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This is the project that accompanies the Preventing Stale Models in Production blog post.

Get started

Here's what you need to do to get this project running.

  • Clone the repo
  • Create a virtual environment with a command like: python -m venv .venv
  • Install all of the dependencies with : pip install -r requirements.txt
  • Run the bicycle_demand.ipynb notebook

Now you should be able to run the project and DVC is already in place.

Running experiments

All that's left is running experiments. To do that, open a terminal and run: dvc exp run