I'd be concerned. If you're lucky, an androgynous name like Robin or Jo can help you. Otherwise, maybe use an initial?
Once you get an interview, it becomes harder to avoid the discrimination. But at least you can get through the resume filter.
Its probably too much, to ask you to change your name.