Neural Networks, Gradient Descent.
the above ∇f = ( 2x + 3y, 3x ) All the above are examples of scalar-valued functions a function that takes single or multiple inputs and gives one output. The calculus that deals with this is scalar-calculus. Since neural networks have multiple layers each layer composed of multiple weight vectors,