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19-22 March
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Wednesday, March 20 • 11:15 - 11:50
OCI as a Standard for ML Artifact Storage and Retrieval - Peyman Norouzi & Eric Koepfle, Bloomberg

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Bloomberg's internal Data Science Platform (DSP) provides infrastructure for the development and management of its ML initiatives. The DSP recently added a storage layer tailored to machine learning’s unique demands, specifically aspects like consistency, efficiency, provenance, and governance for ML assets. As container image registries become essential in cloud-native infrastructure, the Open Container Initiative's (OCI) artifact distribution specification has emerged as a versatile standard for managing ML assets. Utilizing container layering, versioning, and metadata addresses these ML-specific challenges. This talk presents our approach to storing and sharing ML models and datasets as OCI Artifacts, which are integrated into our platform – from model building to serving. The lessons learned from our experience will help those who want to adopt similar methods or explore OCI's role in the field of ML.
Speakers
avatar for Eric Koepfle

Eric Koepfle

AI Data Platform Engineer, Bloomberg
The architect of Bloomberg’s new ML Model Registry, Eric has been designing and implementing distributed systems for Bloomberg since 2012.
avatar for Peyman Norouzi

Peyman Norouzi

Sr. Product Manager, Bloomberg
Peyman Norouzi is a Product Manager in the ML Platforms team in the Office of the CTO at Bloomberg, where he is focused on shaping the strategic direction and roadmap for the firm’s internal ML infrastructure. Outside of work, Peyman is all about films - watching, critiquing, and... Read More →

OCI ML Storage Standard (1) pdf
Wednesday March 20, 2024 11:15 - 11:50 CET
Pavilion 7 | Level 7.1 | Room C
  ML/AI + Data Processing + Storage
  • Content Experience Level Any
  • Presentation Slides Attached Yes