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MLOps Recipes for Prefect

This repository accumulates tutorials/use cases of using Prefect in an ML project.

Articles

Title Article Repository Video
How to Structure an ML Project for Reproducibility and Maintainability πŸ”— πŸ”—
Orchestrate Your Data Science Project with Prefect 2.0 πŸ”— πŸ”— πŸ”—
Detect Defects in a Data Pipeline Early with Validation and Notifications πŸ”— πŸ”— πŸ”—
Create Robust Data Pipelines with Prefect, Docker, and GitHub πŸ”— πŸ”—
Create a Maintainable Data Pipeline with Prefect and DVC πŸ”— πŸ”—
Create Observable and Reproducible Notebooks with Hex πŸ”— πŸ”— πŸ”—
Build a Full-Stack ML Application With Pydantic And Prefect πŸ”— πŸ”— πŸ”—

Videos

View a full playlist on Prefect here.

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Tutorials/use cases of using Prefect in an ML project.

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