RStudio Enterprise Meetup
Julia Silge & Isabel Zimmerman
September 20, 2022
🤔 What language does your team use for machine learning?
you can operationalize that model!
you likely should operationalize that model!
a set of practices to deploy and maintain machine learning models in production reliably and efficiently
🤔 What package do you use most for machine learning?
managing change in models
🤔 Have you ever deployed a model?
putting models in REST APIs
tracking model performance
a set of practices to deploy and maintain machine learning models in production reliably and efficiently
Version
Deploy
Monitor
your R and Python models
🤔 What kinds of models do you commonly use?
RStudio’s pro products, like Connect
A public or private cloud, using Docker
Documentation at https://vetiver.rstudio.com/
Isabel’s talk from rstudio::conf() 2022 on Demystifying MLOps 🍪
Julia’s recent screencast on deploying a model with Docker
End-to-end demos from RStudio Solution Engineering in R and Python