Why is it important to use metrics like accuracy, precision, recall, and F1 score to evaluate a machine learning model?
Using these metrics helps determine the model's effectiveness, reliability, and generalization capabilities, as well as identifying areas for improvement.
Below is an instruction that describes a task. Write a response that appropriately completes the request.

### Instruction:
Why is it important to use metrics like accuracy, precision, recall, and F1 score to evaluate a machine learning model?

### Input: Not applicable

### Response:
Using these metrics helps determine the model's effectiveness, reliability, and generalization capabilities, as well as identifying areas for improvement.<|im_end|>