Kubeflow Courses and Certifications

Devoxx

Machine Learning Using Kubeflow and Kubernetes

Explore machine learning workflows on Kubernetes using Kubeflow, covering deployment, training, inference, and advanced features like hyperparameter tuning and automated pipelines.

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

GOTO Conferences

Accelerating Machine Learning DevOps with Kubeflow

Explore Kubeflow for seamless machine learning deployment on Kubernetes. Learn to move models from development to production efficiently, enhancing ML DevOps practices.

• YouTube
• 46 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 at Snapchat - Continuous Machine Learning with Kubeflow & Spinnaker

Explore Snapchat's MLOps journey: transforming manual processes into automated ML pipelines using Kubernetes, Kubeflow, and Spinnaker for continuous integration, delivery, and training in computer vision.

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

Building a Cloud Native Feature Store with Feast on Kubeflow

Explore how Feast, an open-source feature store, solves key challenges in machine learning feature engineering, from data processing to production deployment, within a cloud-native Kubeflow environment.

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

Canonical Ubuntu

Kubeflow vs MLFlow: Comparing Open-Source MLOps Platforms

Compare Kubeflow and MLFlow for MLOps, exploring their similarities, differences, and selection criteria. Gain insights into open-source machine learning operations and Canonical's solutions.

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

Mirantis

Kubeflow - Orchestrating AI Workflows on Kubernetes

Discover how Kubeflow simplifies AI workflow orchestration on Kubernetes. Learn its functionality, components, and benefits for scaling machine learning solutions, with a live demo on installation and setup.

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

Defending Against Adversarial Model Attacks Using Kubeflow

Learn to protect AI models from adversarial attacks using Kubeflow. Explore threats, defenses, and practical implementations in this comprehensive presentation by IBM experts.

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

Securing ML Workloads with Kubeflow and MLOps - Pwned By Statistics

Learn to secure machine learning workloads using Kubeflow and MLOps. Explore techniques like model extraction, hidden data attacks, and leakage detection to protect your ML pipelines and models.

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

Computer Vision Dog Breed Classification with Convolutional Neural Networks, TensorFlow and Kubeflow

Develop a dog breed classification system using TensorFlow, Kubeflow, and convolutional neural networks. Compare AI predictions with DNA results for accuracy.

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

What, Why and How of Federated Machine Learning – Implementation Using FATE, KubeFATE, and FATE-Operator for Kubeflow

Explore federated machine learning's principles, use-cases, and implementation using FATE and KubeFATE. Learn about challenges, opportunities, and integration with Kubeflow for real-world applications.

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

Scaling Kubeflow for Multi-tenancy at Spotify

Spotify's journey scaling Kubeflow for multi-tenancy: challenges, solutions, and future plans for equitable resource allocation and reliable access in machine learning workflows.

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

Taming the Beast - Managing the Day 2 Operational Complexity of Kubeflow

Explore strategies for managing Kubeflow's operational complexity, covering deployment, configuration, and maintenance. Learn tips and lessons from experienced practitioners to streamline ML workflows on Kubernetes.

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

Machine Learning Using Various GPU Technologies with Kubeflow

Explore efficient distributed learning in Kubeflow using Multi-Instance GPU and GPUDirect RDMA technologies to maximize GPU utilization and improve performance in machine learning workflows.

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