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Why AI Apps Don't Work in Production: AI Reliability Survey

MLOps World: Machine Learning in Production via YouTube

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Explore the challenges of AI reliability in production environments through this 32-minute conference talk by Shreya Rajpal, CEO of Guardrails AI. Delve into the reasons behind the limited actualized impact of AI on software projects, focusing on the inherent variability that stumps engineering organizations. Discover why ensuring reliability for AI engineering is complex, and gain insights from a comprehensive survey of techniques aimed at improving AI dependability. Learn valuable lessons drawn from 18 months of tackling AI engineering reliability issues, providing a deeper understanding of the obstacles and potential solutions in deploying AI applications to production.

Syllabus

Why AI apps don't work in prod: AI Reliability Survey

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MLOps World: Machine Learning in Production

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