This Special Issue intends to collect the results of academic applications of deep learning and other AI technologies to fisheries, including AI dataset construction for fisheries, AI technology systems, and data standards based on fishery characteristics, species and population identification, biomass estimation, habitat assessment, and fishery forecasting. Manuscripts should be submitted online at www.mdpi.com and should not have been published previously, nor be under consideration for publication elsewhere.