Building GenAI-Powered Applications - A Workshop for Software Engineers

Building GenAI-Powered Applications - A Workshop for Software Engineers

MLOps World: Machine Learning in Production via YouTube Direct link

1:18:00 Testing LM-generated Emails: Metrics and Business Impact

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7 of 14

1:18:00 Testing LM-generated Emails: Metrics and Business Impact

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Classroom Contents

Building GenAI-Powered Applications - A Workshop for Software Engineers

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  1. 1 0:00 Introduction and Overview
  2. 2 12:00 Using LMs to Generate Emails and Refining with Feedback
  3. 3 25:00 Transitioning from Pipelines to Human-in-the-Loop Workflows
  4. 4 38:00 Running the App: Setting Up the Environment and Execution
  5. 5 51:00 Extracting Structured Data from PDFs for Email Generation
  6. 6 1:05:00 Evaluating LM Output and Improving Personalization
  7. 7 1:18:00 Testing LM-generated Emails: Metrics and Business Impact
  8. 8 1:32:00 Observability, Tracing, and Error Handling in LM Systems
  9. 9 1:47:00 Building Search and Retrieval Components RAG for LM Apps
  10. 10 2:02:00 Optimizing Prompts and Using Synthetic Data for Testing
  11. 11 2:17:00 Challenges with Prompt Optimization and Fine-tuning
  12. 12 2:32:00 Scaling LMs in Production and Business Considerations
  13. 13 2:45:00 Final Thoughts on AI-driven Email Automation
  14. 14 2:55:00 Next Steps, Q&A, and Closing Discussion

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