https://github.com/iterative/stale-model-example

This is the repo for the Preventing Stale Models in Production blog post.
https://github.com/iterative/stale-model-example

example machine-learning python

Last synced: 5 months ago
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This is the repo for the Preventing Stale Models in Production blog post.

• Host: GitHub
• URL: https://github.com/iterative/stale-model-example
• Owner: iterative
• Created: 2022-01-10T17:40:46.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2022-11-07T22:03:58.000Z (over 2 years ago)
• Last Synced: 2024-08-09T02:17:32.266Z (8 months ago)
• Topics: example, machine-learning, python
• Language: Jupyter Notebook
• Homepage:
• Size: 1.11 MB
• Stars: 6
• Watchers: 15
• Forks: 3
• Open Issues: 1
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

• jimsghstars - iterative/stale-model-example - This is the repo for the Preventing Stale Models in Production blog post. (Jupyter Notebook)

README

        
This is the project that accompanies the [Preventing Stale Models in Production blog post](https://iterative.ai/blog/stale-models).

## 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`