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Machine Learning

  • prefix: machinelearning

Table of Contents

Privileges

AddTags

  • description: Adds one or more tags to an object, up to a limit of 10. Each tag consists of a key and an optional value
  • access level: Tagging
  • resource types
{
    "batchprediction": {
        "resource_type": "batchprediction",
        "required": false,
        "condition_keys": [],
        "dependent_actions": []
    },
    "datasource": {
        "resource_type": "datasource",
        "required": false,
        "condition_keys": [],
        "dependent_actions": []
    },
    "evaluation": {
        "resource_type": "evaluation",
        "required": false,
        "condition_keys": [],
        "dependent_actions": []
    },
    "mlmodel": {
        "resource_type": "mlmodel",
        "required": false,
        "condition_keys": [],
        "dependent_actions": []
    }
}

CreateBatchPrediction

  • description: Generates predictions for a group of observations
  • access level: Write
  • resource types
{
    "batchprediction": {
        "resource_type": "batchprediction",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    },
    "datasource": {
        "resource_type": "datasource",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    },
    "mlmodel": {
        "resource_type": "mlmodel",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

CreateDataSourceFromRDS

  • description: Creates a DataSource object from an Amazon RDS
  • access level: Write
  • resource types
{
    "datasource": {
        "resource_type": "datasource",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

CreateDataSourceFromRedshift

  • description: Creates a DataSource from a database hosted on an Amazon Redshift cluster
  • access level: Write
  • resource types
{
    "datasource": {
        "resource_type": "datasource",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

CreateDataSourceFromS3

  • description: Creates a DataSource object from S3
  • access level: Write
  • resource types
{
    "datasource": {
        "resource_type": "datasource",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

CreateEvaluation

  • description: Creates a new Evaluation of an MLModel
  • access level: Write
  • resource types
{
    "datasource": {
        "resource_type": "datasource",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    },
    "evaluation": {
        "resource_type": "evaluation",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    },
    "mlmodel": {
        "resource_type": "mlmodel",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

CreateMLModel

  • description: Creates a new MLModel
  • access level: Write
  • resource types
{
    "datasource": {
        "resource_type": "datasource",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    },
    "mlmodel": {
        "resource_type": "mlmodel",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

CreateRealtimeEndpoint

  • description: Creates a real-time endpoint for the MLModel
  • access level: Write
  • resource types
{
    "mlmodel": {
        "resource_type": "mlmodel",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

DeleteBatchPrediction

  • description: Assigns the DELETED status to a BatchPrediction, rendering it unusable
  • access level: Write
  • resource types
{
    "batchprediction": {
        "resource_type": "batchprediction",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

DeleteDataSource

  • description: Assigns the DELETED status to a DataSource, rendering it unusable
  • access level: Write
  • resource types
{
    "datasource": {
        "resource_type": "datasource",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

DeleteEvaluation

  • description: Assigns the DELETED status to an Evaluation, rendering it unusable
  • access level: Write
  • resource types
{
    "evaluation": {
        "resource_type": "evaluation",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

DeleteMLModel

  • description: Assigns the DELETED status to an MLModel, rendering it unusable
  • access level: Write
  • resource types
{
    "mlmodel": {
        "resource_type": "mlmodel",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

DeleteRealtimeEndpoint

  • description: Deletes a real time endpoint of an MLModel
  • access level: Write
  • resource types
{
    "mlmodel": {
        "resource_type": "mlmodel",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

DeleteTags

  • description: Deletes the specified tags associated with an ML object. After this operation is complete, you can't recover deleted tags
  • access level: Tagging
  • resource types
{
    "batchprediction": {
        "resource_type": "batchprediction",
        "required": false,
        "condition_keys": [],
        "dependent_actions": []
    },
    "datasource": {
        "resource_type": "datasource",
        "required": false,
        "condition_keys": [],
        "dependent_actions": []
    },
    "evaluation": {
        "resource_type": "evaluation",
        "required": false,
        "condition_keys": [],
        "dependent_actions": []
    },
    "mlmodel": {
        "resource_type": "mlmodel",
        "required": false,
        "condition_keys": [],
        "dependent_actions": []
    }
}

DescribeBatchPredictions

  • description: Returns a list of BatchPrediction operations that match the search criteria in the request
  • access level: List
  • resource types
{
    "": {
        "resource_type": "",
        "required": false,
        "condition_keys": [],
        "dependent_actions": []
    }
}

DescribeDataSources

  • description: Returns a list of DataSource that match the search criteria in the request
  • access level: List
  • resource types
{
    "": {
        "resource_type": "",
        "required": false,
        "condition_keys": [],
        "dependent_actions": []
    }
}

DescribeEvaluations

  • description: Returns a list of DescribeEvaluations that match the search criteria in the request
  • access level: List
  • resource types
{
    "": {
        "resource_type": "",
        "required": false,
        "condition_keys": [],
        "dependent_actions": []
    }
}

DescribeMLModels

  • description: Returns a list of MLModel that match the search criteria in the request
  • access level: List
  • resource types
{
    "": {
        "resource_type": "",
        "required": false,
        "condition_keys": [],
        "dependent_actions": []
    }
}

DescribeTags

  • description: Describes one or more of the tags for your Amazon ML object
  • access level: List
  • resource types
{
    "batchprediction": {
        "resource_type": "batchprediction",
        "required": false,
        "condition_keys": [],
        "dependent_actions": []
    },
    "datasource": {
        "resource_type": "datasource",
        "required": false,
        "condition_keys": [],
        "dependent_actions": []
    },
    "evaluation": {
        "resource_type": "evaluation",
        "required": false,
        "condition_keys": [],
        "dependent_actions": []
    },
    "mlmodel": {
        "resource_type": "mlmodel",
        "required": false,
        "condition_keys": [],
        "dependent_actions": []
    }
}

GetBatchPrediction

  • description: Returns a BatchPrediction that includes detailed metadata, status, and data file information
  • access level: Read
  • resource types
{
    "batchprediction": {
        "resource_type": "batchprediction",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

GetDataSource

  • description: Returns a DataSource that includes metadata and data file information, as well as the current status of the DataSource
  • access level: Read
  • resource types
{
    "datasource": {
        "resource_type": "datasource",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

GetEvaluation

  • description: Returns an Evaluation that includes metadata as well as the current status of the Evaluation
  • access level: Read
  • resource types
{
    "datasource": {
        "resource_type": "datasource",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

GetMLModel

  • description: Returns an MLModel that includes detailed metadata, and data source information as well as the current status of the MLModel
  • access level: Read
  • resource types
{
    "mlmodel": {
        "resource_type": "mlmodel",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

Predict

  • description: Generates a prediction for the observation using the specified ML Model
  • access level: Write
  • resource types
{
    "mlmodel": {
        "resource_type": "mlmodel",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

UpdateBatchPrediction

  • description: Updates the BatchPredictionName of a BatchPrediction
  • access level: Write
  • resource types
{
    "batchprediction": {
        "resource_type": "batchprediction",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

UpdateDataSource

  • description: Updates the DataSourceName of a DataSource
  • access level: Write
  • resource types
{
    "datasource": {
        "resource_type": "datasource",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

UpdateEvaluation

  • description: Updates the EvaluationName of an Evaluation
  • access level: Write
  • resource types
{
    "evaluation": {
        "resource_type": "evaluation",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}

UpdateMLModel

  • description: Updates the MLModelName and the ScoreThreshold of an MLModel
  • access level: Write
  • resource types
{
    "mlmodel": {
        "resource_type": "mlmodel",
        "required": true,
        "condition_keys": [],
        "dependent_actions": []
    }
}