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Managing ML Model Performance is a huge problem
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Classroom Contents
Building and Maintaining High-Performance AI
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- 1 Introduction
- 2 Managing ML Model Performance is a huge problem
- 3 What we often hear
- 4 Why is frequent retraining not sufficient?
- 5 Why is alerting alone not sufficient?
- 6 Observe and iterate
- 7 Fundamental #1: Observe & Iterate
- 8 Example: Addressing concept drift
- 9 Example: Addressing data pipeline issue
- 10 Debug rapidly
- 11 Performance Debugging In Action
- 12 Data pipeline issue for Latitude Feature!
- 13 Test and Monitor LLMs
- 14 Key Takeways
