Two's complement representation is a method for encoding signed integers in binary form, allowing for straightforward arithmetic operations and easy detection of the sign. It simplifies the hardware design for processors by ensuring that negative numbers can be added and subtracted just like positive numbers without needing special rules for handling the sign bit.