A Meta-Instrument for Interactive, On-the-Fly Machine Learning

@inproceedings{Fiebrink2009AMF,
  title={A Meta-Instrument for Interactive, On-the-Fly Machine Learning},
  author={Rebecca Fiebrink and Dan Trueman and Perry R. Cook},
  booktitle={NIME},
  year={2009}
}
Supervised learning methods have long been used to allow musical interface designers to generate new mappings by example. We propose a method for harnessing machine learning algorithms within a radically interactive paradigm, in which the designer may repeatedly generate examples, train a learner, evaluate outcomes, and modify parameters in real-time within a single software environment. We describe our meta-instrument, the Wekinator, which allows a user to engage in on-the-fly learning using… CONTINUE READING
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