Fluid Kinematics: Euler/LagrangeCovers fluid kinematics, Eulerian and Lagrangian descriptions, total derivative, rotation, vorticity, and Laplacian in fluid dynamics.
Partial DifferentiationExplores simple examples of partial differentiation, demonstrating how to calculate partial derivatives and gradients in various scenarios.
Optimization BasicsIntroduces optimization basics, covering logistic regression, derivatives, convex functions, gradient descent, and second-order methods.