Griffin: How Instacart’s ML Platform Tripled ML Applications in a year

Instacart’s hypergrowth entails increasing machine learning applications and requires fast iterations of machine learning workflows. To meet these requirements, we built Griffin, an extensible platform that supports diverse data management systems, integrates with multiple machine learning tools, and various machine learning workflows. This post introduces MLOps at Instacart, outlines Griffin system design, and shares our learnings in building Griffin to empower product innovations at Instacart....

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