Training for sentence vectors in niche domain

@Weilin

I am basically making a semantic search for medical notes. Very technical and domain-specific terminology with a lot of shorthand abbreviations and spelling mistakes. I would like to go beyond tfidf for searching through the notes and hopefully be able to find notes based on the semantic meaning of the query and the note.