Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

CNCF [Cloud Native Computing Foundation]

Operating Deep Learning Pipelines Anywhere Using Kubeflow

CNCF [Cloud Native Computing Foundation] via YouTube

Start learning Write review
DataCamp Ad

Power BI Fundamentals - Create visualizations and dashboards from scratch

Learn More → Coursera Ad

Learn AI, Data Science & Business — Earn Certificates That Get You Hired

Learn More →

Overview

Google, IBM & Meta Certificates – 40% Off
One Coursera Plus subscription covers most Professional Certificates on Coursera.
Unlock All Certificates
This talk presents how to build and operate a production-grade deep learning pipeline with Kubeflow. It covers data preparation and storage, distributed training, model serving, monitoring, CI/CD automation, and infrastructure management across tenants.

Syllabus

Introduction
The Advanced Pipeline
Challenges
Data Quality
Division of Labor
Data Science vs Software Engineering
Data Science Engineering Principles
Ian Good
Requirements engineering
Reproducible builds
mlflow
data scientist
Jupiter
Feature Catalog
Model Libraries
Model Optimization
Resource Service Management
Wishlist

Taught by

CNCF [Cloud Native Computing Foundation]

Reviews

Start your review of Operating Deep Learning Pipelines Anywhere Using Kubeflow

Start learning

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Sign up for free
Someone learning on their laptop while sitting on the floor.