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SUMMARY:Machine Learning Lifecycle for NLP Classification in E-Commerce - 
 Gunar Maiwald\, Tobias Senst
DTSTART;TZID=Europe/Berlin:20230419T140000
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DTSTAMP:20261009T202449Z
UID:pretalx-pyconde-pydata-berlin-2023-8VYHKG@pretalx.com
DESCRIPTION:Running machine learning models in a production environment br
 ings its own challenges. In this talk we would like to present our solutio
 n of a machine learning lifecycle for the text-based cataloging classifica
 tion system from idealo.de. We will share lessons learned and talk about o
 ur experiences during the lifecycle migration from a hosted cluster to a c
 loud solution within the last 3 years. In addition\, we will outline how w
 e embedded our ML components as part of the overall idealo.de processing a
 rchitecture.
LOCATION:A1
URL:https://pretalx.com/pyconde-pydata-berlin-2023/talk/8VYHKG/
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