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.
- Within the training script: