What is the role of Hyperparameters in deep learning?

Related questions

1. Why Overfitting is a problem?
2. How do I know if my learning rate is too high?
3. What is the problem of overfitting?
4. What is Overfitting CNN?
5. What is the batch size?
6. What is optimizers in neural network?
7. Why is the vanishing gradient a problem?
8. Why does Overfitting happen?
9. What is weight decay deep learning?
10. What does an optimizer do?

Tags

1. #control
2. #critical
3. #hyperparameters
4. #hidden
5. #components
6. #learning
7. #algorithm
8. #settings
9. #refers
10. #elements
11. #machine
12. #tuned
13. #those
14. #often
15. #application
16. #behavior