Abstract: Despite technological advances, the struggle with communication barriers for the deaf and of hearing persists. This study introduces a unique Two-Way Language Converter Website (TWSLCW) to help bridge the gap between sign language speakers and those unfamiliar with sign language. By using state-of-the-art machine learning algorithms, the website converts spoken words to sign language and vice-versa instantly. This article discusses the creation, execution, and operation of TWSLCW, highlighting its user-friendly design and accessible features. Additionally, a thorough evaluation assesses the accuracy, effectiveness, and user contentment of the converter. The findings are promising, with participants indicating a high level of satisfaction and success in using TWSLCW for communication. This study contributes to progress in inclusive technology solutions and emphasizes the significance of using technology to improve communication access for various communities. 

Keywords: Communication Inclusivity Solution, Interactive Sign Language Platform, Barrier-Free Communication    Tool, Empowering Deaf Communication.

| DOI: 10.17148/IARJSET.2024.11494