Get started with Vertex AI Experiments: Notebook

This tutorial demonstrates how to use Vertex AI in production and covers getting started with Vertex AI Experiments.

Notebook: Get started with Vertex AI Experiments

This tutorial uses the following Google Cloud ML services:

  • Vertex AI Experiments
  • Vertex ML Metadata
  • Vertex AI training

The steps performed include:

  • Local (notebook) training
    • Create an experiment.
    • Create a first run in the experiment.
    • Log parameters and metrics.
    • Create artifact lineage.
    • Visualize the experiment results.
    • Execute a second run.
    • Compare the two runs in the experiment.
  • Cloud (Vertex AI) training
    • Within the training script:
      • Create an experiment.
      • Log parameters and metrics.
      • Create artifact lineage.
    • Create a Vertex AI training custom job.
    • Execute the custom job.
    • Visualize the experiment results.

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