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Demonstration repo for the 2021 Nashville Analytics Summit session "Get Your Model to Production Faster by Wrapping it in a Flask App"

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analytics-summit-wrap-ml-model

Demonstration repo for the 2021 Nashville Analytics Summit session "Get Your Model to Production Faster by Wrapping it in a Flask App"

There are currently three subdirectories in this repo:

  • flask-ml-api is a bare bones Flask app that you could use as a starting point for wrapping your ML model in an API.
  • diabetes-predictor is a working example of what a simple ML model might look like using flask-ml-api as a starting point.
  • live-demo is the directory we'll start from for some live coding fun during the session; our goal will be to reproduce (more or less) what's in diabetes-predictor, discussing some of our choices and thinking along the way.

Useful Python libraries

  • Flask: Python framework for Web development
  • joblib Python functions as pipeline jobs
  • schedule: Human-readable scheduling

Highly recommended reading

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Demonstration repo for the 2021 Nashville Analytics Summit session "Get Your Model to Production Faster by Wrapping it in a Flask App"

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