Machine Teaching: A New Paradigm for Building Machine Learning Systems

@article{Simard2017MachineTA,
  title={Machine Teaching: A New Paradigm for Building Machine Learning Systems},
  author={Patrice Y. Simard and Saleema Amershi and David Maxwell Chickering and Alicia Edelman Pelton and Soroush Ghorashi and Christopher Meek and Gonzalo Ramos and Jina Suh and Johan Verwey and Mo Wang and John Robert Wernsing},
  journal={CoRR},
  year={2017},
  volume={abs/1707.06742}
}
The current processes for building machine learning systems require practitioners with deep knowledge of machine learning. This significantly limits the number of machine learning systems that can be created and has led to a mismatch between the demand for machine learning systems and the ability for organizations to build them. We believe that in order to meet this growing demand for machine learning systems we must significantly increase the number of individuals that can teach machines. We… CONTINUE READING
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