Avik Basu
Avik is a data scientist, software engineer and a seasoned technical speaker. He loves open-source, writing elegant Python code and views coding as an art.
Session
06-07
11:00
45min
Right Predictions, Wrong Reasons: Explanation Drift Monitoring in Production
Avik Basu
Models in production can keep making the right predictions but can silently alter the reasoning behind those predictions. Traditional monitoring metrics often fail to catch this problem until the model performance drops. In this talk, we will explore how to detect explanation drift in production by tracking SHAP attribution distributions over time, and how it compliments feature drift monitoring to catch issues earlier.
Doddington Forum