MLOps Studio

Getting started

• Access the MLOps Studio workspace
• Create and manage a MLOps Studio namespace
• Download and use kubeconfig for a MLOps Studio namespace
• Use the MLOps Studio dashboard

Notebook environments

• Notebook Servers
• Access a MLOps Studio notebook environment with Visual Studio Code Remote Tunnels
• Access a MLOps Studio notebook environment with kubectl port-forward

Python workloads

• Choose how to run Python workloads in MLOps Studio
• Run Python code in a MLOps Studio notebook environment
• Run Python code as a MLOps Studio PyTorchJob

Pipelines and model serving

• Access MLOps Studio Pipelines API from outside the cluster
• MLOps Studio Pipelines: Accessing Model Registry via Istio
• Use DEDL standalone S3 object storage with KServe

Advanced topics

• Choosing Gloo or NCCL for Distributed PyTorch Training in PyTorchJob
• Known limitations in MLOps Studio

MLOps Studio scenarios

• MLOps Studio Scenarios
  • General MLOps Studio acceptance test scenarios
    • Basic UI and notebook acceptance scenarios
    • Viewer and editor role validation
    • Enabled and disabled MLOps Studio component validation
    • KServe external ingress validation
  • Katib scenarios
    • Terminal and kubectl Katib validation
    • Notebook-based Katib validation
    • Katib UI and namespace isolation validation
    • Katib UI hyperparameter tuning
  • KServe
  • MLOps Studio Trainer
    • MLOps Studio Trainer overview
    • Scenarios for other frameworks
    • Trainer error 400: failing to pull image
    • Trainer error 409: AlreadyExists
    • Trainer scenarios
  • Model Registry
    • Model Registry
    • Model Registry scenarios
    • Serve a model from Model Registry with KServe
  • Notebooks
    • Use notebooks with MLOps Studio Pipelines
    • MLOps Studio notebook test: Conda environment and package persistence
  • Pipelines
  • Security - preventing container escape on a shared Kubernetes / Kubeflow cluster
  • Spark
    • Spark
    • Change the namespace for a SparkApplication
    • Spark test scenarios
    • Delete a SparkApplication
  • MLOps Studio TensorBoard PVC Smoke Test