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Monitoring Large Language Models in Production - A Scalable and Privacy-Centric Approach
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- 1 Introduction
- 2 What is ML monitoring & Al Observability?
- 3 Large Language Model (LLMs)
- 4 Common Pain Points with LLMs
- 5 How to solve those problems
- 6 Solving at Scale: Langkit (Open Source)
- 7 Extracted Language Metrics
- 8 Langkit is easy to use!
- 9 Custom Language Metrics
- 10 Options for monitoring data and ML models at production scale over time
- 11 Resources + Quick Demo (if time)
