In this paper we worked on generating beats using RNN based neural network like Long Short-Term Memory.The data used represents notes and chords of music in the form of coded files that drive musical and other digital instruments on what to play.It is build using framework like Electronjs, Axios to make it cross platform desktop app along with Python and it's libraries like M21, and framework like Flask, TensorFlow using GPU based Jupyter Notebook.The objective of this paper is to train and improve the neural network so that we can generate automated music beats composition of different types through the network.
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Srivastava et al. (2024) studied this question.
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