The Synthwave Dataset is a curated collection geared towards advanced machine learning applications. It consists of audio tracks enriched with metadata like chords, instruments, key signatures, tempo, and timestamps. This dataset uniquely blends intricate musical data with the nostalgic electronic sounds of the 1980s genre, offering a specialized resource for training models in generative AI music, Music Information Retrieval (MIR), and source separation.