Abstract: Our cutting-edge project introduces an advanced Sign Language Detection System, emphasizing American Sign Language (ASL) and fundamental prepositions. Utilizing sophis-ticated computer vision techniques for precise gesture recognition, the system delivers real-time video, audio, and text outputs, providing a multifaceted communication experience. A distinctive feature allowing users to select their preferred language for both audio and text outputs enhances inclusivity and customization. The system’s adaptability extends to include additional languages, ensuring its versatility in catering to diverse linguistic prefer-ences. This groundbreaking initiative addresses the pervasive communication challenges faced by the deaf and hard-of-hearing community, offering a comprehensive and highly customizable solution to bridge language gaps and foster seamless, meaningful interactions for individuals using sign language. Through the fusion of advanced technology and usercentric design, our Sign Language Detection System aims to significantly improve accessibility and communication inclusivity.