Building Resilient ML Pipelines for MLOps

Explore the disconnect between MLOps fundamental principles and their practical implementation in this 22-minute conference talk by Lex Avstreikh, Head of Strategy at Hopsworks. Learn how to break down core MLOps principles, understand their impact on pipeline architecture, and gain access to a vendor-agnostic mind-map that serves as a roadmap for building resilient machine learning pipelines regardless of your project or technology stack. Avstreikh, a former Creative Director with extensive product and strategy experience, now leads strategy at Hopsworks, a Swedish startup specializing in machine learning infrastructure. This talk was recorded at the 2025 GAIA Conference at Svenska Mässan in Gothenburg, Sweden, and provides practical insights for designing, operating, and maintaining effective MLOps systems.