Write Fairness chapter

[hschafer]

• [ ] Examples of ML systems gone wrong
• [ ] COMPAS
• [ ] Sources of Bias
• [ ] Definitions of fairness
  • [ ] College Admissions Example
  • [ ] "Shape blind"
  • [ ] Statistical Parity
  • [ ] Equal Opportunity
  • [ ] Predictive equality