ІННОВАЦІЙНІ ПІДХОДИ В ДОСЛІДЖЕННІ МЕТОДІВ РОЗПІЗНАННЯ МОВНИХ СИГНАЛІВ: АНАЛІЗ, ЗАСТОСУВАННЯ ТА ПЕРСПЕКТИВИ

The scientific community is intensively working on enhancing speech recognition technologies, crucial for integrating voice control into everyday life and improving accessibility for people with disabilities. Despite considerable progress, challenges like accent variation and background noise persist, requiring further innovation. Advancements in machine learning, particularly in deep learning and neural networks, offer promising solutions for these issues by enabling more accurate processing of speech patterns. The future of speech recognition technology holds the potential to significantly impact communication and the development of intelligent systems, with ongoing research focused on overcoming existing challenges through advanced machine learning techniques.