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Decimal, binary, and hexadecimal are positional numeral systems using symbols to represent numbers, while base 64 uses 64 symbols for data encoding in computer software. Base 64 encoding involves converting binary data into ASCII text for transmission in a text stream or storage in an XML document. The process involves grouping three characters of input data and converting it to ASCII format for practical uses like email attachments.