Source : Webster's Revised Unabridged Dictionary (1913)

Self-educated \Self`-ed"u*ca`ted\, a.
   Educated by one's own efforts, without instruction, or
   without pecuniary assistance from others.

Source : WordNet®

self-educated
     adj : educated by your own efforts rather than by formal
           instruction