Interactive data from 2015. See the Degrees Granted Index and explore number of degrees by Gender and Race. The High School Interest is also very interesting to explore by Gender. Males are much higher than females for all STEM areas but science where they are nearly equal. Almost all of the data in the interactive report can be explored by race and gender; I encourage you to scroll through the document to find what you are looking for.
For data methodology, please visit this link.