MLOps: Deploying Models into Production

This workshop was developed by Myles (Jumping Rivers) for the NICD Data Innovation Showcase 2024 taking place in Newcastle-Upon-Tyne (25-26 Sep).

The aim is to provide a brief introduction to the MLOps workflow and monitoring models in production. The Vetiver framework by Posit is used in code examples.

The workshop slot is 1 hour 30 minutes.

Slides

The slides can be viewed at bit.ly/2024-nicd-mlops. Alternatively, you can open the index.html file in a web browser.

Scripts

The demo script, exercises and solutions are located in the scripts/ folder, including the life_expectancy.csv data used in the exercises.

R dependencies

• dplyr
• ggplot2
• httr
• jsonlite
• kknn
• palmerpenguins
• pins
• plumber
• readr
• rsample
• tidymodels
• tidyr
• vetiver
• viridis
• yardstick

Datasets

The workshop makes use of the following public datasets:

• Palmer Penguins
• World Health Organisation Life Expectancy