MLOPs Blog Series Part 2: Testing robustness of secure machine learning systems using machine learning ops

1 · Microsoft Azure · June 22, 2022, 3:09 p.m.
Robustness is the ability of a closed-loop system to tolerate perturbations or anomalies while system parameters are varied over a wide range. There are three essential tests to ensure that the machine learning system is robust in the production environments: unit tests, data and model testing, and integration testing....