AI · Theory

Is Artificial Intelligence a Threat to Humans

Theory

133/215

Is Artificial Intelligence a Threat to Humans

Is a Threat to Humans is about impact, not layers. Take a side with a reason: who is helped, who is hurt, what data was used, who is accountable. Accuracy can look high while a group is treated unfairly.

Is Artificial Intelligence a Threat to Humans — output: harm / data / mitigation. Accuracy ≠ fairness.

For Is a Threat to Humans — one concrete harm + one mitigation (better data, audit, XAI, regulation). Don’t preach.

Exam tip

One harm + one mitigation.

Example

# Is Artificial Intelligence a Threat to Humans
print("harm       : who gets a worse outcome?")
print("data issue : bias or missing consent")
print("mitigation : audit / human review / better data")

Is Artificial Intelligence a Threat to Humans — output: harm / data / mitigation. Accuracy ≠ fairness.

Short notes

DefIs a Threat to Humans — people + power + data.
RuleIs a Threat to Humans — fairness ≠ accuracy.
RememberIs a Threat to Humans — who is accountable?

AI · Theory

Is Artificial Intelligence a Threat to Humans

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Theory

133/215

Is Artificial Intelligence a Threat to Humans

Is Artificial Intelligence a Threat to Humans — output: harm / data / mitigation. Accuracy ≠ fairness.

For Is a Threat to Humans — one concrete harm + one mitigation (better data, audit, XAI, regulation). Don’t preach.

Exam tip

One harm + one mitigation.

Example

# Is Artificial Intelligence a Threat to Humans
print("harm       : who gets a worse outcome?")
print("data issue : bias or missing consent")
print("mitigation : audit / human review / better data")

Is Artificial Intelligence a Threat to Humans — output: harm / data / mitigation. Accuracy ≠ fairness.

Short notes

DefIs a Threat to Humans — people + power + data.
RuleIs a Threat to Humans — fairness ≠ accuracy.
RememberIs a Threat to Humans — who is accountable?

Is Artificial Intelligence a Threat to Humans

Example

Short notes

Questions

Is Artificial Intelligence a Threat to Humans

Example

Short notes

Questions