Embrace DevOps Practices to ML Pipeline Development
CNCF [Cloud Native Computing Foundation] via YouTube
2,000+ Free Courses with Certificates: Coding, AI, SQL, and More
Get 20% off all career paths from fullstack to AI
Overview
Google, IBM & Meta Certificates – 40% Off
One Coursera Plus subscription covers most Professional Certificates on Coursera.
Unlock All Certificates
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]