NAME
Paws::MachineLearning::GetEvaluationOutput
ATTRIBUTES
CreatedAt => Str
The time that the Evaluation
was created. The time is expressed in epoch time.
CreatedByIamUser => Str
The AWS user account that invoked the evaluation. The account type can be either an AWS root account or an AWS Identity and Access Management (IAM) user account.
EvaluationDataSourceId => Str
The DataSource
used for this evaluation.
EvaluationId => Str
The evaluation ID which is same as the EvaluationId
in the request.
InputDataLocationS3 => Str
The location of the data file or directory in Amazon Simple Storage Service (Amazon S3).
LastUpdatedAt => Str
The time of the most recent edit to the BatchPrediction
. The time is expressed in epoch time.
LogUri => Str
A link to the file that contains logs of the CreateEvaluation operation.
Message => Str
A description of the most recent details about evaluating the MLModel
.
MLModelId => Str
The ID of the MLModel
that was the focus of the evaluation.
Name => Str
A user-supplied name or description of the Evaluation
.
PerformanceMetrics => Paws::MachineLearning::PerformanceMetrics
Measurements of how well the MLModel
performed using observations referenced by the DataSource
. One of the following metric is returned based on the type of the MLModel
:
BinaryAUC: A binary
MLModel
uses the Area Under the Curve (AUC) technique to measure performance.RegressionRMSE: A regression
MLModel
uses the Root Mean Square Error (RMSE) technique to measure performance. RMSE measures the difference between predicted and actual values for a single variable.MulticlassAvgFScore: A multiclass
MLModel
uses the F1 score technique to measure performance.
For more information about performance metrics, please see the Amazon Machine Learning Developer Guide.
Status => Str
The status of the evaluation. This element can have one of the following values:
PENDING
- Amazon Machine Language (Amazon ML) submitted a request to evaluate anMLModel
.INPROGRESS
- The evaluation is underway.FAILED
- The request to evaluate anMLModel
did not run to completion. It is not usable.COMPLETED
- The evaluation process completed successfully.DELETED
- TheEvaluation
is marked as deleted. It is not usable.