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