Sticky Topics Flashcards
PAPA model
Privacy, Accuracy, Property, Access
Privacy (PAPA Model)
How do we keep ourselves private? What info can and should be revealed?
Accuracy (PAPA Model)
Who is responsible for the accuracy of data? What safeguards can be put in place to ensure data accuracy?
Property (PAPA Model)
Who owns the information? Who has a right to buy or acquire the information?
who has the right to use this?
Access (PAPA Model)
What information does a person have a right to access? How do we guarantee equal access across all socioeconomic groups?
Types of AI Bias
Skewed sample
Limited features/limited selection
Tainted examples
Proxy bias
Skewed sample
Type of AI Bias, happens when the training data doesn’t fairly represent all groups or situations
Limited features/Sample size disparity
Type of AI Bias, happens when some types of data are much more common than others in the training set
Tainted Examples
Type of AI Bias, happens when the training data includes biased or incorrect information
Proxy Bias
Type of AI Bias, happens when seemingly neutral information is linked to sensitive topics
Risk management strategies
Acceptance
Avoidance
Mitigation
Redundancy
Transference
Acceptance
Risk management strategy: accept risk if the cost to mitigate outweighs the risk
Avoidance
Risk management strategy: eliminate the vulnerability causing the risk
Mitigation
Risk management strategy: reduce the likelihood or impact
Redundancy
Risk management strategy: multiple components for reliability
