Weird, I don't think numpy and scipy have any external (python) dependencies, but

pex --disable-cache -f /home/ec2-user/custom_numpy_wheel --no-build --no-pypi numpy scipy

worked almost immediately, and I successfully imported scipy and numpy in the interpreter shell pex opened. Thanks a ton! Now to just add the sklearn wheel. Should be straightforward at this point.