Convert the following Regular Expression matching code to a Regular Expression replacement code in Python.
re_match = "\w+@\w+\.\w+"
import re

re_match = "\w+@\w+\.\w+"
re_replace = "<valid email>"

print(re.sub(re_match, re_replace, "my_email@example.com"))