Aspects of the subject disclosure may include, for example, embodiments include receiving training data comprising historical states for network resources of a communication network. Further embodiments include generating a Riemannian geometry of the communication network according to the historical states for network resources. Each network resource is one of a vertex or an edge within the first Riemannian geometry. Additional embodiments include determining paths along the Riemannian geometry. Each path comprises at least one network resource. Also, embodiments include determining a velocity vector of each path according to at least one historical state. Embodiments include identifying a group of velocity vectors that generate a sub-geometry within the Riemannian geometry and provisioning a portion of network resources according to the group of velocity vectors and the sub-geometry. Other embodiments are disclosed.