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CNCF [Cloud Native Computing Foundation]

Managing and Distributing AI Models Using OCI Standards and Harbor

CNCF [Cloud Native Computing Foundation] via YouTube

Overview

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Learn how to effectively manage and distribute AI models using OCI standards and Harbor in this technical presentation from VMware's Steven Zou. Explore standardization approaches for AI model structures using OCI specifications and discover extension mechanisms like OCI Reference for linking datasets and dependencies. Gain insights into model replication strategies and proxy implementations with upstream repositories like Hugging Face, particularly valuable for large models requiring efficient loading or enhanced privacy. Master security aspects of model distribution through signing, vulnerability scanning, and policy-based governance. Understand how acceleration mechanisms such as P2P can optimize large model loading performance. Delve into practical solutions for maintaining and distributing AI models safely and efficiently within cloud-native environments.

Syllabus

Managing and Distributing AI Models Using OCI Standards and Harbor - Steven Zou

Taught by

CNCF [Cloud Native Computing Foundation]

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