Okay:
Uncompressed: or the RAW image format is larger in storage space needed to keep the image on the card/camera. This is good if you're getting prints of your digital work.
JPEG (JPG): is a compressed image format, if you're just posting images on the Internet or for long term storage on your computer. Also since they are compressed they take up less space than a RAW image.