Do you absolutely need to use deep learning? There are tons of way faster autocorrect implementations that use levenshtein distances and non-DL techniques such as SymSpell or Norvig’s algorithm. DL is complicated, expensive, and requires tons of data to train on - I would stay away from that unless you’re doing it for your own enrichment or a school project.