I learned Graphic Design via a comprehensive colleg course covering everything from key design principles, to use of graphic design software and practice through lots of actual projects.
I learnt to use Adobe Photoshop to modify photos, use Adobe Illustrator to create vector designs including logos, and use Adobe InDesign to create brochures or packaging.