The diffusion equation will be studied in n variables, its fundamental solution, the relation with a probabilistic model, the diffusion equation with drift, the equation diffusion with drift and reaction and finally the Fisher equation. Developing the elements necessary for a good understanding of the work; starting with the basics such as: Hilbert spaces, Fourier series, dynamic systems and random walks.