医疗保健中的 MLOPS 和 AI 治理：普罗维登斯的用例.pdf

1、2024 Databricks Inc.All rights reserved1MLOpsMLOps and AI and AI Governance in Governance in HealthcareHealthcareLindsay Mico and Vivek TomerLindsay Mico and Vivek TomerJune 12,2024June 12,20242024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reserved“Transformation and collabora

2、tion will be a consistent theme across health care in 2024.Though health care has been talking about disrupting itself for years,this will be a year of accelerated change and new innovations adopted at scale.The explosion of generative AI will be one of the major drivers of transformation,and well s

3、ee health systems partner with the tech sector to responsibly usher in new innovations.”-Rod Hochman,President and CEO of Providence32024 Databricks Inc.All rights reserved4Driving Transformation with AIDriving Transformation with AI2024 Databricks Inc.All rights reservedPriority AreasPriority Areas

4、Clinical:Workflow optimization and support in documentation/charting and in-basket managementPatient/Consumer:Personalization and navigation for better self-serviceBack Office:Automation of processes that are not patient-facing/differentiatingWorkforce/Administrative:Augment our workforce to support

5、 productivity and reduce burden2024 Databricks Inc.All rights reservedA Tsunami of OpportunityA Tsunami of Opportunity77%12%8%0%50%100%PendingDevelopmentProductionAI Pipeline2024 Databricks Inc.All rights reservedA Flywheel of TransformationA Flywheel of TransformationPrioritizeExecuteMeasureFund202

6、4 Databricks Inc.All rights reserved82024 Databricks Inc.All rights reservedCheckpoint 1B is initial validation of the proof of concept(POC)for the internal and vendor AI/ML models.The advertised AI/ML performance metrics of the POC are validated and documented for future use.Checkpoint 2 fully vali