03-orchestration

3. Orchestration and ML Pipelines

Note: orchestration.py is a ready final version. The rest of the files were worked on together during the video tutorials.

3.1 Negative engineering and workflow orchestration

3.2 Introduction to Prefect 2.0

3.3 First Prefect flow and basics

3.4 Remote Prefect Orion deployment

3.5 Deployment of Prefect flow

Links:

• Instructions for Hosting Prefect Orion

3.6 MLOps Zoomcamp 3.6 - (Optional) Work queues and agents

3.7 Homework

More information here: homework.md

Notes

Did you take notes? Add them here:

• Week 3, Prefect Introduction and S3 Bucket configuration with Prefect by M. Ayoub C.
• Notes from froukje
• Minimalist code notes from Anna V
• Getting Started on Prefect 2.0 + Deploying worfklows for MLflow Staging by Ron Medina (Jupyter Book)
• Quickstart your homework by Zioalex
• Notes from Maxime M
• Send a PR, add your notes above this line