The document discusses various cost functions related to neural networks, particularly focusing on perceptron and softmax cost functions. It also covers margin-based cost functions and support vector machine (SVM) error calculations, distinguishing between hard and soft margin SVM cost functions. The repetition of key terms suggests an in-depth examination of these cost functions and their applications in machine learning.

1. Revision
Cost Functions
Dr. Eng. Anas Dahabiah

3. Perceptron Cost Function

4. Perceptron Cost Function

5. Perceptron Cost Function

6. Perceptron Cost Function

7. Perceptron Cost Function

8. Softmax Cost Function

12. Margin perceptron cost function

13. Squared margin perceptron cost function

14. SVM Error

15. SVM Error

16. SVM Error

17. Hard margin SVM cost function

18. Hard margin SVM
cost function

19. Soft margin SVM cost function