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CNCF [Cloud Native Computing Foundation]

Embrace DevOps Practices to ML Pipeline Development

CNCF [Cloud Native Computing Foundation] via YouTube

Overview

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This talk shares an approach to integrating end-to-end machine learning workflows, build and deployment status dashboards, and Slack notifications into CI/CD for Kubeflow Pipelines with Tekton. It also discusses tools and services used to address implementation challenges.

Syllabus

Introduction
Agenda
ML Lifecycle
Q4 Pipeline
Python SDK
Q4 Pipelines
Track artifacts
Replicate public experience
Scope
ML pipelines
IBM Toolchain
CICD Pipeline
Demo Process
Challenges
Resources

Taught by

CNCF [Cloud Native Computing Foundation]

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