This repository accumulates tutorials/use cases of using Prefect in an ML project.
Title | Article | Repository | Video |
---|---|---|---|
How to Structure an ML Project for Reproducibility and Maintainability | π | π | |
Orchestrate Your Data Science Project with Prefect 2.0 | π | π | π |
Detect Defects in a Data Pipeline Early with Validation and Notifications | π | π | π |
Create Robust Data Pipelines with Prefect, Docker, and GitHub | π | π | |
Create a Maintainable Data Pipeline with Prefect and DVC | π | π | |
Create Observable and Reproducible Notebooks with Hex | π | π | π |
Build a Full-Stack ML Application With Pydantic And Prefect | π | π | π |
View a full playlist on Prefect here.