Generative AI Application Deployment and Monitoring
Databricks
Last updated June 30, 2026
Generative AI Application Deployment and Monitoring is a free, two-hour course on getting a generative AI application into production and keeping it healthy there. It covers deploying and operationalizing a system, then monitoring it once it's live — watching how it behaves with real traffic so problems surface before users feel them. It picks up where building leaves off, assuming you already know the basics of constructing a generative AI application, and the deployment and monitoring workflows are taught on the Databricks platform.
What you'll learn
- Deploying a generative AI application and operationalizing it for real use
- What changes once a system serves live traffic
- Monitoring a deployed generative AI application to catch problems early
- Keeping a production system healthy over time
- Doing it on the Databricks platform, end to end
Frequently asked questions about Generative AI Application Deployment and Monitoring
Who is Generative AI Application Deployment and Monitoring for?
Developers who can build a generative AI application and want to deploy, operationalize, and monitor it in production.
Is Generative AI Application Deployment and Monitoring free?
Yes — Generative AI Application Deployment and Monitoring is completely free to take.
What are the prerequisites for Generative AI Application Deployment and Monitoring?
The basics of building generative AI applications; familiarity with Databricks. A free Databricks Academy account is required to start.
Do you need to code for Generative AI Application Deployment and Monitoring?
Yes — Generative AI Application Deployment and Monitoring involves hands-on coding.
Why we suggest this course
Covers the last and least glamorous mile — shipping a generative AI application and watching it in production — for developers who can build one but haven't yet run one live. One thing to know: the deployment and monitoring workflows are Databricks-specific and need a free Academy account, so they map most cleanly onto that stack.