Lina Weichbrodt - How To Monitor Machine Learning Stacks

Опубликовано: 16 Август 2023
на канале: Toronto Machine Learning Series (TMLS)
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Speaker: Lina Weichbrodt is a Machine Learning Lead Engineer at DKB Bank

Talk Abstract -
How To Monitor Machine Learning Stacks - Why Current Monitoring is Unable to Detect Serious Issues and What to Do About It

Monitoring usually focusses on the “four golden signals”: latency, errors, traffic, and saturation. Machine learning services can suffer from special types of problems that are hard to detect with these signals. The talk will introduce these problems with practical examples and suggests additional metrics that can be used to detect them. A case study demonstrates how these new metrics work for the recommendation stacks at Zalando, one of Europe’s largest fashion retailers.


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