Share Description
In this course, you will :
- Learn how to combine R's analytical capabilities with Tableau's visualisation power to more effectively analyse and present data.
- demonstrates the installation of R and RServe; create a link between Tableau and R; Perform a variety of analyses in R, ranging from linear regression to cluster identification, and integrate the results into Tableau visualisations.
Syllabus :
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
