Calculus Essentials for Deep Learning

Compute derivatives of polynomial, exponential, and logarithmic functions using basic differentiation rules.

Apply the chain rule to compute derivatives of composite functions.

Compute partial derivatives of functions with multiple variables.

Define the gradient vector of a scalar-valued multivariable function and interpret its direction and magnitude.

Implement numerical computation of derivatives and gradients in Python.