Conf42: Machine Learning 2021

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Monitoring AI Pipelines Output As Product

Hila Fox
Squad Leader @ Augury

Hila Fox's LinkedIn account


I am part of a squad that is responsible for taking the AI engine insights and distributing them to our customers and in-house analysts. Our insights are the core of our product and due to this we need good visibility to be able to identify patterns and also when we are not performing as expected, to take action.

In this talk I will share how we improved our visibility in our products and also our quality by monitoring the output of our ML pipelines. This was an iterative process which was performed by me and the Algo team in which we added metrics, dashboards and alerts.

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