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  1. Red Hat OpenShift AI Strategic Project
  2. RHOAISTRAT-61

RHOAI provides a comprehensive set of functionality to support the e2e AI workflow from data access to model monitoring

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    • Icon: Outcome Outcome
    • Resolution: Unresolved
    • Icon: Undefined Undefined
    • RHOAI_2.9.0
    • None
    • None
    • Market Problem
    • 17% To Do, 33% In Progress, 50% Done

      Customer need: Customers and prospective customers need an AI platform that provides functionality to address their needs across the AI/ML lifecycle. When evaluating AI platform options, prospective customers evaluate OpenShift AI against competitors that offer solutions that address the complete AI/ML lifecycle. 

      • Context: slide covering AI/ML lifecycle
      • Success Criteria - deliver the following functionality:
        • Data Science Pipelines v2 - provide functional parity with all capabilities available in Kubeflow Pipelines v2 in a UI integrated into the RHOAI dashboard.
        • OOTB workbench images for VS Code and RStudio
        • Plugins for the following IDEs that integrate with RHOAI: VS Code
        • Distributed workloads GA
        • OOTB model monitoring for performance & ops metrics including GPU utilization
        • Model serving enhancements
          • Canary rollouts
          • A/B testing
          • Auto scaling 
          • Make KServe default model server
        • Model registry GA
        • Feature store tech preview
        • TBD: Model monitoring 
          • Data drift detection metrics and visualization
          • OOD metrics and visualization
        • TBD: Hyperparameter tuning

            jdemoss@redhat.com Jeff DeMoss
            jdemoss@redhat.com Jeff DeMoss
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              Created:
              Updated: