A system for contactless control of a physical device, the system comprising: a user device; a physical device; a training system; wherein the training system comprises: at least one processor; and memory storing instructions executable by the at least one processor, the instructions when executed cause the training system to: obtain one or more images of the physical device; identify the physical device and a control panel of the physical device using the one or more images; train, using the obtained one or more images and the identified physical device and control panel, a machine learning control operations model of a machine learning system, using supervised learning, to determine control operations of one or more components of the control panel; and deliver a trained control operations model to the user device to facilitate contactless control of the physical device by the user device; characterized by: training, using the trained control operations model and the identified physical device and control panel, a mapping model to map the one or more visual elements in the one or more images with one or more control operations of the control panel; and delivering the trained mapping model to the user device. a user device; a physical device; a training system; at least one processor; and memory storing instructions executable by the at least one processor, the instructions when executed cause the training system to: obtain one or more images of the physical device; identify the physical device and a control panel of the physical device using the one or more images; train, using the obtained one or more images and the identified physical device and control panel, a machine learning control operations model of a machine learning system, using supervised learning, to determine control operations of one or more components of the control panel; and deliver a trained control operations model to the user device to facilitate contactless control of the physical device by the user device; characterized by: training, using the trained control operations model and the identified physical device and control panel, a mapping model to map the one or more visual elements in the one or more images with one or more control operations of the control panel; and delivering the trained mapping model to the user device. obtain one or more images of the physical device; identify the physical device and a control panel of the physical device using the one or more images; train, using the obtained one or more images and the identified physical device and control panel, a machine learning control operations model of a machine learning system, using supervised learning, to determine control operations of one or more components of the control panel; and deliver a trained control operations model to the user device to facilitate contactless control of the physical device by the user device; characterized by: training, using the trained control operations model and the identified physical device and control panel, a mapping model to map the one or more visual elements in the one or more images with one or more control operations of the control panel; and delivering the trained mapping model to the user device. training, using the trained control operations model and the identified physical device and control panel, a mapping model to map the one or more visual elements in the one or more images with one or more control operations of the control panel; and delivering the trained mapping model to the user device.