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LinkedIn Learning

Tableau and R for Analytics Projects

via LinkedIn Learning

Overview

Learn how to combine the analytical strengths of R with the visualization power of Tableau to analyze and present data more effectively.

Syllabus

Introduction
  • Include R analyses in your Tableau visualizations
  • What you should know
1. Introducing Tableau and R
  • Compare the strengths of Tableau and R
  • See how R and Tableau can work together
  • Install R on a computer
  • Download and install CRAN packages in R
  • Run Rserve and establish a connection to Tableau
2. Prepare for Analysis with Tableau and R
  • Import data into R
  • Create calculations in R
  • Import data into Tableau
  • Create a visualization in Tableau
  • Create a calculated field in Tableau
3. Create and Visualize Linear Regression Models
  • Linear regression and multiple regression models
  • Create a single- and multiple-variable linear regression model in R
  • Analyze regression variables for significance in R
  • Visualize data for linear regression in Tableau
  • Add an R regression model to a Tableau viz
4. Detect and Visualize Outliers
  • Explore outliers and outlier detection
  • Create an outlier detection model in R
  • Visualize data for outlier detection in Tableau
  • Add an R outlier detection model to a Tableau viz
5. Define and Visualize Clustering Models
  • Explore clustering algorithms
  • Create a centroid-based clustering model in R
  • Visualize clustered data in Tableau
  • Add an R clustering model to a Tableau viz
6. Classify Data Using Logistic Regression
  • Explore logistic regression algorithms
  • Create a logistic regression model in R
  • Visualize data for logistic regression in Tableau
  • Add an R logistic regression model to a Tableau viz
7. Classify Data Using Support Vector Machines
  • Explore support vector machine algorithms
  • Create a support vector machine model in R
  • Visualize support vector machine data in Tableau
  • Add an R support vector machine model to a Tableau viz
8. Visualize Random Forest Analysis Data in Tableau
  • Explore random forest analysis
  • Create a random forest analysis model in R
  • Visualize data for random forest analysis in Tableau
  • Add a random forest analysis model to a Tableau viz
Conclusion
  • Next steps

Taught by

Curt Frye

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