Abstract: Embodiments are provided that include generating, by an inter-modal predictor, predicted second-mode information for a first text-based record based on first-mode information of the first text-based record. Embodiments also include generating a first value by evaluating a first loss function that is based on a first difference between the second-mode information of the first text-based record as predicted and as observed; updating the inter-modal predictor based on the first value; generating, by the updated inter-modal predictor, predicted second-mode information for a second text-based record in the database based on first-mode information of the second text-based record; generating a second value by evaluating a second loss function that is based on a second difference between the second-mode information of the second text-based record as predicted and as observed; and training an operational model based on the second value.

Abstract: Embodiments are provided that include generating, by an inter-modal predictor, predicted second-mode information for a first text-based record based on first-mode information of the first text-based record. Embodiments also include generating a first value by evaluating a first loss function that is based on a first difference between the second-mode information of the first text-based record as predicted and as observed; updating the inter-modal predictor based on the first value; generating, by the updated inter-modal predictor, predicted second-mode information for a second text-based record in the database based on first-mode information of the second text-based record; generating a second value by evaluating a second loss function that is based on a second difference between the second-mode information of the second text-based record as predicted and as observed; and training an operational model based on the second value.

Abstract: An upper body workout apparatus assembly comprises two upper body workout apparatuses for each side of a user's body. Each apparatus may have a support bar supported by a plurality of lateral supports. A sliding handle is configured to rotate about each support bar as well as sliding along the length of the support bar. The user may grasp each sliding handle with one of the user's hands to perform push-up, dip, pull-up, abdominal or other exercises, whereby each sliding handle is moved between a distal and proximal position relative to its support bar. One or more anchor mounts secure each apparatus to a wall or ceiling during pull-up type exercise. The apparatuses are positioned adjacent one another as part of the assembly.