Giving up and letting go are similar in that they both involve letting go of something, but they can have slightly different connotations. Giving up typically implies a sense of defeat or resignation, as if you are no longer trying or no longer care about the outcome. Letting go, on the other hand, can imply a sense of acceptance or release as if you are making a conscious decision to move on from something.