Get Started with Databricks for Generative AI
This course offers a practical introduction to the Mosaic AI platform, focusing on its key components and features for building and deploying generative AI systems. Participants will learn how Databricks facilitates the development of scalable generative AI solutions and explore Mosaic AI tools such as Vector Search, the Agent Framework, and MLflow’s generative AI capabilities for model tracking and logging. This course includes hands-on experience in constructing and evaluating Retrieval-Augmented Generation (RAG) pipelines, deploying generative AI agents, and leveraging evaluation frameworks to optimize performance. By the end of the course, learners will be equipped with the skills to design, deploy, and monitor common generative AI applications using Mosaic AI.
The content was developed for participants with these skills/knowledge/abilities:
Basic knowledge of generative AI engineering topics is recommended.
Outline
Databricks Mosaic AI Overview
The Generative AI Opportunity
Databricks Mosaic AI Platform
Prompt Engineering with Internal & External Models
Prompt Engineering Basics
Demo: Prompt Engineering in AI Playground
Introduction to Mosaic AI Gateway
Demo: External Models with AI Gateway
Build & Register a RAG Pipeline
Retrieval Augmented Generation (RAG) Fundamentals
Mosaic AI Vector Search
MLFlow for GenAI
Demo: Build & Register a RAG Application
Evaluating and Deploying AI Systems
End-to-end Evaluation
Demo: Evaluation with Agent Framework
Real-time Deployment with Model Serving
Demo: Real-time Deployment with Model Serving
End-to-end RAG Pipeline on Databricks
Lab: End-to-end RAG Pipeline
Upcoming Public Classes
Date | Time | Language | Price |
|---|---|---|---|
Feb 06 | 09 AM - 11 AM (America/Los_Angeles) | English | Free |
Feb 19 | 12 PM - 02 PM (Asia/Singapore) | English | Free |
Feb 20 | 03 PM - 05 PM (Europe/London) | English | Free |
Mar 17 | 03 PM - 05 PM (Europe/London) | English | Free |
Mar 18 | 01 PM - 03 PM (America/New_York) | English | Free |
Mar 24 | 02 PM - 04 PM (Asia/Kolkata) | English | Free |
Apr 08 | 09 AM - 11 AM (America/Los_Angeles) | English | Free |
Apr 15 | 03 PM - 05 PM (Europe/London) | English | Free |
Apr 24 | 12 PM - 02 PM (Asia/Singapore) | English | Free |
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.
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