Tensorflow with R

Contents

R Notebook

R document that details the process of creating and deploying the model.

• Copy published to RStudio Connect: http://colorado.rstudio.com/rsc/content/1553/tensorflow-w-r.nb.html

Exported Keras/Tensorflow model

A folder that contains a Keras Neural Network model developed, and created in the R Notebook. The resulting files are Tensorflow, not R. The main file is a Protocol Buffer

The model was also deployed to RStudio Connect and can be found here: http://colorado.rstudio.com/rsc/connect/#/apps/2230/access

Shiny app

Source code for the Shiny application that uses the deployed Keras model in RStudio Connect as its source. It uses shinymaterial to make it more mobile-friendly.

• Deployed app on RStudio Connect: http://colorado.rstudio.com/rsc/churn/overtime/
• Short link to the same app: http://rstd.io/churn

Presentation

Companion presentation deck in PDF format: https://github.com/sol-eng/tensorflow-w-r/blob/master/presentation/tensorflow-w-R.pdf

Automated workflow

An example of how to automate the workflow using the drake package is in the workflow folder.

• Published R Notebook: http://colorado.rstudio.com/rsc/content/2159/tensorflow-drake.nb.html