Awesome
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
<div> <img src = "images/presentation.png" width = '600' > </div>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