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September 19-21, 2023
Bilbao, Spain
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Note: The schedule is subject to change.

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Tuesday, September 19 • 15:40 - 16:20
Sponsored Session: MLOps: Why DevOps Solutions Fall Short in the Machine Learning World - Eduardo Bonet, GitLab

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While machine learning (ML) has been around for decades, we've only recently started looking at ML as software that we need to deploy, maintain, and iterate. MLOps is a young discipline that is still maturing. But why is it necessary in the first place? Why can't we just use existing DevOps solutions? And what about large language models (LLMs) and LLMOps? In this session we will explore:
  • How classic software development is different from developing software containing ML
  • The implications of these differences, and what is needed to improve iteration time on MLOps
  • GitLab's approach to bridge the gap between DevOps and MLOps
  • LLMOps, and why MLOps solutions fall short in the LLM world
Speakers
avatar for Eduardo Bonet

Eduardo Bonet

Staff Incubation Engineer - MLOps, GitLab
Eduardo leads the development of MLOps solutions at GitLab with the help of the community. A generalist by trade, Eduardo has previously worked as a data scientist, machine learning engineer, Android engineer, and more. He uses learnings from his past experience to develop novel solutions... Read More →

MLOps Why DevOps Solutions Fall Short in the ML World pdf
Tuesday September 19, 2023 15:40 - 16:20 CEST
Room 0D-2-0D-3 (Floor 0)
  Open AI & Data Forum