private static void PredictSingle(IMLModelEngine <SampleObservation, SamplePrediction> mlModelScorer)
{
// Create sample data to do a single prediction with it
SampleObservation sampleData = CreateSingleDataSample();
// Make a single prediction
var resultprediction = mlModelScorer.Predict(sampleData);
Console.WriteLine($"=============== Single Prediction ===============");
Console.WriteLine($"Actual value: {sampleData.Fare_amount} | Predicted value: {resultprediction.Score}");
Console.WriteLine($"==================================================");
}
public ActionResult <string> PredictSentiment([FromQuery] string sentimentText)
{
SampleObservation sampleData = new SampleObservation()
{
SentimentText = sentimentText
};
//Predict sentiment
SamplePrediction prediction = _modelEngine.Predict(sampleData);
bool isToxic = prediction.IsToxic;
float probability = CalculatePercentage(prediction.Score);
string retVal = $"Prediction: Is Toxic?: '{isToxic.ToString()}' with {probability.ToString()}% probability of toxicity for the text '{sentimentText}'";
return(retVal);
}