SYSTEMS AND METHODS FOR PROVIDING POWER CONSUMPTION PREDICTIONS FOR SELECTED APPLICATIONS WITHIN NETWORK ARRANGEMENTS FEATURING DEVICES WITH NON-HOMOGENEOUS OR UNKNOWN SPECIFICATIONS

Systems and methods are described herein for novel uses and/or improvements to artificial intelligence applications in an environment with limited or no available data. In particular, systems and methods are described herein for providing network arrangement recommendations based on power consumption predictions for selected applications within network arrangements featuring devices with non-homogeneous or unknown specifications.