Vertex AI Training
In an ML model development process, training jobs are discrete tasks that generate ML models. In Vertex AI, you can choose different training methods based on the source of model and data; Vertex AI AutoML, which is managed by Google, uses Google’s model and your data to train, and the Vertex AI platform, with user-defined code or custom containers, utilizes your model and your data to perform model training.
Vertex AI AutoML
Vertex AI AutoML is a managed Google Cloud service that enables users to build models across a wide variety of use cases without writing any code. The objective is to enable ML model development for various levels of AI expertise.
The types of models supported by Vertex AutoML are shown in Table 7.1:
Table 7.1 – Vertex AI AutoML models
When creating an AutoML training pipeline job, you have the following options:
- Dataset: Managed by Vertex AI and uploaded by a user
- Model type: Selected...