This project is based on the use of generative adversarial networks to convert spoken language text to sign language with minimal annotated data. This allows communication with the impaired without explicit knowledge of sign language. User can simply speak in conversational language and the corresponding sign language images are generated which the impaired can interpret and respond accordingly.