Valley Drag

Valley Drag Episode 3: Bigoted Machine Learning


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This week on Valley Drag we talk about machine learning and how peoples own biases can be used to create machine learning algorithms that are bigoted, racist, and sexist.

CW: Racism, Sexism

Show Notes:

  • First up, what’s the difference between algorithms and machine learning?
  • Sources of bias
    • Data itself – people are biased, so data generated by people may reflect bias
      • Google Photos Mess Up
      • Methodology – researchers are people, so they have bias too
      • Society as a whole
      • How machines can execute our biases:
        • Google’s Sentiment Analysis thinks being gay is negative
          • Sentiment Analysis takes words or sentences and tries to say if they express something positive or negative. This can be useful for auto-moderating comments and detecting spam
          • for some reason, the system believed saying “
          • ...more
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