Single value decomposition is a way of taking data that is made up of many pieces and breaking it down into simpler parts. Think of it like taking a big jigsaw puzzle and breaking it into many small pieces. The small pieces are the parts of the data that make up the big picture. With single value decomposition, the big jigsaw puzzle can be broken down into single pieces, which makes it easier to understand.