DeepMusic

Requirements

• Music21

Setup

1. Download and unzip clean_midi dataset from lakh data set (listed below)
2. Run transpose.py to convert all midi files to the same key (C major or A minor)

Datasets

• Lakh MIDI (176,000+)
• Jazz MIDI (500+)
• Piano Roll Alternatives

Resources

• Deep Learning for Music

• RoboMozart

• Composing Music With Recurrent Neural Networks: Theory

• CNN Approach to Music Generation

• Temporal Dependencies in High-Dimensional Sequences

• The Neural Network Zoo

• Analyzing Six Deep Learning Tools for Music Generation

• Composing Music With Recurrent Neural Networks: Code

• Composing Music With Recurrent Neural Networks: Extensions

• Magenta: Blog

• Magenta: Code

• Keras

• Sequence to Sequence Learning with Keras

• About MIDI

• Python MIDI Library

• Free MIDI Files

Results