On Human Intellect and Machine Failures: Troubleshooting Integrative Machine Learning Systems

@inproceedings{Nushi2017OnHI,
  title={On Human Intellect and Machine Failures: Troubleshooting Integrative Machine Learning Systems},
  author={Besmira Nushi and Ece Kamar and Eric Horvitz and Donald Kossmann},
  booktitle={AAAI},
  year={2017}
}
We study the problem of troubleshooting machine learning systems that rely on analytical pipelines of distinct components. Understanding and fixing errors that arise in such integrative systems is difficult as failures can occur at multiple points in the execution workflow. Moreover, errors can propagate, become amplified or be suppressed, making blame assignment difficult. We propose a human-in-the-loop methodology which leverages human intellect for troubleshooting system failures. The… CONTINUE READING
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