MLCloudModel

class NatML.MLCloudModel : MLModel

The MLCloudModel represents an ML model that makes predictions on NatML's cloud infrastructure. As such, it forms the basis for implementing cloud predictors in code.

Creating the Model

/// <summary>
/// Create a cloud ML model.
/// </summary>
/// <param name="tag">Predictor tag.</param>
/// <param name="accessKey">NatML access key.</param>
static Task<MLCloudModel> Create (string tag, string accessKey = null);

The model can be created from a predictor on NatML Hub:

Explore - NatML

NatML Hub predictor catalog.

The predictor MUST have an active prediction endpoint.

Making Predictions

/// <summary>
/// Make a prediction on one or more cloud ML features.
/// </summary>
/// <param name="inputs">Input cloud ML features.</param>
/// <returns>Output cloud ML features.</returns>
MLFeatureCollection<MLCloudFeature> Predict (params MLCloudFeature[] inputs);

The MLCloudModel model defines a Predict method which makes predictions on one or more MLCloudFeature instances.

The input and output features MUST be disposed when they are no longer needed. Call Dispose on the individual features, or on the returned feature collection to do so.

Disposing the Model

/// <summary>
/// Dispose the model and release resources.
/// </summary>
void Dispose ();

Refer to the Disposing the Model section of the MLModel class for more information.