MLOps community meetup #11 // Machine Learning at Scale in Mercado Libre with Carlos de la Torre
Episode description
MLOps community meetup #11 Machine Learning at scale in Mercado Libre with Carlos de la Torre.
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Mercado Libre hosts the largest online commerce and payments ecosystem in Latin America. The IT department built Fury: a PaaS framework for the development and deployment of multi-cloud, multi-technology, microservices. This platform leveraged the growth of the IT area, which now counts ~4000 people.
As such, it lacked support for machine-learning based solutions: an experimentation environment for data scientists, infrastructure and data access support for ETL and models’ training tasks, etc. Therefore, for over a year now, they have been developing Fury Data Apps (FDA). An extension of Fury for the design, experimentation, development, and deployment of machine-learning-based solutions. It is already supporting ~500 users and some high-performance production APIs.
In this meetup, we talk about the main features of the platform, the supporting technology, and why Carlos never accepted my LinkedIn request.
Link to the article Carlos references: https://martinfowler.com/articles/cd4ml.html
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