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.
The slides can be viewed at bit.ly/2024-nicd-mlops. Alternatively, you can open the index.html file in a web browser.
The demo script, exercises and solutions are located in the scripts/ folder, including the life_expectancy.csv data used in the exercises.
- dplyr
- ggplot2
- httr
- jsonlite
- kknn
- palmerpenguins
- pins
- plumber
- readr
- rsample
- tidymodels
- tidyr
- vetiver
- viridis
- yardstick
The workshop makes use of the following public datasets: