Class 13 Flashcards
weak ai
when machines act as if they were intelligent
strong ai
when machines actually consciously think and don’t just simulate it
qualification problem
refers to the difficulty of capturing every contingency of appropriate behavior in a set of necessary and sufficient logical rules
embodied cognition
approach that claims that it make no sense to consider the brain separately – cognition takes place within a body which is embedded in an environment
chinese room argument
human who only understands English in room with bunch of rule books, given paper with Chinese symbols, human uses rule books to translate a response in Chinese, outside observer might imagine person in the room understands Chinese
consciousness
awareness of environment and of self, and the subjective experience of living
qualia
term in latin for intrinsic nature of experiences
deidentification
used to strip personal data, doesn’t always work
secure aggregation
needed to preserve privacy for federated learning, basic idea = central server should not be storing identifiable information from a user’s database
fairness criteria
- individual fairness (treated fair regardless of class)
- group fairness (2 classes treated similarly)
- fairness through unawareness (remove class distinctions)
- equal outcome
- equal opportunity
- equal impact
explainable ai
an ai/ml system that explains itself to you
technological unemployment
coined by John Keynes – net effect of automation seems to be in eliminating tasks rather than jobs
business process automation
combination of text documents and structured data to make business decisions and improve workflow
robopocalypse
book that portrays out of control AI – written by Daniel Wilson
software engineering
field for producing reliable software
low impact
robot system that is programmed to “first do no harm”
tragedy of the commons
externalities result in the exploitation of shared resources
imitation learning
robots learning through humans, can cause them to repeat human mistakes
ultraintelligent machine
fear that humans will invent something that will be our last invention
thinkism
coined by Kevin Kelly – describes an overemphasis on pure intelligence