Machine-based learning systems, methods, and apparatus for interactively mapping raw data objects to recognized data objects

A machine-based learning system comprising:

• a computerized mobile device comprising:
• a processor,
• a touchscreen input device in communication with the processor,
• a microphone in communication with the processor,
• an image capture device in communication with the processor,
• a wireless communications interface in communication with the processor, and
• a computer-readable memory in communication with the processor, the computer-readable memory storing a raw data capture application that when executed by the processor directs the processor to:
• receive raw data via at least one of the touchscreen input device, the microphone, and the image capture device;
• and
• transmit, using the wireless communications interface,
• the raw data to a data conversion and learning server;
• and
• the data conversion and learning server, comprising:
• a second processor;
• a second computer-readable memory in communication with the second processor, the second computer-readable memory storing instructions that when executed by the second processor direct the second processor to:
• receive, from the computerized mobile device, the raw data;
• convert the raw data into at least one searchable data object using at least one data parser;
• access a database of a plurality of predefined data query objects;
• select a searchable data object of the at least one searchable data object converted from the raw data;
• identify at least one predefined data query object of the plurality of predefined data query objects, based on the selected searchable data object;
• format the selected searchable data object based on the identified at least one predefined data query object;
• and
• store at least a respective portion of the selected searchable data object in association with each identified at least one predefined data query object,
• wherein formatting the selected searchable data object based on the identified at least one predefined data query object comprises:
• generating a first interface portion of a user interface including the formatted searchable data object;
• and
• generating a second interface portion including the raw data from which the formatted searchable data object was converted.