Modeling

Access to Care
The following are a set of multiple types of artifacts published to RStudio Connect. They share or build on the same base analysis. Their purpose is to demonstrate how each type of asset can showcase an aspect of the analysis. The idea is to enable you to reach your audiences more effectively and … Read More…
Plumber API Shiny Report RMarkdown RStudio Connect Modeling Jupyter Notebooks PowerPoint Presentation Deck

Bitcoin Demo
These files demonstrate how to use R in a production environment.

Files ETL [login]. Extract, transform, and load bitcoin data from a web API into the PostgreSQL database. App [login]. Build a Shiny app that depends on the database. Website [login]. Embed the Shiny app into a website. Report …

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Plumber API Shiny Report RMarkdown RStudio Connect Modeling ETL Website

Customer Churn
Using Keras to predict customer churn based on the IBM Watson Telco Customer Churn dataset. We also demonstrate using the lime package to help explain which features drive individual model predictions. In addition, we use three new packages to assist with Machine Learning: recipes for preprocessing, … Read More…
Shiny Report RMarkdown RStudio Connect Modeling Tensorflow Keras R Notebook tidymodels yardstick drake recipies

Income scoring
In this example, we’ll walk through an example of using the RStudio toolchain for a data science project using US census data from the UCI Machine Learning Repository. The notebooks, app, and API in this example have all been published to RStudio Connect. Explore the data The first part of a … Read More…
Plumber API Shiny Report RMarkdown RStudio Connect Modeling

Stock portfolio
These demos showcase different components of RStudio Connect. Each folder contains a piece of R content. More details on each are below. If you have an Internet connect, you can pull live data using the tidyquant and quantmod packages. If you want encapsolated external dependencies, there are two … Read More…
Plumber API Shiny Report RMarkdown RStudio Connect Modeling