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MLOps community meetup #11 // Machine Learning at Scale in Mercado Libre with Carlos de la Torre

MLOps.community

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Integration, Infrastructure, and Automation

The chapter covers the integration of data components, network management flexibility with microservices, and the importance of automation in data apps. It discusses the challenges and complexities of building a machine learning platform at scale, focusing on infrastructure, open-source tools, and the responsibilities of open-sourcing tools carefully. The conversation also touches on monitoring machine learning models at scale, emphasizing automation, scalability, and the integration of user-defined checks.

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