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