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  Published Paper Details:

  Paper Title

Curbed Music Generation With Deep Learning

  Authors

  Abde Abitalib Merchant

  Keywords

Music, LSTM, Melodies, MIDI, Deep Learning, Machine Learning

  Abstract


Artificial intelligence solutions have been brought into the creative field such as generations of art and music. Generating music via deep learning is a challenging problem, however recent developments such as openAI's MuseNet, CTRL (Creator Technology Research Lab) at Spotify, and Google's Magenta have shown us that there can be viable solutions. However, these technologies use very complex models trained over thousands of samples of data. This paper presents a survey on different models used in the past and also proposes a new model which uses LSTMs (Long Short Term Memory) and a small dataset to show that a relatively basic model is also functional in producing a sequence of notes which is capable of demonstrating properties resembling a nice sounding piece of music. We also show that a model produces satisfactory results when presented with a small dataset to train. This paper also discusses the challenges that accompany and discusses the strategy, and architecture that is involved in creating a system that can successfully generate a piece of music rather than a sequence of notes.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2310518

  Paper ID - 245443

  Page Number(s) - e625-e632

  Pubished in - Volume 11 | Issue 10 | October 2023

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  Abde Abitalib Merchant,   "Curbed Music Generation With Deep Learning", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.11, Issue 10, pp.e625-e632, October 2023, Available at :http://www.ijcrt.org/papers/IJCRT2310518.pdf

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ISSN: 2320-2882
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ISSN and 7.97 Impact Factor Details


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ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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