Skip to main content

Generative AI Application Deployment and Monitoring

Ready to learn how to deploy, operationalize, and monitor generative deploying, operationalizing, and monitoring generative AI applications? This content will help you gain skills in the deployment of generative AI applications using tools like Model Serving. We’ll also cover how to operationalize generative AI applications following best practices and recommended architectures. Finally, we’ll discuss the idea of monitoring generative AI applications and their components using Lakehouse Monitoring.

Skill Level
  • Familiarity with natural language processing concepts
  • Familiarity with prompt engineering/prompt engineering best practices 
  • Familiarity with the Databricks Data Intelligence Platform
  • Familiarity with RAG  (preparing data, building a RAG architecture, concepts like embedding, vectors, vector databases, etc.)
  • Experience with building LLM applications using multi-stage reasoning LLM chains and agents
  • Familarity with Databricks Data Intelligence Platform tools for evaluation and governance. 

Upcoming Public Classes

Jun 20
09 AM - 01 PM (America/Los_Angeles)

Public Class Registration

If your company has purchased success credits or has a learning subscription, please fill out the Training Request form. Otherwise, you can register below.

Private Class Request

If your company is interested in private training, please submit a request.

See all our registration options

Registration options

Databricks has a delivery method for wherever you are on your learning journey



Custom-fit learning paths for data, analytics, and AI roles and career paths through on-demand videos

Register now



Public and private courses taught by expert instructors across half-day to two-day courses

Register now


Blended Learning

Self-paced and weekly instructor-led sessions for every style of learner to optimize course completion and knowledge retention. Go to Subscriptions Catalog tab to purchase

Purchase now



Comprehensive training offering for large scale customers that includes learning elements for every style of learning. Inquire with your account executive for details

Upcoming Public Classes

Career Workshop

Career Workshop/

March 20

Careers at Databricks

We're on a mission to help data teams solve the world's toughest problems. Will you join us?
Advance my career now


If you have any questions, please refer to our Frequently Asked Questions page.