The Djelia Bambara Audio Dataset is a comprehensive resource aimed at supporting research and development in Bambara language processing. This dataset consists of audio extracted from YouTube videos, denoised and diarized to ensure high-quality segments. Additionally, it features a semi-annotated subset with transcriptions generated using the Djelia Whisper v1 model.