Computers do not understand words or pictures directly; they work with numbers. An embedding converts a piece of text, an image or a sound into a list of numbers positioned so that similar things land close together and unrelated things sit far apart.
Once meaning is expressed as position, comparisons become arithmetic: finding related items is a matter of measuring distance. This is the quiet machinery behind search that understands intent, recommendations and much of how modern systems group and retrieve information.