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dat250
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kantianism
people’s actions ought to be guided by moral laws, which are univeral and applicable to everyone (imperatives)
hypothetical imperative
a concept in kantianism known as a conditional rule; “if you want X, then do Y”
categorical imperative (moral imperative)
a concept in kantianism known as a rule that will always apply
first formation of categorical imperative
act only from moral rules that you can at the same time will to be universal moral laws
second formation of categorical imperative
act so that you always treat both yourself and other people as ends in themselves, not only as means to an end (it’s wrong to “use” someone")
social contract theory
morality consists in the set of rules, governing how people are to treat one another, that rational people will agree to accept, for their mutual benefit, on the condition that others follow those rules as well
similar to kantianism
virtue ethics
a right action is one that a virtuous person, acting in character, would do under the same circumstances
a virtuous person is someone who possesses and lives out the virtues
the virtues are those character traits humans need in order to flourish and be truly happy
principle of utility
an action is right (or wrong) to the extent that it increases (or decreases) the total happiness of the affected parties
act utilitarianism
an action is good if its net effort (overall affected beings) is to produce more happiness than unhappiness
rule utilitarianism
we ought to adopt those moral rules that, if followed by everyone, produces the greatest overall good
divine command theory
idea that good actions are aligned with the will of God, and bad actions are those contrary to the will of God
censorship
the attempt to suppress or regulate public access to material considered offensive or harmful
direct censorship
relies on an external force from a governing power
government monopolization (soviet union governmental control)
prepublication review (government secret; nuclear weapons program)
licensing and registration (radio and television stations obtain a license to air)
self censorship
a group deciding for itself not to publish material
freedom of expression
congress shall make no law respecting an establishment of religion, or prohibiting the free exercise thereof; or abridging the freedom of speech, or of the press; or the right of the people peaceably to assemble, and to petition the government for a redress of grievances
first amendment of the constitution
data ethics
the norms of behavior that promote appropriate judgements and accountability when acquiring, managing, or using data
goals of protecting civil liberties, minimizing risks to individuals and society, and maximizing the public good
data science
the practice of mining large data sets of raw data, both structured and unstructured, to identify patterns and extract insight
a subset of AI
artificial intelligence
getting a computer to mimic human behavior
business understanding
data mining
data cleaning
data exploitation
feature engineering
predictive modeling
data visualization
data science life cycle
big data
high-volume, velocity, and variety information assets that demand cost-effective, innovative forms of information processing for enhanced insight and decision making
structured data
a type of data that can be processed, stored, and retrieved in a fixed format
5-10%
the employee table in a company database (organized by name, identification number, etc.)
unstructured data
a type of data that lacks any specific form or structure whatsoever
80%
semi-structured data
a type of data that contains unstructured data within a structure
5-10%
tweets organized by hashtag