Bike Predict - App - Connect Widgets

Bike Share

End-to-End Data Science with Posit Connect


Background

This project illustrates using Posit Connect to deploy a data science project featuring:

Scheduled jobs

  • Fetching and cleaning data from a continuously updating web source
  • Pushing cleaned data to a relational database
  • Creating intermediate datasets for subsequent use

Pins

  • Serving intermediate datasets and model objects for use in apps, APIs, and other jobs

APIs / Vetiver

  • Serving model predictions via HTTP requests deployed using vetiver

Development and Production Apps

  • Exposing model predictions to end-users through Shiny and Dash apps
  • Using git-backed deployment to keep a stable version of the application available from the main branch while doing development work on another branch

Private Packages

Content

Explore the deployed items below:

Scheduled Jobs

Pins

APIs

Apps