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GAIA Conference 2025

Talk

Building Resilient (ML) Pipelines for MLOps

Friday 11 April 2025, 10:05–10:30

Room H1+H2 track

For everyone · MLOps

Watch the recording

Abstract

This talk explores the disconnect between MLOps fundamental principles and their practical application in designing, operating and maintaining machine learning pipelines. We’ll break down these principles, examine their influence on pipeline architecture, and conclude with a straightforward, vendor-agnostic mind-map, offering a roadmap to build resilient MLOps systems for any project or technology stack.

Speaker