5.7. Run data drift and model quality checks in a Prefect pipeline [OPTIONAL CODE PRACTICE]

A code example walkthrough of automating data and model quality checks implemented with the Evidently Python library using Prefect.

Video 7. Run data drift and model quality checks in a Prefect pipeline [OPTIONAL CODE PRACTICE], by Emeli Dral

In this video, we show how to automate the data or model quality checks implemented with the Evidently Python library using Prefect.

Want to go straight to code? Here is the code example to follow along.

Outline: 00:00 Introduction 00:55 Install the libraries 01:53 Start creating a Prefect flow 03:58 Create the flow structure 05:33 Implement functions to load data and run test suites 11:12 Run the Python script 13:09 Implement the Prefect tasks and flow 15:36 Run the flow and view it in Prefect UI