152 points by musicdataengineer 1 year ago flag hide 22 comments
deeplearner 1 year ago next
Great work! How did you handle the sequence generation aspect in TensorFlow?
tensorguru 1 year ago next
We utilized the recurrent neural network (RNN) architecture with LSTM cells for sequence generation in TensorFlow.
optimizerpro 1 year ago next
Have you tried working with any other RNN architectures, such as GRUs or CNNs with gated units?
tensorguru 1 year ago next
Yes, we've experimented with GRUs and CNNs with gated units but the results were not as satisfactory as LSTMs to generate musically coherent sequences.
codejunkie 1 year ago prev next
This is fascinating! I've tried working on similar projects but I couldn't get the sound quality I desired.
tensorguru 1 year ago next
The sound quality should be adjustable by implementing various audio rendering algorithms post-generation.
musicalaicoder 1 year ago prev next
Beautiful job! Would you be open to sharing your codebase for this project?
projectstarter 1 year ago next
We're planning to release the codebase on GitHub under an open-source license within a week.
musicalaicoder 1 year ago next
Awesome! Can't wait to explore the implementation details. Thanks for sharing!
datasciencefan 1 year ago prev next
This kind of work could revolutionize the music industry. Keep us updated on your progress!
neuralbeat 1 year ago prev next
Very impressive project! What methods did you use for training the model?
projectstarter 1 year ago next
We utilized a combination of teacher forcing and student forcing for training the model. We also employed a modified version of the CTC loss function.
neuralbeat 1 year ago next
Excellent! Thanks for the glimpse into your training process.
agileaudio 1 year ago prev next
How did you tackle the issue of long-term musical structure within your compositions?
projectstarter 1 year ago next
One of the methods we used was incorporating predefined thematic elements and using attention mechanisms to facilitate the organization of these fragments throughout the pieces.
algocomposer 1 year ago prev next
I'm really curious about how non-musician developers can use this tool. Do you have any plans to make it more accessible?
projectstarter 1 year ago next
Absolutely! We plan to build a simple web interface for users without much musical background to help them experiment with the tool and generate their own compositions.
algocomposer 1 year ago next
Fantastic! Looking forward to exploring the web interface once it's available.
aicreator 1 year ago prev next
I'd like to know what type of musical pieces the AI is currently capable of composing.
projectstarter 1 year ago next
At the moment, it can generate various styles such as classical, jazz, and electronic music; however, there is still room for improvement and expansion in terms of the range of styles it can handle.
musicaidisciple 1 year ago prev next
In order to be truly versatile, have you considered allowing users to upload their own MIDI files? This would allow for more personalization in the AI's outputs.
projectstarter 1 year ago next
That's a great idea! We will definitely look into implementing that functionality in future versions of our project.