https://github.com/juliasilge/modelops-playground

Experiments and use cases for model monitoring and updating 🧮
https://github.com/juliasilge/modelops-playground

Last synced: 16 days ago
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Experiments and use cases for model monitoring and updating 🧮

• Host: GitHub
• URL: https://github.com/juliasilge/modelops-playground
• Owner: juliasilge
• License: mit
• Created: 2020-12-11T00:47:48.000Z (almost 4 years ago)
• Default Branch: main
• Last Pushed: 2022-10-21T19:20:28.000Z (about 2 years ago)
• Last Synced: 2024-10-14T13:35:01.095Z (about 1 month ago)
• Language: R
• Size: 198 MB
• Stars: 57
• Watchers: 4
• Forks: 15
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE.md

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README

        

# Model Ops Playground

This repo contains example model ops workflows for a dataset of [traffic crashes in Chicago](https://data.cityofchicago.org/Transportation/Traffic-Crashes-Crashes/85ca-t3if). We can build a model to predict whether a crash involved an injury or not, and then monitor, update, etc that model.

![GIPHY](https://media.giphy.com/media/l0HlKQPTHOGNUPTZm/giphy.gif)

## Example tasks

- [Train model](https://github.com/juliasilge/modelops-playground/blob/master/train-model/train.md)

- [Deploy model](https://colorado.rstudio.com/rsc/traffic-crashes/)

- [Monitor model performance on RStudio Connect](https://colorado.rstudio.com/rsc/traffic-crash-monitor/monitor.html)