Vertex AI
E97118
Vertex AI is Google Cloud’s unified machine learning platform for building, training, and deploying ML models at scale.
Aliases (12)
Statements (66)
| Predicate | Object |
|---|---|
| instanceOf |
Google Cloud service
→
machine learning platform → |
| announcedBy |
Google Cloud
→
|
| deploymentModel |
fully managed cloud service
→
|
| developer |
Google
→
|
| focusesOn |
production ML deployment
→
scalable machine learning → unified ML tooling → |
| hasComponent |
Vertex AI Experiments
→
Vertex AI Feature Store → Vertex AI Matching Engine → Vertex AI Model Monitoring → Vertex AI Model Registry → Vertex AI Pipelines → Vertex AI Pipelines SDK → Vertex AI Predictions → Vertex AI TensorBoard → Vertex AI Training → Vertex AI Vizier → Vertex AI Workbench → |
| hasFeature |
A/B testing for models
→
GPU and TPU support → built-in AutoML algorithms → custom container training → data labeling services → drift detection → managed Jupyter notebooks → model explainability → serverless training → versioned model registry → |
| integratesWith |
BigQuery
→
Cloud Functions → Cloud Logging → Cloud Monitoring → Cloud Run → Cloud Storage → Kubernetes Engine → Looker → |
| offers |
pay-as-you-go pricing
→
|
| ownedBy |
Google LLC
→
|
| partOf |
Google Cloud Platform
→
|
| provides |
tools for building machine learning models
→
tools for deploying machine learning models → tools for training machine learning models → |
| regionScope |
multi-region cloud service
→
|
| supports |
AutoML
→
MLOps → PyTorch → TensorFlow NERFINISHED → XGBoost → batch prediction → custom models → custom training → end-to-end machine learning workflows → feature engineering → hyperparameter tuning → model monitoring → online prediction → scikit-learn NERFINISHED → |
| supportsLanguage |
Go
→
Java → Node.js NERFINISHED → Python → |
| targetUser |
data scientists
→
machine learning engineers → software developers → |
Referenced by (15)
| Subject (surface form when different) | Predicate |
|---|---|
|
Google Cloud
→
Vertex AI ("Vertex AI Workbench") → Vertex AI ("Vertex AI Pipelines") → Vertex AI ("Vertex AI Feature Store") → Vertex AI ("Vertex AI Matching Engine") → Vertex AI ("Vertex AI Experiments") → Vertex AI ("Vertex AI Model Registry") → Vertex AI ("Vertex AI Vizier") → Vertex AI ("Vertex AI Predictions") → Vertex AI ("Vertex AI Training") → Vertex AI ("Vertex AI Model Monitoring") → Vertex AI ("Vertex AI Pipelines SDK") → |
hasComponent |
|
PlaidML
("Vertex.AI")
→
|
developedBy |
|
Google BigQuery
→
|
integratesWith |
|
Google Cloud Dataflow
→
|
supportsIntegrationWith |