Tunes by Technology: A Comprehensive Survey of Music Generation Models

Notable developments in Artificial Intelligence-based music production have brought about a transformation in the field of musical composition. The aim of this article is to give a summary of the different models and techniques used in AI-driven music production. It explores the need for these developments, highlighting the shortcomings of traditional music production methods, which often call for a significant investment of time and expertise and presenting Artificial Intelligence (AI) as a revolutionary solution to these challenges. Several models are examined in the review, including Transformer Architecture, Long Short-Term Memory (LSTM), Generative Adversarial Network (GAN) and many more. This study aims to give a comprehensive overview of Music generating techniques and their potential to improve the efficiency, accessibility, and collaborative nature of music creation within the musical environment.