Yes definitely you can learn graphic design by yourself now it depends which type of graphic designer you want to be, but if you are an beginner the best way to learn graphic design is by learning through free youtube platform and then implementing the same in different online graphic designing software such as canva, snappa, crello, picmonkey etc.