Generative AI Application Evaluation and Governance
This is your introduction to evaluating and governing generative AI systems. First, you’ll explore the meaning behind and motivation for building evaluation and governance/security systems. Next, we’ll connect evaluation and governance systems to the Databricks Data Intelligence Platform. Third, we’ll teach you about a variety of evaluation techniques for specific components and types of applications. Finally, the course will conclude with an analysis of evaluating entire AI systems with respect to performance and cost.
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
Outline
Importance of Evaluating GenAI Applications
- Why to Evaluate GenAI Applications
- Exploring Licensing of Datasets
- Prompts and Guardrails Basics
- Implementing and Testing Guardrails for LLMs
Securing and Governing GenAI Applications
- AI System Security
- Implementing AI Guardrails
GenAI Evaluation Techniques
- Evaluation Techniques
- Benchmark Evaluation
- LLM-as-a-Judge
- Domain-Specific Evaluation
End-to-end Application Evaluation
- AI System Architecture
- Custom Metrics
- Offline vs. Online Evaluation
Upcoming Public Classes
Date | Time | Language | Price |
|---|---|---|---|
Mar 18 | 09 AM - 01 PM (Europe/London) | English | $750.00 |
Mar 19 | 08 AM - 12 PM (America/Los_Angeles) | English | $750.00 |
Apr 15 | 09 AM - 01 PM (America/New_York) | English | $750.00 |
Apr 17 | 09 AM - 01 PM (Asia/Singapore) | English | $750.00 |
Apr 18 | 01 PM - 05 PM (Europe/London) | English | $750.00 |
May 13 | 01 PM - 05 PM (Australia/Sydney) | English | $750.00 |
May 14 | 09 AM - 01 PM (Europe/London) | English | $750.00 |
May 14 | 01 PM - 05 PM (America/New_York) | English | $750.00 |
Jun 16 | 01 PM - 05 PM (Europe/London) | English | $750.00 |
Jun 17 | 09 AM - 01 PM (America/New_York) | English | $750.00 |
Jun 18 | 01 PM - 05 PM (America/Sao_Paulo) | Portuguese - BR | $750.00 |
Jun 20 | 09 AM - 01 PM (Australia/Sydney) | English | $750.00 |
Jul 14 | 01 PM - 05 PM (America/New_York) | English | $750.00 |
Jul 16 | 09 AM - 01 PM (Asia/Kolkata) | English | $750.00 |
Jul 17 | 01 PM - 05 PM (Europe/London) | 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.
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