Slash

• Teaching neural networks how to play guitar
• Based on SampleRNN (Mehri et al. 2016)
• Under progress!!

License

MIT License

Results (generated over time)

link to video

Preprocessing .wav files

• navigate to project directory
• create waves directory inside the current directory
• copy all the wave files inside this directory
• run $ python preprocess.py
• A data.npy file is created inside tmp directory

Training model

• run $ python train_model.py
• weights are stored in ../params/ directory
• logs are stored in ../logs/ directory
• generated samples are stored in ../gen/ directory

Tensorboard visualization

• training logs dir: ../logs/train/
• validation logs dir: ../logs/valid/

Generating samples

• samples are automatically generated after gen_freq iterations
• samples are generated inside gen directory

Changing model/training configurations

• Just modify the corresponding parameters in settings.cfg

Blog

link to blog