The increasing volume of available digital music data necessitates the development of systems that assist users in discovering songs based on the characteristics of the audio content itself, rather than relying solely on metadata such as titles or artists. This study aims to develop a Content-Based Music Retrieval (CBMR) system that enables music search through the audio features of songs, allo…