Chenhao Tan 1 Can machines think? (Turing, 1950) 2 3 4 Atari - PowerPoint PPT Presentation

Chenhao Tan 1

• Can machines think? (Turing, 1950) 2

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• Atari game (Bonus: try Google image search “atari breakout”) 5

• Minh et al. 2013 • https://www.youtube.com/watch?v=V1e YniJ0Rnk 6

• Ghazvininejad, Shi, Choi, and Knight • Hafez, v1.0. http://52.24.230.241/poem/ 7

Deep dream, https://deepdreamgenerator.com/#gallery 8

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https://www.propublica.org/article/machine-bias-risk- 11 assessments-in-criminal-sentencing

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“How important is it to “How important is it you to be a voter in the to you to vote in the ✔ upcoming election?” upcoming election?” Bryan, Walton, Rogers and Dweck 2011 16

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• Is a thinking machine always “useful”? 18

• How difficult is this task for humans? • Should humans delegate this task to machines? 19

Definitely not delegable Hard for humans Easy for humans Definitely delegable 20

• Autonomous driving – How difficult is this task for humans? – Should humans delegate this task to machines? 21

• Medical diagnosis – How difficult is this task for humans? – Should humans delegate this task to machines? 22

• Whether to bail a person out of a jail – How difficult is this task for humans? – Should humans delegate this task to machines? 23

• Recommend movies/newsfeed – How difficult is this task for humans? – Should humans delegate this task to machines? 24

• Playing go – How difficult is this task for humans? – Should humans delegate this task to machines? 25

• Creative art – How difficult is this task for humans? – Should humans delegate this task to machines? 26

Definitely not delegable Hard for humans Easy for humans Definitely delegable 27

Feedback 28

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• Humans are not uniform • Whether to delegate depends on the situation 30

• 45-minute presentation + 30-minute discussion/brainstorming • Two research proposals • One research project • Peer review • Paper critiques are optional 31

• A lecture is only useful if you have read the assigned papers • Additional readings are optional 32

• Ambiguity • Uncertainty 33

• Sign up for in-class presentation at the link on Piazza • Read and think 34