Abstract: A building having an insulation system is provided. The building can have an inner structure forming an interior space of the building, a plurality of standoff brackets extending parallel to an outer surface of the inner structure and spaced a spacing distance outward from the inner structure, exterior cladding attached to the standoff brackets, an insulation cavity formed between the inner structure and the exterior cladding, and insulation provided in the insulation cavity. The building can have a plurality of top standoff brackets and a plurality of side standoff brackets. The building can have a corner standoff bracket provided spaced outwards from a corner of the inner structure, extending the insulation cavity from one side of the inner structure, around the corner, and to an adjacent side of the inner structure. In a further aspect, a frame can support the inner structure.

Abstract: Content items are recommended based on a ranking of the content items, where the ranking is based on output of a trained ranking model. The ranking model is trained using ranking loss that is based weightings of pairwise rankings of pairs of training content items selected from a set of training content items, wherein each weighting of a pairwise ranking represents a probability of receiving a negative response to a recommended content item if the pair of the pairwise ranking is misordered in a ranking of the set of training content items.

Abstract: A method, apparatus, and system for calibration of a media processing device are provided. The method may include providing a calibration sub-routine where the calibration sub-routine includes a plurality of calibration operations to be performed in sequence. The method may further include associating an audible note with each calibration operation and generating the audible note for each calibration operation as each respective calibration operation is performed, where the audible note is generated by a frequency of operation of a motor. The audible note associated with one calibration operation may be different from the audible note associated with another calibration operation.

Abstract: A method, apparatus, and system for calibration of a media processing device are provided. The method may include providing a calibration sub-routine where the calibration sub-routine includes a plurality of calibration operations to be performed in sequence. The method may further include associating an audible note with each calibration operation and generating the audible note for each calibration operation as each respective calibration operation is performed, where the audible note is generated by a frequency of operation of a motor. The audible note associated with one calibration operation may be different from the audible note associated with another calibration operation.

Abstract: A method, apparatus, and system for calibration of a media processing device are provided. The method may include providing a calibration sub-routine where the calibration sub-routine includes a plurality of calibration operations to be performed in sequence. The method may further include associating an audible note with each calibration operation and generating the audible note for each calibration operation as each respective calibration operation is performed, where the audible note is generated by a frequency of operation of a motor. The audible note associated with one calibration operation may be different from the audible note associated with another calibration operation.

Abstract: A method, apparatus, and system for calibration of a media processing device are provided. The method may include providing a calibration sub-routine where the calibration sub-routine includes a plurality of calibration operations to be performed in sequence. The method may further include associating an audible note with each calibration operation and generating the audible note for each calibration operation as each respective calibration operation is performed, where the audible note is generated by a frequency of operation of a motor. The audible note associated with one calibration operation may be different from the audible note associated with another calibration operation.