Modelops
Julia Silge | Monitoring Model Performance | RStudio
0:00 Project introduction 1:50 Overview of the setup code chunk 3:05 Getting new data 4:05 Getting model from RStudio Connect using httr and jsonlite 6:20 Bringing in metrics 9:45 Using the pins package 10:50 Using boards on RStudio Connect 13:30 Benefits of using pins 14:00 Visualizations using ggplot and plotly 17:00 Knitting the flexdashboard 18:10 Project takeaways
You can read Julia’s blogpost, Model Monitoring with R Markdown, pins, and RStudio Connect, here: https://blog.rstudio.com/2021/04/08/model-monitoring-with-r-markdown/
Modelops playground GitHub repo: https://github.com/juliasilge/modelops-playground
pins package documentation: https://pins.rstudio.com/
flexdashboard documentation: https://rmarkdown.rstudio.com/flexdashboard/
tidymodels documentation: https://www.tidymodels.org/
