Abstract: Embodiments of the present invention relate to systems, methods, and computer program products for an electronic neural network system for dynamically producing predictive data using varying data. In some embodiments, a system is provided that includes (a) forecasting apparatus, which stores product information and a neural network; and (b) a computing system that access the forecasting apparatus via a web portal and transmits some or all of the product information to the forecasting apparatus, which typically comprises varying or changing data. In some embodiments, the forecasting apparatus is configured to determine an initial forecast using at least a portion of the data, via the neural network, modify the initial forecast to generate a final forecast, and present the final forecast to the computing system. In some embodiments, an input vector associated with the neural network is too large to be inputted into the neural network without modification.

Abstract: In general terms, embodiments of the present invention relate to systems, methods, and computer program products for determining forecasting data relating to a product using a neural network and accessing that forecasting data. In some embodiments, a system is provided that includes (a) forecasting apparatus, which stores product information and a neural network; and (b) a computing system that access the forecasting apparatus via a web portal and transmits some or all of the product information to the forecasting apparatus. In some embodiments, the forecasting apparatus is configured to determine an initial sales forecast using at least a portion of the product information and the neural network, modify the initial sales forecast to generate a final sales forecast, and present the final sales forecast to the computing system via the web portal.

Abstract: In general terms, embodiments of the present invention relate to systems, methods, and computer program products for determining forecasting data relating to a product using a neural network and accessing that forecasting data. In some embodiments, a system is provided that includes (a) forecasting apparatus, which stores product information, a data matrix, and a neural network; and (b) a computing system that access the forecasting apparatus via a web portal and transmits some or all of the product information to the forecasting apparatus. In some embodiments, the forecasting apparatus is configured to determine a sales forecast using the product information, data matrix, and neural network and present the sales forecast to the computing system via the web portal.

Abstract: A multi-zone HVAC system, including: (a) a hollow curb to be mounted to a building roof, (b) a hollow base mounted on or in the curb, the base having a paratition thereacross; (c) a hollow working unit mounted on the base, the working unit containing a cooling coil, a fan, and a heater so that return air from the building can pass through the curb and base to be heated or cooled in the working unit and then directed through the base and curb into the building, the portion of the base below the working unit having height of less than 24 inches.

Abstract: An improved school room ventilator of the type having a cabinet to be positioned against an outside wall of the room, the cabinet having an inlet port, an outlet port and containing a fan, the inlet port for drawing fresh air through a duct in the outside wall, through the inlet port to the fan and then through the outlet port into the room, the ventilator optionally containing means for heating and/or cooling the air and/or means for recycling air from the room through the ventilator and then back into the room. The improvement of the instant invention relates to the cabinet of the ventilator, the cabinet being a corner cabinet so that the ventilator can be positioned in a corner of the room.