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Overton: A Data System for Monitoring and Improving Machine-Learned Systems

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  • Nov 19, 2020
www.youtube.com
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26 12 min
1 Recommender
1 Mention
This video is an overview of Overton, a production machine learning system and odd art project that was done at Apple. The goal was to free engineers to focus on monitoring and main... Show More

This video is an overview of Overton, a production machine learning system and odd art project that was done at Apple. The goal was to free engineers to focus on monitoring and maintaining their ML products---not coding new models. Shockingly, it seemed to have worked!

Check out the paper at https://arxiv.org/abs/1909.05372.

(From Youtube)

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Daniel Bourke @mrdbourke · Feb 13, 2023
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Wow, this talk is an excellent overview of the Overton system: In a nutshell: • ML engineers should strive to improve supervision/data quality at all costs • Model architecture benefits/hyperparameter tuning are marginal compared to data
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