Biases in AI Flashcards Preview

PHIL105 > Biases in AI > Flashcards

Flashcards in Biases in AI Deck (15)
Loading flashcards...
1

Weak AI

focussed on narrow task e.g. chess game

2

Strong AI

machine capability equal to a human's

3

Automation bias

the tendency to disregard or not search for contradictory information in light of a computer generated solution that is accepted as correct

4

Historical bias

data having historical bias, as algorithms are used to make predictions with historical data

5

Bias through interaction

when AI interacts with world e.g. Netflix account, Spotify

6

Sample bias

when data chosen to build algorithm does not represent space which model will operate, thus the algorithm spits out specific data that is not representative of world itself

7

Biased input selection

choosing of factors as input that is already biased

8

What bias was PredPol?

Historical bias

9

what bias was Microsoft Tay?

Bias through interaction

10

What bias was COMPAS

Historical bias

11

what bias was Google Photos

Sample bias

12

Microsoft Tay was when

chatbot interacted with specific communities that did not accurately represent Twitter communities. Tay subsequently became racist, misogynistic etc

13

PredPol was when

(uses previous crime data to prepare where future crimes will occur). Created a feedback loop (data in one tested area produces data so is repeatedly surveyed, ignoring other areas

14

Google Photos was when

search engine returning photos of African Americans when prompted to return photos of gorillas

15

COMPAS was when

algorithm used in legal system to assess the risk of an offender re-offending