This repository contains code to predict Bach's last fugue using machine learning

The Simple Bigram folder contains the baseline bigram model. Run simple_bigram.py to generate music using bigram model. The txt_to_midi.py converts pitch text file to .midi file. You can listen to the generated output by playing bigram_output.mid.

The preprocessing folder contains converters to convert midi files to pitch list and pitch list back to midi. It also has a converter for converting midi files to characters and can convert text back to midi. The DataScraping.ipynb script downloads midi files from a particular website. CharNN.ipynb is the character level implementation of LSTM which trains on text characters converted from midi file.

If you want the trained embedding vectors you can get them here.

The predicted outputs are available in the Generated Music folder.