I will say I do believe this is a much smaller issue in the bay area (and possibly a few other places), provided you can code okay. If you are looking for a job, say, in Phoenix, St. Louis, Dallas or similar, the HR hurdles are much harder to overcome. Those places want CS or EE, maybe ME.
I have a BS in Applied Physics.