This concise account on aquaculture, aquaculture genetics, and emerging trends of its convergence with machine learning, a sub-class of artificial intelligence provides, succinct overviews for each of the disciplines separately, their basics, and machine learning approaches in aquaculture genetics, in a consolidative manner to brief their status, applications and prospects.