Revolutionizing Accessibility, A Machine Learning Approach to Braille Conversion.
Louis Braille created the tactile writing system known as Braille in the nineteenth century, and it is now a vital resource for those who are blind or visually impaired. Due to the growing digitization of communication , Braille access and use have been severely limited, creating difficulties in daily life, work, and education . This study offers a novel dual-purpose Braille-to-English and English-to-Braille converter that makes use of cutting-edge machine learning and natural language processing methods in order to overcome these obstacles. The proposed method demonstrates a highly reliable and easy-to-use solution, attaining 91.2% accuracy for English-to-Braille conversion and 89.8% accuracy for Braille-to-English translation. It improves translation accuracy by ensuring accurate character mapping and sequence prediction through the use of deep learning-based supervised models . It surpasses existing methods in terms of accuracy, adaptability, and functionality by providi...