How to Run AI and Machine Learning Workflows on Kubernetes with Open Source Kubeflow

Download Lens the K8s IDE for free today: https://lenshq.io/download/ Learn more about Kubeflow: https://www.kubeflow.org/ Ever wondered what it actually takes to run machine learning workloads on Kubernetes? Beyond just the model itself? In this Mirantis Labs Tech Talk, Julian Hennig (Sr. Solutions Architect, Mirantis) breaks down the fundamentals of AI/MLOps before diving into Kubeflow, the open source, CNCF-incubating platform for running machine learning jobs on top of Kubernetes. You'll learn the core vocabulary (models, datasets, training, inference), the different types of machine learning (supervised, unsupervised, reinforcement learning, generative AI), and why ML workflows need so many moving parts: resource management, serving infrastructure, data verification, and more. The talk closes with a live demo: installing Kubeflow components with Kustomize, using Lens, the K8s IDE by Mirantis, to inspect the cluster. Julian also showcases launching a Jupyter notebook server directly from the Kubeflow Central Dashboard, using Lens as the visualization layer that makes it all possible. Topics covered: 1️⃣ Machine learning fundamentals & terminology 2️⃣ Supervised, unsupervised & reinforcement learning explained 3️⃣ What Kubeflow is & how its components (Istio, Katib, Kubeflow Pipelines) fit together 4️⃣ How to install & use Kubeflow with Lens + Kustomize 5️⃣ How Kubeflow fits into the broader MLOps landscape ‣ Learn more about Mirantis Open Source: https://www.mirantis.com/open-source/ ‣ Check out open source k0rdent by Mirantis: https://k0rdent.io/ ‣ How to install Kubeflow: https://www.kubeflow.org/docs/started... ‣ Install minikube for Kubeflow: https://v0-2.kubeflow.org/docs/starte... 📚 For more informative resources about Mirantis, our solutions and areas of expertise, please check out our resource library: https://www.mirantis.com/resources/ #kubernetes #machinelearning #artificialintelligence #k8s #opensource #devops #cloudnative #mlops #aiops #llmops #opensourcesoftware #cncf #aiml Learn more about Mirantis: https://www.mirantis.com/ Read the Mirantis Blog: https://www.mirantis.com/blog/ Miranis Solution Documentation: https://docs.mirantis.com/welcome/ Mirantis Store: https://store.mirantis.com/ Mirantis Training: https://training.mirantis.com/ Questions? Contact us today: https://www.mirantis.com/contact/ CHAPTERS 0:00 - Introducing today's Tech Talk topic & presenter 0:33 - What this Tech Talk will cover 1:11 - What is Artificial Intelligence & Machine Learning (AI/ML)? 8:14 - Why is Machine Learning relevant to AI? 14:05 - What is Kubeflow? 17:21 - How does Kubeflow work? 19:23 - Live Demo: How to install & setup Kubeflow using Lens & k0s 27:37 - Tech Talk Summary 29:56 - A look ahead to Pt. 3: Kubeflow deep dive 31:09 - A look at some of our upcoming Tech Talks 32:29 - Kubeflow installation steps 34:20 - How to deploy Kubeflow on minikube 34:58 - Outro