Google Cloud Ai Platform V1 Client - Class ObservationNoise (1.60.0)

Reference documentation and code samples for the Google Cloud Ai Platform V1 Client class ObservationNoise.

Describes the noise level of the repeated observations.

"Noisy" means that the repeated observations with the same Trial parameters may lead to different metric evaluations.

Protobuf type google.cloud.aiplatform.v1.StudySpec.ObservationNoise

  Value: 0 
 

The default noise level chosen by Vertex AI.

Generated from protobuf enum OBSERVATION_NOISE_UNSPECIFIED = 0;

  Value: 1 
 

Vertex AI assumes that the objective function is (nearly) perfectly reproducible, and will never repeat the same Trial parameters.

Generated from protobuf enum LOW = 1;

  Value: 2 
 

Vertex AI will estimate the amount of noise in metric evaluations, it may repeat the same Trial parameters more than once.

Generated from protobuf enum HIGH = 2;