R Markdown format for model monitoring dashboards

Usage

vetiver_dashboard(pins = list(), display_pins = TRUE, ...)

get_vetiver_dashboard_pins()

pin_example_kc_housing_model(board = pins::board_local(), name = "seattle_rf")

Arguments

pins: A list containing board, name, and version, as in pins::pin_read()
display_pins: Should the dashboard display a link to the pin(s)? Defaults to TRUE, but only creates a link if the pin contains a URL in its metadata.
...: Arguments passed to flexdashboard::flex_dashboard()
board: A pin board, created by board_folder(), board_connect(), board_url() or another board_ function.
name: Pin name.

Details

The vetiver_dashboard() function is a specialized type of flexdashboard. See the flexdashboard website for additional documentation: https://pkgs.rstudio.com/flexdashboard/

Before knitting the example vetiver_dashboard() template, execute the helper function pin_example_kc_housing_model() to set up demonstration model and metrics pins needed for the monitoring demo. This function will:

fit an example model to training data
pin the vetiver model to your own pins::board_local()
compute metrics from testing data
pin these metrics to the same local board

These are the steps you need to complete before setting up monitoring your real model.