A tensor field is a mathematical construct that assigns a tensor to each point in a space, enabling the description of physical quantities that have a spatial and directional dependence. It is fundamental in fields like differential geometry and theoretical physics, where it is used to model complex systems such as gravitational fields and fluid dynamics.