Microsoft Azure AI Fundamentals AI-900 Practice Question
In a supervised machine learning dataset, what is the term used for the variable that the model aims to predict based on the input variables?
Feature
Parameter
Label
Hyperparameter
In a supervised machine learning dataset, what is the term used for the variable that the model aims to predict based on the input variables?
Feature
Parameter
Label
Hyperparameter
Label - This is the correct answer. In supervised machine learning, the label is the target variable that the model aims to predict based on the input variables (features). For example, in a dataset predicting house prices, the house price would be the label.
Feature - A feature is an input variable (predictor) used by the model to make predictions. Features are the independent variables in the dataset that help determine the value of the label.
Parameter - A parameter refers to the internal variables of a model that are learned during training, such as the weights in a neural network. Parameters are not the target variable but the model's learned coefficients.
Hyperparameter - A hyperparameter is a setting that is manually chosen before training a model (such as the learning rate or the number of trees in a random forest) but is not part of the dataset itself. Hyperparameters control the learning process and model configuration.
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