#math-foundations

Question 1: Single choice

Which pairing of a mathematical foundation with its main role in deep learning is correct?

Calculus, for measuring how the loss changes with each parameter, as backpropagation does1
Linear algebra, for quantifying how uncertain a model's predictions are2
Statistics, for computing the gradients that are then used to update the weights of the network3
Probability, for storing an image as an array of numbers for a dense layer4