Sound is caused by vibrations in a medium. Common mediums we experience sound in are air and water. You can hear how the difference in sound mediums affect how you perceive the sound.

Space has no medium for sound to travel it is a near perfect vacuum. There would be nothing to vibrate to produce sound.