Modelling MIDI data with Machine Learning
At its surface, PianoRoll serves as a platform for pianists to track and share their progress with friends and the broader community. Yet, it’s so much more than that.
Audio, images and text already benefit from well-established deep learning architectures and processing pipelines that consistently yield amazing results.
Recording piano performances in MIDI format introduces a new and exciting area of research, combining challenges from text, image and audio into a single modality. MIDI format services as a bridge, capturing numerous nuances of piano performances in a structured data format.
PianoRoll
PianoRoll is a platform for tracking effort and hosting piano competitions. PianoRoll users provide crowd-sourced, high-quality MIDI recordings rich with performance nuances. This allows us to curate datasets for cutting-edge machine learning research.
PianoRoll users provide crowd-sourced, high-quality MIDI recordings rich with performance nuances. This allows us to curate datasets for cutting-edge machine learning research.
Python Tools for MIDI Processing
