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Explore Providence's journey in implementing a robust MLOps framework within their secure Azure Cloud Environment in this 25-minute conference talk. Discover how Providence developed an AI/ML model marketplace in collaboration with Databricks, implemented model deployment via CICD, established system-level AI governance and guardrails, and created a framework for model risk management and monitoring. Learn how these accomplishments have enabled Providence to rapidly expand their use of AI, including LLMs, while ensuring safe and equitable service to their communities. Gain insights from Lindsay Mico, Head of Data Science, and Vivek Tomer, Director of Data Science at Providence, as they share their experiences and best practices in MLOps and AI governance within the healthcare sector.
Syllabus
MLOps and AI Governance in Healthcare: Providence's Use Case
Taught by
Databricks