The embodiments of the present disclosure are generally directed to systems and methods for provisioning computing resources using computer vision. An image comprising a plurality of visual elements can be received. The visual elements within the image can be recognized as objects that represent network elements, where the recognized objects represent network elements of a network element type and the network element types comprise one or more of a database, a load balancer, a sub-network, or a virtual machine instance, and an arrangement of the recognized objects that represents a network architecture is recognized. Computing resources can be caused to be provisioned corresponding to the recognized objects by provisioning network elements that comprise one or more of the network element types, wherein the provisioning comprises generating a network architecture for the provisioned network elements based on the recognized arrangement.