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CNCF [Cloud Native Computing Foundation]

Kubeflow Ecosystem: What's Next for Cloud Native AI/ML and LLMOps

CNCF [Cloud Native Computing Foundation] via YouTube

Overview

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Join a comprehensive conference talk exploring the Kubeflow ecosystem and its evolution to support cloud native AI/ML and LLMOps. Learn how Kubeflow has become one of the most widely adopted ML platforms on Kubernetes, managing the entire AI/ML lifecycle from pipeline orchestration and data processing to distributed training, tuning, and inference. Discover how the Kubeflow community is addressing the challenges posed by the GenAI wave, particularly in training and deploying custom LLMs on public clouds or on-premises infrastructure. The speakers from Nutanix, Apple, CyberAgent, and Red Hat discuss requirements for next-generation ML platforms, current shortcomings, the roadmap to solving these challenges, and how you or your organization can contribute to Kubeflow's success. This 32-minute CNCF presentation provides valuable insights into how Kubeflow is evolving to provide first-class support for generative models and their core abstractions, with a focus on LLMOps.

Syllabus

Kubeflow Ecosystem: What’s Next for Cloud Native AI/ML and LLMOps

Taught by

CNCF [Cloud Native Computing Foundation]

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