Abstract: A crop prediction system performs various machine learning operations to predict crop production and to identify a set of farming operations that, if performed, optimize crop production. The crop prediction system uses crop prediction models trained using various machine learning operations based on geographic and agronomic information. Responsive to receiving a request from a grower, the crop prediction system can access information representation of a portion of land corresponding to the request, such as the location of the land and corresponding weather conditions and soil composition. The crop prediction system applies one or more crop prediction models to the access information to predict a crop production and identify an optimized set of farming operations for the grower to perform.

Abstract: A modular system for cladding exterior walls of a structure and insulating the structure walls provides thermally isolated vertical girders secured to a structural wall. The thermally isolated vertical girders positionally maintain insulation adjacent the structure and provide a means for mounting exterior wall cladding to the structure. Planar wall panels carrying exterior wall cladding elements mount directly or indirectly to the vertical girders. Corner elements, carrying exterior corner cladding elements interconnect with the underlying system and visually appear to interconnect with adjacent edge portions of the planar wall panels.

Abstract: A modular system for cladding exterior walls of a structure and insulating the structure walls provides thermally isolated vertical girders secured to a structural wall. The thermally isolated vertical girders positionally maintain insulation adjacent the structure and provide a means for mounting exterior wall cladding to the structure. Planar wall panels carrying exterior wall cladding elements mount directly or indirectly to the vertical girders. Corner elements, carrying exterior corner cladding elements interconnect with the underlying system and visually appear to interconnect with adjacent edge portions of the planar wall panels.