From some quick lookups, it seems that you can commonly do so after some months of guided preparation. No need to memorise a bunch of shizzle, but being baptised is more of a 'participation award" in such cases, if I understand rightly.

Of course, YMMV when it comes to various Eastern Catholic churches, or even sect-like groups.