Abstract: Systems, methods, storage media, and computing platforms for context-based data retrieval are disclosed. Exemplary implementations may: perform upfront analysis of the user's context; retrieve an optimal set of user context metadata as the initial read operation; render a user interface that displays user context metadata; retrieve end user selected relevant data as part of the read operation; render a user interface that displays only relevant data to the end user.

Abstract: Systems, methods, storage media, and computing platforms for context-based data retrieval are disclosed. Exemplary implementations may: perform upfront analysis of the user's context; retrieve an optimal set of user context metadata as the initial read operation; render a user interface that displays user context metadata; retrieve end user selected relevant data as part of the read operation; render a user interface that displays only relevant data to the end user.

Abstract: Systems, methods, and storage media for providing navigation directions are disclosed. Exemplary implementations may: receive, by a field programmable gate array (FPGA), a first set of data from at least one sensor, the FPGA and the at least one sensor included in a wearable device worn by a user, perform at least one of a max-pooling operation and a convolution operation on the first set of data to produce processed data; transmit the processed data to a remote server to cause the remote server to train a machine learning model using the processed data to compute at least one weight, at least one layer, and at least one hyperparameter of the machine learning model; receive, from the remote server, a copy of the metadata file; and store the metadata file on the wearable device.

Abstract: Systems, methods, storage media, and computing platforms for end user pre-inferred context driven applications are disclosed. Exemplary implementations may: perform upfront analysis of the end user's pre-inferred context; retrieve end user pre-inferred context metadata and/or data as the initial read operation; render a user interface that displays end user pre-inferred context metadata and/or data; retrieve additional end user pre-inferred context metadata and/or data; render a superimposed user interface with additional end user pre-inferred context metadata and/or data.

Abstract: Systems, methods, storage media, and computing platforms for managing data files are disclosed. Exemplary implementations may: receive an itinerary creation request specifying a destination city and a date; identify a retention policy for data records associated with the destination city; calculate a retention period end date based on the retention policy; format a file name according to a predetermined naming scheme; create a file having the file name in a file system; and store a data record corresponding to the itinerary creation request in the file.