Generative AI Application Deployment and Monitoring
Ready to learn how to deploy, operationalize, and monitor 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.
Languages Available: English | 日本語 | Português BR | 한국어
- 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.
Outline
Model Deployment Fundamentals
- Model Management
- Deployment Methods
Batch Deployment
- Introduction to Batch Deployment
- Batch Inference
- Batch Inference Workflows using SLM
Real-Time Deployment
- Introduction to Real-Time Deployment
- Databricks Model Serving
- Serving External Models with Model Serving
- Deploying an LLM Chain to Databricks Model Serving
- Custom Model Deployment and A/B Testing
AI System Monitoring
- AI Application Monitoring
- Online Monitoring an LLM RAG Chain
LLMOps Concepts
- MLOps Primer
- LLMOps vs MLOps
Upcoming Public Classes
Date | Time | Language | Price |
|---|---|---|---|
Jul 21 | 01 PM - 05 PM (Asia/Kolkata) | English | $750.00 |
Jul 29 | 09 AM - 01 PM (Europe/London) | English | $750.00 |
Jul 30 | 09 AM - 01 PM (America/New_York) | English | $750.00 |
Aug 11 | 09 AM - 01 PM (Europe/London) | English | $750.00 |
Aug 14 | 09 AM - 01 PM (America/New_York) | English | $750.00 |
Sep 08 | 09 AM - 01 PM (America/New_York) | English | $750.00 |
Sep 10 | 09 AM - 01 PM (Europe/London) | English | $750.00 |
Sep 12 | 09 AM - 01 PM (Asia/Kolkata) | English | $750.00 |
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.
Registration options
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