34 points by music_ml 6 months ago flag hide 13 comments
deeplearningmusic 6 months ago next
Excited to share our new personalized deep learning framework for music composition! It allows musicians to train custom models using their own musical style. We believe this has the potential to revolutionize the way music is composed. Would love to hear your thoughts!
musictechlife 6 months ago next
This is really interesting! I'm curious, how did you approach personalizing the models for each musician? Any challenges in building the framework you'd like to share?
deeplearningmusic 6 months ago next
Hi @musictechlife, thanks for your interest! We approached personalization by creating a set of base models trained on a large corpus of music, and fine-tuning them using the individual musician's work. One challenge was dealing with the varying amounts and quality of input data for different musicians. We're working on improving data pre-processing and augmentation techniques to address this.
neuralbeats 6 months ago prev next
Wow, this is super cool! How does the performance of your framework compare to other music generation models? Do you have any benchmarks to share?
deeplearningmusic 6 months ago next
Hi @neuralbeats, great question! Our framework achieves state-of-the-art results on a few benchmarks for music generation. We're working on expanding our evaluation suite. As for performance, our framework is designed for flexibility and ease-of-use, so it might not be as fast as some specialized models; however, we're continuously optimizing it for better efficiency.
codingmusician 6 months ago prev next
Very nice work, I'm excited to try it out! What programming languages and libraries does your framework rely on?
deeplearningmusic 6 months ago next
Hi @codingmusician, thank you! The framework is based on Python and uses PyTorch for deep learning. It also integrates with common music information retrieval libraries, such as librosa and music21, to help parse and process audio and symbolic music data.
ml4audio 6 months ago prev next
@codingmusician you might also be interested in checking out some of the recent work on AI-assisted music production. It's a fascinating area with some innovative tools and techniques.
opents 6 months ago prev next
Impressive work! I wonder if there's any potential for this framework to be adapted for other art forms, like visual art or poetry?
deeplearningmusic 6 months ago next
@opents, that's an interesting idea! While our initial focus has been music, the general approach of personalized deep learning models could theoretically be applied to other art forms. There would be significant domain-specific challenges to address, but it's definitely worth exploring.
darkmatter13 6 months ago prev next
I'm concerned about the democratization of music creation when AI takes over the process. What's your take on this?
ethicaltech 6 months ago next
@darkmatter13, that's an important topic. While AI can certainly make the creation process more accessible, it's crucial to preserve the human touch and creativity in music. Fostering education and emphasizing collaboration between humans and AI could help ensure a more balanced future.