Question

The following diagram represents:

• A. Cross validation
• B. Regression
• C. Classification
• D. Neural Networks

Hint:

Cross Validation: Rotate test and train sets to check model performance.

Answer 1

The Correct Option is A

The diagram illustrates a standard method of dividing a dataset into several segments or folds.
During each cycle, one segment serves for testing, while the remaining segments are utilized for training.
This approach is known as Cross Validation, more precisely k-fold cross validation.
Its purpose is to evaluate a model's performance on an independent dataset.
Cross validation prevents overfitting by testing the model with unseen data in each fold.
While regression, classification, and neural networks can employ cross validation, the diagram explicitly depicts the cross validation procedure itself.
Consequently, option (A) is the accurate choice.