Data in computers is represented using binary numbers and organized into units like bytes and kilobytes. Binary numbers are used to represent characters, images, sound, and instructions in a computer. Sound and images are converted from analog to digital formats before being stored. Computer instructions are made up of opcodes and operands to define operations and data.