MLOps with Databricks — Free Course (Marvelous MLOps)

MLOps with Databricks: Free Edition

Channel: Marvelous MLOps Playlist: Watch on YouTube Videos: 12 Duration: ~2h 50min total

Free course covering the full MLOps pipeline on Databricks — from development to production deployment.

Playlist

#	Title	Duration
1	MLOps with Databricks course: intro	41s
2	Lecture 1. Introduction to MLOps	10:15
3	Lecture 2. Developing in Databricks	26:31
4	Lecture 3. Getting started with MLflow	15:27
5	Lecture 4. Log and register models with MLflow	28:42
6	Lecture 5. Model serving architectures	6:56
7	Lecture 6. Deploying a model serving endpoint	22:04
8	Lecture 7. Databricks Asset Bundles (DABs)	20:30
9	Lecture 8. CI/CD and deployment strategies	18:20
10	Lecture 9. Intro to monitoring	12:35
11	Lecture 10. Implementing Model Monitoring in Databricks	6:03
12	MLOps with Databricks: thanks for watching!	36s

Topics Covered

• MLOps fundamentals and best practices
• Databricks environment setup and development
• MLflow tracking, logging, and model registry
• Model serving architectures (batch, real-time, streaming)
• Deploying model serving endpoints
• Databricks Asset Bundles (DABs) for infrastructure as code
• CI/CD pipelines and deployment strategies
• Model monitoring and observability in production