Google Cloud Vertex AI
Vertex AI is an integrated set of products, features, and a management interface that simplifies the management of Google Cloud ML services. Vertex AI lets users build, train, and deploy ML models. As shown in Figure 10.1, Vertex AI unifies a set of disparate features and has a user interface that makes it easy to develop and integrate ML-related applications:
Figure 10.1 – Google Vertex AI suite
In this section, we will briefly discuss the following Vertex AI concepts first and then spotlight Vertex AI AutoML with a lab to train a simple ML model:
- Vertex AI datasets
- Vertex AI dataset labeling
- Vertex AI Feature Store
- Vertex AI Workbench and notebooks
- Vertex AI custom models
- Vertex Explainable AI
- Vertex AI prediction
- Vertex AI model monitoring
- Vertex AI Pipelines
- Vertex AI TensorBoard
- Vertex AI Metadata
- Vertex AI AutoML
Let us start looking at Vertex AI by looking at...
