Kubeflow Pipelines Courses and Certifications

Bringing ML Workflows to Heterogeneous Cloud Native Machine Learning Platforms Using Intermediate Representation

Explore ML workflow portability using Intermediate Representation in Kubeflow Pipelines v2, enabling cross-platform compatibility and enhanced metadata tracking for efficient machine learning operations.

• YouTube
• 40 minutes
• On-Demand
• Free Video

Bringing ML Workflows to Heterogeneous Cloud Native Machine Learning Platforms Using Intermediate Representation

Explore ML pipeline portability using Intermediate Representation in Kubeflow Pipelines v2. Learn about new features, orchestration engines, and adapting to different frameworks for efficient machine learning workflows.

• YouTube
• 31 minutes
• On-Demand
• Free Video

Build a Reproducible ML Workflow with Kubeflow Pipelines

Learn to create reproducible machine learning workflows using Kubeflow Pipelines, enhancing efficiency and scalability in ML projects with Google's open-source platform.

• YouTube
• 41 minutes
• On-Demand
• Free Video

A Deep Dive into Kubeflow Pipelines

Explore Kubeflow Pipelines' architecture and components for executing cloud-native ML workflows on Kubernetes. Gain insights into the platform's inner workings and integration of ML pipeline elements.

• YouTube
• 32 minutes
• On-Demand
• Free Video

ML Ops Design Patterns with Kubeflow Pipelines

Explore ML Ops design patterns using Kubeflow Pipelines to transition from notebook exploration to production, addressing challenges and implementing effective solutions.

• YouTube
• 20 minutes
• On-Demand
• Conference Talk

Enabling Multi-user Machine Learning Workflows for Kubeflow Pipelines

Explore multi-user workflows for Kubeflow Pipelines using Kubernetes-native solutions. Learn how to implement access control, authentication, and authorization for machine learning platforms.

• YouTube
• 26 minutes
• On-Demand
• Conference Talk

Component Registry for Kubeflow Pipelines

Explore a component registry for Kubeflow Pipelines, enhancing ML workflow collaboration on Kubernetes. Learn how shared components can streamline common tasks and improve efficiency in machine learning projects.

• YouTube
• 29 minutes
• On-Demand
• Free Video

AIOps for CI with Kubeflow Pipelines

Explore AI4CI, an AIOps tool leveraging Kubeflow Pipelines to monitor builds, predict failures, and create interactive dashboards for improved CI/CD visibility and root cause analysis.

• YouTube
• 26 minutes
• On-Demand
• Conference Talk

LLMOps

36 ratings at Coursera

Develop an LLMOps pipeline: preprocess data, configure tuning, deploy custom LLMs, and monitor safety for tailored applications like Python coding chatbots using BigQuery, Kubeflow, and Google Cloud.

• Coursera
• 1 hour 3 minutes
• On-Demand
• Paid Course

Introduction to AI/ML Toolkits with Kubeflow

Learn about Kubeflow, the open source, CNCF-backed, Kubernetes-native, scalable, and portable machine learning toolkit.

• edX
• 10 weeks, 1-2 hours a week
• On-Demand
• Free Online Course (Audit)

From Notebook to Kubeflow Pipelines to KFServing - The Data Science Odyssey

Hands-on tutorial demonstrating how to build, optimize, and execute complex Kubeflow workflows, from Jupyter Notebooks to automated pipelines, hyperparameter tuning, and model serving with KFServing.

• YouTube
• 49 minutes
• On-Demand
• Conference Talk

Scaling ML Pipelines with KALE - The Kubeflow Automated Pipeline Engine

Discover KALE, the Kubeflow Automated Pipeline Engine, for scaling ML pipelines. Learn how to transform Jupyter Notebook experiments into production-grade pipelines for efficient model training and real-time serving.

• YouTube
• 25 minutes
• On-Demand
• Conference Talk

From Notebook to Kubeflow Pipelines with HP Tuning - A Data Science Journey

Explore Kubeflow for effortless ML pipeline creation, scaling, and hyperparameter tuning. Convert Jupyter notebooks to deployable workflows and leverage Kubeflow components for efficient data science journeys.

• YouTube
• 40 minutes
• On-Demand
• Conference Talk

MLOps World: Machine Learning in Production

Building Pipelines with Kubeflow - Hands-on Workshop

Discover Kubeflow pipelines: create environments, build and upload pipelines, and set up retraining schedules in this hands-on workshop for MLOps practitioners.

• YouTube
• 3 hours 43 minutes
• On-Demand
• Free Video

Expanding Serverless to Scale-out Kubeflow Pipelines

Discover how Nuclio ML Functions extends serverless capabilities to machine learning tasks, integrating with Kubeflow for automated scaling, experiment tracking, and streamlined ML workflows.

• YouTube
• 56 minutes
• On-Demand
• Conference Talk