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Summit connect 2025 - Lab “Crazy Train”

Welcome, in this Lab where you will discover a part of the Red Hat offering related to Edge Computing and AI.

You will play with the following technologies:

  • Red Hat OpenShift - Container orchestration platform
  • Red Hat OpenShift AI (RHOAI) - AI/ML platform with data science projects and pipelines
  • Red Hat Device Edge - RHEL variant for Edge Computing
  • Microshift - Kubernetes distribution for Edge environments
  • Nvidia Jetson Orin - Edge AI computing platform with GPU acceleration
  • Data Science Pipelines - MLOps workflows using Elyra and Kubeflow
  • Model Serving - OpenVINO Model Server for AI model deployment
  • Jupyter Notebooks - Interactive development environment
  • OpenShift DevSpaces - Cloud-native development environment
  • Tekton Pipelines - CI/CD for multi-architecture container builds (x86_64 & ARM64)
  • Helm Charts - Application packaging and deployment
  • GitOps - Infrastructure and application management through Git
  • Kafka & MQTT - Messaging and streaming for Edge communications
  • MinIO - Object storage for ML artifacts and data

In this lab, you will:

  1. Connect to OpenShift AI and create a Data Science project
  2. Train an AI model to detect traffic signs using transfer learning with GPU acceleration
  3. Deploy MLOps pipelines to automate model training and validation
  4. Serve the trained model as a REST API endpoint
  5. Build CI/CD pipelines for multi-architecture container images
  6. Deploy microservices to an Edge environment simulation
  7. Integrate Edge AI with cloud infrastructure for a complete solution

The mission: Stop a runaway LEGO train using AI-powered computer vision at the Edge!

Fun are expected ahead!