Fig. 1.

Isomap algorithm capacity. (Left) Isomap automatically finds the manifold of dimension 2 embedded in a Swiss roll (the manifold is an abstract mathematical space). (Right) Isomap creates a manifold of dimension 2 approximating the high-dimensional space of manually drawn digits (http://scikit-learn.org/).