I have a Lincoln welder which is currently set up for flux core steel wire. I am brand new to welding, but decided to see if I could weld copper fittings to an expansion pipe I chopped up. It could be that I am horrible at welding pipe, but it wasn't easy putting down a good weld. The chrome plating on the chopped pipe was impossible to weld, but once I ground that off, I was able to get weld the copper and steel (only on the high setting of my 110V welder). Doesn't look pretty, but it might if you were good at it - I am not.
It is solid though...I messed up by welding the markings of the wrong side of the 45 union, and knew as soon as I'd done it that it was permanent. I added another elbow - 90 deg unfortunately, but waaaaay easier than trying to somehow remove the welded piece.
Be careful of welding EMT. Although I don't think it's necessarily galvanized, certain coatings cause poisonous gasses. Correct me if I'm wrong, please, but I think the zinc in galvanized steel is bad for you if you weld it.