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Value of AI

1. intro

AI have significant benefits like

  • Faster processing speed
  • no emotional judge

But AI system cannot be value free (introduced by developer)

2. What is value

  • subjective preferences
  • standards for evaluation (judge the extent), in this sense, not only human have value
  • in this sense, there is a plurality of different standards

3. System

No system is perfect. All system involve tradeoffs, trade off reflect value

Value in system is ineliminable. In 3 phase

  • Problem Identification
  • different ways to address problem
  • different definition
  • Design
  • data collection, privacy
  • which data to train, feature or not?
  • algorithmic fairness
  • Implementation