Kubeflow Courses and Certifications

Kubeflow Ecosystem: What's Next for Cloud Native AI/ML and LLMOps

Explore the evolution of Kubeflow as a leading ML platform on Kubernetes, focusing on its adaptation to support LLMOps, challenges in GenAI deployment, and the roadmap for next-generation ML infrastructure.

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

GOTO Conferences

Kubeflow Explained: NLP Architectures on Kubernetes - YOW! 2018

Explore NLP architectures on Kubernetes with Kubeflow, enhancing machine learning workflows and deployment efficiency in cloud-native environments.

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

Democratizing AI Model Training on Kubernetes with Kubeflow TrainJob and JobSet

Discover how to streamline AI model training on Kubernetes using Kubeflow TrainJob API and JobSet, enabling efficient distributed training and LLM fine-tuning with simplified Python workflows.

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

Elevating Kubeflow Spark Operator's Future: Best Practices and Enhancements

Discover advanced techniques for deploying Apache Spark on Kubernetes using Kubeflow Spark Operator, covering scaling strategies, multi-tenancy management, security best practices, and efficient upgrade procedures.

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

UbuCon Asia

ML Workloads on Kubernetes with Kubeflow - Why and How

Discover how to effectively deploy and manage machine learning workloads on Kubernetes using Kubeflow, exploring key benefits and practical implementation strategies.

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

Canonical Ubuntu

Building Machine Learning Pipelines with Kubeflow

Master building ML pipelines using Kubeflow's components, from key considerations to best practices, and learn effective implementation strategies for scaling machine learning projects.

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

The Good, the Bad, and the Missing Parts of Kubeflow

Explore Kubeflow's strengths, weaknesses, and future developments as an MLOps platform based on user feedback and upcoming release plans.

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

Efficient Integration of Kubeflow Tools - ISS Data Case Study on Anomaly Detection

Explore Kubeflow's integrated tools for ML workflows through an ISS anomaly detection case study, showcasing Dask, Katib, PyTorch Operator, and KServe in a unified KFP pipeline.

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

Transforming Data Science at PepsiCo - The Kubeflow Revolution

Explore PepsiCo's data science transformation using Kubeflow, addressing challenges in model reproducibility and enhancing efficiency, collaboration, and scalability in machine learning workflows.

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

A Scalable Platform for Training and Inference Using Kubeflow at CERN

Explore CERN's Kubeflow-based machine learning platform for data preparation, analysis, training, and inference in physics research, with insights from the ATLAS experiment.

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

Bridging Big Data and Machine Learning Ecosystems - A Cloud Native Approach Using Kubeflow

Explore cloud-native solutions using Kubeflow and Apache Arrow to seamlessly bridge big data systems with ML frameworks, eliminating costly serialization bottlenecks.

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

Objection! AI Security Mistakes on Trial With Kubeflow and Confidential Computing

Explore the courtroom of cloud-native justice where AI security vulnerabilities face trial, while learning how Kubeflow and confidential computing technologies can defend your AI infrastructure, protect sensitive data, and ensure compliance.

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

Streamlining Competitive Data Science at CERN: Running ML Challenges With Kubeflow

Discover how CERN uses Kubeflow on Kubernetes to orchestrate machine learning challenges, enabling scalable model training and efficient workload management for particle physics research.

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

Kubeflow Profiles Automation for Declarative User-Management at Scale

Discover how to automate Kubeflow Profiles for declarative user management at scale, bridging OIDC Provider user definitions with Kubernetes permissions and establishing best practices for efficient group support.

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

Empowering ML Workloads With Kubeflow: JAX Distributed Training and LLM Hyperparameter Optimization

Discover how Kubeflow innovations enhance distributed JAX training on Kubernetes and automate hyperparameter optimization for LLMs, making complex ML workloads more efficient and establishing Kubeflow as a powerful platform for modern AI development.

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