Someone is training a machine learning system to perform classification of unstructured content. What is the purpose of a validation data set on the training process?
Someone is training a machine learning system to perform classification of unstructured content. What is the purpose of a validation data set on the training process?
Validation data sets are used during the training process of a machine learning model. They are specifically utilized to fine-tune the model's parameters and help in selecting the best model. They provide a means to monitor the model's performance in order to prevent overfitting and aid in the tuning of the model's hyperparameters. They are different from test data sets, which are used to evaluate the model's performance after the training is complete.
A. Validation data sets are used to fine tune the accuracy of the training model