SatRdays London 2023: Julia Silge - What is "production" anyway? MLOps for the curious

What is "production" anyway? MLOps for the curious by Julia Silge (Posit) at the SatRdays London 2023 conference, hosted by Jumping Rivers!
Abstract:
Many data scientists understand what goes into training a machine learning or statistical model, but creating a strategy to deploy and maintain that model can be daunting. You may have even heard that R is not appropriate for production use. In this talk, learn what the practice of machine learning operations (MLOps) is, what principles can be used to create a practical MLOps strategy, what people mean when they say “production”, and what kinds of tasks and components are involved. See how to get started with vetiver, a framework for MLOps tasks in R (and Python) that provides fluent tooling to version, deploy, and monitor your models.
This event was sponsored by:
- CUSP London
- Jumping Rivers
- Posit
- R Consortium