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...Ijacsa international journal of advanced computer science and applications vol no sign language gloss translation using deep learning models mohamed amin hesahm hefny ammar mohammed department fgssr cairo university egypt abstract converting to a form natural more accurate the first step toward automating is one recent areas machine formalize in standard there domain many research efforts have focused on categorizing are existing several forms sing languages including stokoe into gesture or facial recognition however these hamnosys signwriting notation ignore linguistic structure context does not include expressions body sentences traditional methods low movements thus this limited quality poor scalability their underlying time suitable for deaf furthermore ham consuming contribution paper twofold it nosys designed any proposes approach bidirectional d animated avatar provide easy gruandlstm ineachoftheproposedmodels bahdanau way describing luong s attention mechanisms used second expe...