Courses on Khan Academy are always 100% free. Start practicing—and saving your progress—now: https://www.khanacademy.org/math/multivariable-calculus/multivariable-derivatives/jacobian/v/the-jacobian-matrix A visual representation of local linearity for a function with a 2d input and a 2d output, in preparation for learning about the Jacobian matrix.