Vertex AI experiments and TensorBoard
TensorBoard is a Google open source project for machine learning experiment visualization. Vertex AI experiments are an implementation of TensorBoard. With Vertex AI experiments, users can create TensorBoard instances and upload TensorBoard logs generated from Vertex AI Models to run experiments – visual representations of a variety of metrics, such as loss function and accuracy over different model parameters at different running times. Figure 7.4 shows a sample workflow for Vertex AI experiments and TensorBoard:
Figure 7.3 – Vertex AI experiments and TensorBoard
These TensorBoard visualizations are available via a web application that can be shared with other users by setting up GCP IAM permissions. With Vertex AI experiments, you can configure the following options:
- Manage TensorBoard Instances: Users can create, update, or delete TensorBoard instances; instances are used for experiments.
- Create...
