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Expanding Serverless to Scale-out Kubeflow Pipelines

Offered By: CNCF [Cloud Native Computing Foundation] via YouTube

Tags

Conference Talks Courses Data Preparation Courses Distributed Computing Courses Serverless Framework Courses Kubeflow Courses

Course Description

Overview

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Discover how to expand serverless capabilities to scale out Kubeflow Pipelines in this informative conference talk. Learn about the integration of Nuclio ML Functions with Kubeflow, extending the Nuclio open-source serverless framework to enable auto-scaling for machine learning, training, and data preparation tasks. Explore how this integration automates experiment and artifact tracking, seamlessly integrates with Kubeflow pipelines, and significantly reduces DevOps overhead. Gain insights into leveraging Kubeflow and Nuclio to implement CI/CD for machine learning workloads, enhance performance through horizontal scaling, and reduce infrastructure costs while streamlining development tasks.

Syllabus

Expanding Serverless to Scale-out Kubeflow Pipelines - Yaron Haviv, Iguazio


Taught by

CNCF [Cloud Native Computing Foundation]

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