ML platform · Vertex AI
Vertex AI: unified ML/AutoML/GenAI on Google Cloud
AutoML, Model Garden, Pipelines, Feature Store, and monitoring
Vertex AI is Google Cloud's unified ML platform with AutoML, generative models (Model Garden/Generative AI Studio), custom training, Pipelines, Feature Store, and model monitoring tightly integrated with BigQuery and the data cloud stack.
AutoML & model garden
AutoML for tabular/text/vision plus access and fine-tuning for generative models like Gemini.
Pipelines & workbench
Pipeline orchestration and Workbench notebooks for experiments through deployment.
Data & feature integration
Deep integration with BigQuery/GCS, Feature Store, and vector search options.
MLOps & monitoring
Model Registry, evaluation, monitoring/drift detection, and governance for production reliability.
适用场景 / Use cases
- AutoML and prediction for tabular/text/vision
- Generative AI APIs, retrieval-augmented flows, and fine-tuning
- End-to-end ML pipelines on GCP
- BigQuery + ML unified workflows