Abstract: A machine learning system is provided to enhance various aspects of machine learning models. In some aspects. a substantially photorealistic three-dimensional (3D) graphical model of an object is accessed and a set of training images of the 3D graphical mode are generated, the set of training images generated to add imperfections and degrade photorealistic quality of the training images. The set of training images are provided as training data to train an artificial neural network.

Abstract: A control device including a condensate sensor to generate a control signal when the condensate sensor detects condensate accumulated in a condensate reservoir has reached a predetermined level wherein the condensate sensor comprises a first sensor pin and second sensor pin coupled to a control section by a first detection sensor component and a second detection sensor component respectively balanced to reduce electrolysis that occurs when the condensate reaches the predetermined level that would otherwise cause the first sensor pin and the second sensor pin to corrode excessively.

Abstract: A system control to monitor and control the operation of an air conditioning system including at least one evaporator/air handler unit operatively coupled to a compressor/condenser unit comprising a sensor to monitor the operation of the evaporator and to generate a control signal when a predetermined condition within the air conditioning system is sensed and a control unit including logic or circuitry to receive the condensate signal and to deactivate the evaporator/air handler unit and the compressor/condenser unit in response to the control signal.