Lecture
This lecture discusses the linear properties of gradients, focusing on the validity of different mathematical formulas. The instructor explains how to determine the correct formula by analyzing the partial derivatives and their relationships. Through examples and counterexamples, the lecture demonstrates the importance of understanding linear relationships in functions and variables, emphasizing the differences between scalar products and Jacobian matrices.