Speech Signal Processing involves the analysis and manipulation of speech signals to enhance, recognize, or synthesize human speech. It plays a critical role in various applications such as voice recognition systems, hearing aids, and telecommunications, leveraging advanced algorithms to improve clarity and intelligibility of speech in diverse environments.