Pragmatic AI Labs

Production Governance and MLOps on Databricks

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Pragmatic AI Labs

Production Governance and MLOps on Databricks

Noah Gift
Alfredo Deza

Instructors: Noah Gift

Included with Coursera Plus

Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

7 hours to complete
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

7 hours to complete
Flexible schedule
Learn at your own pace

What you'll learn

  • Navigate and manage the Unity Catalog hierarchy (metastores, catalogs, schemas, tables) using the SDK, CLI, and VS Code

  • Implement access control by creating service principals and writing GRANT/REVOKE statements in SQL

  • Implement access control by creating service principals and writing GRANT/REVOKE statements in SQL

Details to know

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Recently updated!

March 2026

Assessments

3 assignments

Taught in English

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This course is part of the Enterprise AI and Data Engineering with Databricks Specialization
When you enroll in this course, you'll also be enrolled in this Specialization.
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  • Gain a foundational understanding of a subject or tool
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There are 3 modules in this course

This module establishes the foundation of Databricks governance through Unity Catalog. You'll navigate the metastore-catalog-schema- table hierarchy, set up role-based access control using service principals and GRANT/REVOKE statements, and learn to manage your governance setup programmatically with the Databricks Python SDK, CLI, and VS Code extension.

What's included

16 videos9 readings1 assignment

This module covers the workflows that take Databricks code from a developer's laptop to production. You'll integrate Databricks Repos with GitHub using branching strategies and code review, automate notebook testing and deployment with GitHub Actions, and build a complete MLOps pipeline that serves a GenAI application through a model serving endpoint.

What's included

16 videos8 readings1 assignment

This module closes the production loop with Lakehouse Monitoring. You'll enable quality and freshness monitoring on Unity Catalog tables, interpret monitoring results to detect data anomalies and drift, and review the recommendations that turn a working pipeline into a production-ready governance setup.

What's included

8 videos5 readings1 assignment

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Instructors

Noah Gift
Pragmatic AI Labs
30 Courses2,173 learners

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