We are from a company called “Hatter Maps” and our product uses live traffic cameras to make real-time predictions about traffic congestion to recommend alternative routes.
One of our data scientists made a change to the model and caused a production outage (high traffic images are being miscategorized as no traffic images).
In this demo we leverage Red Hat products to create a templated MLOps platform with guardrails such as smoke tests, approval gates, and CI/CD without impeding the important progress of our data science teams.
Using Developer Hub, we are able to easily reproduce and redeploy this templated MLops platform for other data science projects.
This README.md contains setup instructions for the NA-Hobbyist team's AI-Odyssey 2025 demo - The Golden Path Template
The Golden Path Template, utlizes Red Hat products to create a templated MLOps platform with guardrails such as smoke tests, approval gates, and CI/CD without impeding the progress of Data Science and ML Engineering teams.
- Prerequisites - An overview of requirements to use the golden path template and the architecture it produces.
- Add Trusted Application Pipeline - How to get a Trusted Application Pipeline cluster for running the golden path on.
- Deploy Service Mesh and OpenShift AI using the web console - How to minimally configure OpenShift AI and its dependencies for the golden path.
- Clone MLFlow on OCP - How to set up MLFlow for the golden path to use as its model registry.
- Deploy the Golden Path Template - Instructions on how to add the golden path template to Developer Hub and use it. This can be considered main demo instructions. (As opposed to setup)
- Install the MLFlow plugin - Installation of a plugin so you can track your MLFlow models in Developer Hub.
- Using the Golden Path Template - How to take the output of the golden path and add logic and other deployments to set up the traffic congestion demo. This can be considered main demo instructions. (As opposed to setup)
- Appendix A - set up a personal access token - How to use a GitLab personal access token to be able to add the golden path template to Developer Hub using the AI Odyssey repository.
For questions and/or support please contact bball@redhat.com
- Brian Ball
- David White
- Arun Hariharan
- Tommy Hamilton
- Audrey Guidera
GNU AFFERO GENERAL PUBLIC LICENSE
Initial project UI, architecture, codebase, instructions completed for Dec 6 deadline.