Understanding deep learning algorithms is crucial for music generation practitioners and researchers alike in the realm of artificial intelligence. This article summarizes key findings, helping you choose the best algorithm for specific music tasks. This comparative evaluation examines RNN, GAN, and Transformer-based models, exploring methodologies and evaluation metrics like BLEU, FID, and MOS, providing insights…