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Photoshop is a great program for modifying already created images or graphics, like photos, and is Adobe's most popular program whereas Illustrator is an advanced vector-based software. So, unlike Photoshop's pixel-based format, it uses mathematical constructs to create vector graphics.
Illustrator is used often to create logos or anything that may need to be printed or displayed at different sizes.