RStudio On SageMaker

learn RStudio on Amazon SageMaker

Notes

• fully managed and self-serve RStudio solution. elimiinates administrative overhead.
• access to scalable AWS resources
• provides R users with native environment withing SageMaker
• direct access to all tools SageMaker offers (via reticulate)
• fully integrated with SageMaker ecosystem. e.g. Access to SageMaker Built-In Algorithms
• browser based RStudio workbench
• launch RStudio app w/in SageMaker Domain
• launch RStudio session
  • select ec2 instance type
• session has user home directory backed by s3
• installed R pkgs are preserved in home dir
• every session uses same home dir
• develop shiny apps, etc. plumber apis
• R reticulate package offers integration with python for working with SM easily from R
  • import py package and ref from r variable. proxies calls from r to py
• coming soon
  • custom images for RStudio Workbench
  • RStudio Connect managed by SageMaker

    RStudio Connect is a publishing platform for the work your teams create in R and Python. RStudio Connect allows you to share the following, and more, in one convenient place: Shiny applications. R Markdown reports. Plumber APIs.

Screenshots

Launch RStudio from SM Domain

Creating new session in Studio Workbench

Workbench UI

Shiny App Example

Plumber API Example

R Integration with Boto3 SageMaker package via R reticulate package

Running SageMaker Training Job from R

Deploying SageMaker Real-time Predication API Endpoint

Resources

• Announcing Fully Managed RStudio on Amazon SageMaker for Data Scientists
• Use RStudio on Amazon SageMaker
• Using RStudio on Amazon SageMaker: Questions from the Community
• James Blair | Using RStudio on Amazon SageMaker | RStudio - good video with demo
• blairj09-talks/rstudio-sagemaker-webinar - slides from James Blair | Using RStudio on Amazon SageMaker | RStudio video. direct link slides.pdf
• aws/amazon-sagemaker-examples/r_examples/