Vertex AI Model Monitoring

GPTKB entity

Statements (33)
Predicate Object
gptkbp:instanceOf machine learning monitoring service
gptkbp:accessibleBy gptkb:Google_Cloud_Console
gptkb:gcloud_CLI
gptkb:Vertex_AI_API
gptkbp:alerts users
gptkbp:canBe thresholds
gptkbp:detects data drift
feature skew
label skew
prediction drift
gptkbp:enables proactive model management
https://www.w3.org/2000/01/rdf-schema#label Vertex AI Model Monitoring
gptkbp:integratesWith gptkb:Vertex_AI
gptkbp:logs monitoring events
gptkbp:monitors machine learning models
gptkbp:provides gptkb:Google_Cloud
gptkbp:requires model endpoint
gptkbp:storesMetricsIn gptkb:Cloud_Monitoring
gptkbp:supports structured data
batch prediction
online prediction
unstructured data
custom monitoring
detect model degradation
ensure model reliability
image models
maintain model performance
tabular models
text models
gptkbp:triggeredBy automated retraining workflows
gptkbp:visualizes monitoring metrics
gptkbp:bfsParent gptkb:Vertex_AI
gptkbp:bfsLayer 5