Though the number of females in STEM fields is increasing, the ratio between men and women is still very large. You can help change that! Don't be intimidated. If it is something that you love doing, go for it. - May
It really depends on the field within STEM. Here is a study that talks about the breakdown between men and women and various STEM fields:
However, as mentioned, it's getting better.