling with R: A Framework for Modeling in the Tidyverse. To get started finding Tidy Modeling with R: A Framework for Modeling in the Tidyverse, you are right to find our website which has a comprehensive collection of manuals listed. Our library is the biggest of these that have literally hundreds of thousands of different products represented.