ODSC 2022: An introduction to drift detection

This repo contains the companion notebook for our ODSC 2022 workshop on drift detection.

Instructions

Running on Colab

The easiest way to get started is to open up the workshop notebook in Google Colab by clicking here.

The notebook will run most efficiently on a GPU. To select a GPU runtime on Colab navigate to Runtime -> Change runtime type and select GPU under Hardware accelerator.

Running locally

The notebook can be run locally by first cloning this repo:

git clone https://github.com/ascillitoe/odsc_workshop.git
cd odsc_workshop

Then install all requirements:

pip install -r requirements.txt

Open the notebook:

jupyter-notebook intro_to_drift_detection.ipynb

Note: The dataset and models can be fetched in advance by running python workshop_utilities.py after cloning the repo.

Requirements

You will require working installations of Python (version 3.7 - 3.9) and jupyter (installed with the above pip install).