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ix_kubeflow_tutorial

Accompanying code for the iX magazine tutorial on Kubeflow 2023

  • tutorial1: Basic Kubeflow Pipeline usage demonstrated on the Iris dataset classification (Read full article here)

    • listing1: Basic pipeline with two components
    • listing2: PVC creation and mounting to components
    • listing3: Passing of Markdown code and UI metadata
  • tutorial2: Kserve and Evidently for model serving and monitoring (Read full article here)

    • listing1: Creation of Kserve Sklearn server
    • listing2: Querying the Kserve Sklearn server
    • listing3: Drift and performance monitoring with Evidently
    • listing4: Kserve custom model serving with Q&A BERT model powered by HuggingFace
    • listing5-6: Querying the custom Kserve model