Loading…
This event has ended. Visit the official site or create your own event on Sched.
Back To Schedule
Wednesday, July 27 • 2:30pm - 2:50pm
Robust R Deployments: Building a Pipeline from RStudio to Production

Sign up or log in to save this to your schedule, view media, leave feedback and see who's attending!

R is often maligned as a poor fit for production deployment systems. At dv01 we deploy Plumber API that serves machine learning models to Tape Cracker, a client facing web application. With R in production we use the same codebase throughout the data science pipeline, saving time and resources while reducing the chance for bugs in the hand-off. To accomplish this we use industry standard continuous integration and deployment tools to deploy our API to compute clusters in the cloud. Our pipeline progresses stepwise through staging, release and production environments. Automated integration testing at each step enables a robust and reliable deployment. In this talk R users will learn strategies to deploy R code in production environments.

Speakers
avatar for David Maguire

David Maguire

dv01
A physical scientist by training, David leverages the scientific method along with the statistical capabilities of R to solve business issues. He has applied this skillset to a variety of industries, including pharmaceutical manufacturing and, currently, structured finance at dv01... Read More →


Wednesday July 27, 2022 2:30pm - 2:50pm EDT
2. Potomac D