Patent Document ID: 10157396
Application ID: 15847146
Patent Flag: 1

Claim One:
1. One or more devices, comprising: one or more memories; and one or more processors, communicatively coupled with at least one of the one or more memories, to: identify a service that is provided within a region; identify a model that is associated with the service, the model having been trained based on consumer profile data relating to consumers that have received the service in the region, service provider data associated with service providers that have provided the service in the region, and historical information associated with providing the service, wherein, identifying the model associated with the service, the one or more processors are to: train the model using machine learning including at least one of: data cleansing, unsupervised training, or classification, the model being created using at least one of: a logistic regression, a Naïve Bayesian classifier, or a support vector machine (SVM) classifier; determine a current demand associated with the service in the region; predict, using the model and based on the current demand associated with the service, a predicted future demand for the service during a time period; determine a current capacity to provide the service based on real-time service provider information associated with service providers that are providing the service in the region; determine whether the predicted future demand for the service exceeds the current capacity to provide the service or whether the current capacity to provide the service exceeds the predicted future demand for the service; and perform an action associated with the service based on whether the predicted future demand for the service exceeds the current capacity to provide the service or whether the current capacity to provide the service exceeds the predicted future demand for the service, where the one or more processors, when performing the action, are to: cause one or more machines to relocate to a particular location of the region to facilitate providing the service during the time period when the predicted future demand for the service is determined to exceed the current capacity to provide the service, the one or more machines including at least one of: an autonomous vehicle, an unmanned aerial vehicle, a portable kiosk, or a transaction terminal.