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ML Testing

  • Samuel Ackerman,
  • Guy Barash,
  • Eitan Farchi,
  • Orna Raz,
  • Onn Shehory

摘要

Building on the experimental design discussion from Chap. 2, this chapter outlines how to confidentially test ML systems using statistical control. We learn how to distinguish between noise and real difference in the performance of ML models through the application of appropriate nonparametric statistical techniques, thus enabling reliable testing of the ML system.