Foundations
Numbers, coordinates, variables and functions.
Build intuition through motion, geometry and real applications—then connect every idea to machine learning, graphics and intelligent systems.
Start with the visual language of numbers and vectors, cross through calculus, then arrive at the mathematics behind modern AI.
Numbers, coordinates, variables and functions.
Vectors, transformations and calculus.
Matrices, eigenvectors and embeddings.
Gradients, probability and optimization.
Differential equations, diffusion and Fourier ideas.
Published lessons open immediately. Planned lessons remain visible so you always know what comes next.