Dear Rabbi: I want to ask about conversion out of, not into, Judaism. Do we ever recognize it? Thank you for your help.
AskTheRabbi.org answered:
According to Maimonides it is impossible to relinquish one's status as a Jew regardless of how one leads one's life. That means that all those who chose to opt out of being Jewish are not actually changing their status at all.