Containers

Tag: Machine Learning

Autonomous ML-based detection and identification of root cause for incidents in microservices running on EKS

This blog was co-written with Gavin Cohen, VP of Product at Zebrium. Overview If you’ve never experienced the frustration of hunting for root cause through huge volumes of logs, then you’re one of the few lucky ones! The process typically starts by searching for errors around the time of the problem and then scanning for […]

Advertising click-prediction modeling on Amazon EKS

In digital advertising, the ad click-through rate (CTR) model predicts the probability of a click given the ads and context x (for example, shopping query, time of the day, device). The output of a CTR model can be seen as a conditional probability p(y = click|x). A precise estimation of this probability influences our ability […]