Completed
Why is frequent retraining not sufficient?
Class Central Classrooms beta
YouTube videos curated by Class Central.
Classroom Contents
Building and Maintaining High-Performance AI
Automatically move to the next video in the Classroom when playback concludes
- 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
