Brief of the Stochastic Gradient Descent | Neural Network Calculation

What is Stochastic Gradient Descent?

The weights of a neural network cannot be calculated using an analytical method. Instead, the weights must be discovered via an empirical optimization procedure called stochastic gradient descent.