Machine Learning, Single Layer Perceptron, Neural Networks, Matlab.
classification, we typically use the cross-entropy loss function, defined as: where Y_k,j is a binary indicator (0 or 1) if the k-th sample belongs to the j-th class, S_k,j is the probability of the k-th sample belonging to the j-th class, and n is the number of samples. Gradient computation To