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00:00 Introduction and Background
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Classroom Contents
Improving Large Language Model Performance - Evaluation and Testing at Enterprise Scale
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- 1 00:00 Introduction and Background
- 2 00:26 Why We Are Here: LLM Applications
- 3 01:26 Challenges in Testing LLM Applications
- 4 02:15 Evaluating LLM Applications
- 5 02:58 Enterprise Scale Challenges
- 6 04:18 Traditional Metrics for LLM Evaluation
- 7 05:40 Business Impact of Robust Evaluation
- 8 08:13 Human Element in LLM Testing
- 9 09:06 Versatile Testing and Guardrails
- 10 10:37 Compliance, Documentation, and Continuous Evaluation
- 11 12:17 Implementation Roadmap
- 12 14:10 Conclusion and Future Outlook
