Kubeflow Courses and Certifications

KubeFlow Bootcamp

294 ratings at Udemy

Learn how to use Kubeflow for Machine Learning at scale on Google Cloud!

• Udemy
• 8 hours 10 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)

Rawkode Academy

Introduction to Kubeflow and Machine Learning on Kubernetes

Comprehensive introduction to Kubeflow 1.3, covering its new features and guiding users through running data science workloads on Kubernetes. Includes hands-on examples and practical deployment techniques.

• YouTube
• 2 hours 10 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

Canonical Ubuntu

Kubeflow vs MLFlow: Choosing the Right MLOps Platform

Explore production-grade MLOps with Kubeflow and MLFlow. Compare features, benefits, and use cases to choose the right open-source tool for your machine learning operations.

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

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

Kode Kloud

Kubeflow Explained for Beginners

Discover how to deploy and manage ML models at scale with Kubeflow and Kubernetes, covering infrastructure setup, workflow architecture, and automated hyperparameter tuning with Katib.

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

Introducing Kubeflow for Machine Learning and AI on Kubernetes

Explore Kubeflow for seamless machine learning model deployment, from laptop to production. Learn about its components, scalability benefits, and integration with tools like TensorFlow and Apache Spark.

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

Introduction to KubeFlow: Using and Use Cases

Explore KubeFlow for machine learning on Kubernetes, covering components, use cases, and a practical recommender system example with collaborative filtering and TensorFlow.

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

Hyperparameter Tuning Using Kubeflow

Explore automated machine learning with Katib, a Kubernetes-native platform for hyperparameter tuning and neural architecture search, enhancing model performance efficiently.

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

Introducing Kubeflow with TensorFlow and Apache Spark

Explore Kubeflow's role in streamlining machine learning workflows, from model development to production deployment on Kubernetes, with insights on scalability and integration with TensorFlow and Apache Spark.

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

Hardening Kubeflow Security for Enterprise Environments

Learn about Kubeflow security vulnerabilities, best practices, and improvements for enterprise environments. Gain insights on addressing unauthorized access, user impersonation, and data protection in MLOps platforms.

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

The Future of Reproducible Research - Powered by Kubeflow

Explore the future of reproducible research using Kubeflow, an open-source platform that streamlines data science workflows and enhances scientific collaboration through easily shareable and replicable pipelines.

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

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