Mona's Blog

Illuminating hard things about AI/ML ops and production monitoring.

Posts by Itai Bar Sinai, Co-founder and CPO:

Should you use the ML monitoring solution offered by your cloud provider?

Itai Bar Sinai, Co-founder and CPO Sep 14, 2020 6:30:00 AM
Should you use the ML monitoring solution offered by your cloud provider?

As AI systems become increasingly ubiquitous in many industries, the need to monitor these systems rises. AI systems, much more than traditional software, are hypersensitive to changes in their data inputs. Consequently, a new class of monitoring solutions has risen at the data and functional level (rather than the infrastructure of application levels). These solutions aim to detect the unique issues that are common in AI systems, namely concept drifts, biases, and more.