A review of the campaigns for the 2016 U.S. Presidential election to help us understand the strategies, personalities, and dynamics of the process. A discussion of the potential outcome of the election and the consequences for Canada.
Essay About Abortion Should Be Legal. Legalization of Abortion Free Essay Sa...afjzdtooeofvaa
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Legalization of Abortion Free Essay Sample on Samploon.com. Abortion should be illegal - GCSE Religious Studies Philosophy .... 5 facts about the abortion debate in America Pew Research Center. Florida Abortion Laws: Abortion Care And Your Legal Rights.. Abortion Should Not Be Made Illegal - GCSE Religious Studies .... Strict Abortion Law Forced Woman to Give Birth to Baby Without a Brain .... I had an abortion. Why is none of your business. - The Washington Post. Trump pushes anti-abortion agenda to build culture that cherishes innocent life. Abortion is needed for financial, moral reasons. Want to reduce abortion rates? Give parents money. - The Washington Post. Missouri latest state to move to restrict abortion laws. Questions surface as states pass abortion laws. Group launches site to help women self-induce abortions at home, citing .... With Abortion in Spotlight, States Seek to Pass New Laws - The New York .... Abortion laws: How different states use heartbeat bills, Roe v. Wade. Abortion rate at lowest level since 1973. 635711897809053841-AP-Abortion-Restrictions.jpg?width2382amp;height1346 .... Abortion Essay - GCSE Religious Studies Philosophy amp; Ethics - Marked .... High Court Rules Abortions Legal the First 3 Months. Online Essay Help amazonia.fiocruz.br. Essay Writer for All Kinds of Paper
What is algorithmic bias, and what does it mean for an algorithm to be fair or unfair? This talk explores fair decision making in the context of criminal justice, lending, hiring, and so on, providing both intuitions and their connection to legal and mathematical principles. It describes the basic frameworks of "allocative fairness," that is, fairness when giving out a benefit or a punishment.
Talk video and more at http://jonathanstray.com/introduction-to-algorithmic-bias
A talk at Code for America HQ in San Francisco.
A review of the campaigns for the 2016 U.S. Presidential election to help us understand the strategies, personalities, and dynamics of the process. A discussion of the potential outcome of the election and the consequences for Canada.
Essay About Abortion Should Be Legal. Legalization of Abortion Free Essay Sa...afjzdtooeofvaa
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Legalization of Abortion Free Essay Sample on Samploon.com. Abortion should be illegal - GCSE Religious Studies Philosophy .... 5 facts about the abortion debate in America Pew Research Center. Florida Abortion Laws: Abortion Care And Your Legal Rights.. Abortion Should Not Be Made Illegal - GCSE Religious Studies .... Strict Abortion Law Forced Woman to Give Birth to Baby Without a Brain .... I had an abortion. Why is none of your business. - The Washington Post. Trump pushes anti-abortion agenda to build culture that cherishes innocent life. Abortion is needed for financial, moral reasons. Want to reduce abortion rates? Give parents money. - The Washington Post. Missouri latest state to move to restrict abortion laws. Questions surface as states pass abortion laws. Group launches site to help women self-induce abortions at home, citing .... With Abortion in Spotlight, States Seek to Pass New Laws - The New York .... Abortion laws: How different states use heartbeat bills, Roe v. Wade. Abortion rate at lowest level since 1973. 635711897809053841-AP-Abortion-Restrictions.jpg?width2382amp;height1346 .... Abortion Essay - GCSE Religious Studies Philosophy amp; Ethics - Marked .... High Court Rules Abortions Legal the First 3 Months. Online Essay Help amazonia.fiocruz.br. Essay Writer for All Kinds of Paper
What is algorithmic bias, and what does it mean for an algorithm to be fair or unfair? This talk explores fair decision making in the context of criminal justice, lending, hiring, and so on, providing both intuitions and their connection to legal and mathematical principles. It describes the basic frameworks of "allocative fairness," that is, fairness when giving out a benefit or a punishment.
Talk video and more at http://jonathanstray.com/introduction-to-algorithmic-bias
A talk at Code for America HQ in San Francisco.
The French Revolution, which began in 1789, was a period of radical social and political upheaval in France. It marked the decline of absolute monarchies, the rise of secular and democratic republics, and the eventual rise of Napoleon Bonaparte. This revolutionary period is crucial in understanding the transition from feudalism to modernity in Europe.
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Safalta Digital marketing institute in Noida, provide complete applications that encompass a huge range of virtual advertising and marketing additives, which includes search engine optimization, virtual communication advertising, pay-per-click on marketing, content material advertising, internet analytics, and greater. These university courses are designed for students who possess a comprehensive understanding of virtual marketing strategies and attributes.Safalta Digital Marketing Institute in Noida is a first choice for young individuals or students who are looking to start their careers in the field of digital advertising. The institute gives specialized courses designed and certification.
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Unit 8 - Information and Communication Technology (Paper I).pdfThiyagu K
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This slides describes the basic concepts of ICT, basics of Email, Emerging Technology and Digital Initiatives in Education. This presentations aligns with the UGC Paper I syllabus.
Francesca Gottschalk - How can education support child empowerment.pptxEduSkills OECD
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Francesca Gottschalk from the OECDâs Centre for Educational Research and Innovation presents at the Ask an Expert Webinar: How can education support child empowerment?
Macroeconomics- Movie Location
This will be used as part of your Personal Professional Portfolio once graded.
Objective:
Prepare a presentation or a paper using research, basic comparative analysis, data organization and application of economic information. You will make an informed assessment of an economic climate outside of the United States to accomplish an entertainment industry objective.
Honest Reviews of Tim Han LMA Course Program.pptxtimhan337
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Personal development courses are widely available today, with each one promising life-changing outcomes. Tim Hanâs Life Mastery Achievers (LMA) Course has drawn a lot of interest. In addition to offering my frank assessment of Success Insiderâs LMA Course, this piece examines the courseâs effects via a variety of Tim Han LMA course reviews and Success Insider comments.
Introduction to AI for Nonprofits with Tapp NetworkTechSoup
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Dive into the world of AI! Experts Jon Hill and Tareq Monaur will guide you through AI's role in enhancing nonprofit websites and basic marketing strategies, making it easy to understand and apply.
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdfTechSoup
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In this webinar you will learn how your organization can access TechSoup's wide variety of product discount and donation programs. From hardware to software, we'll give you a tour of the tools available to help your nonprofit with productivity, collaboration, financial management, donor tracking, security, and more.
Read| The latest issue of The Challenger is here! We are thrilled to announce that our school paper has qualified for the NATIONAL SCHOOLS PRESS CONFERENCE (NSPC) 2024. Thank you for your unwavering support and trust. Dive into the stories that made us stand out!
5. Different types of counting
âą Numeric
o Continuous or discrete
o Units of measurement?
o Non-linear scales?
âą Categorical
o finite, e.g. {true, false}
o infinite e.g. {red, yellow, blue, ... chartreuseâŠ}
o ordered?
14. Some things that are tricky to quantify,
but usefully quantified anyway
âą Intelligence
âą Academic performance
âą Race, ethnicity, nationality, gender
âą Number of incidents of some type
âą Income
âą Political Ideology
17. It looks like Lucknow and Kanpur have few traffic accidents, but
deaths data suggests that accidents are not being counted.
Lies and Statistics: How Indiaâs Most-Populous State Fudges Crime Data, IndiaSpend
18. Evaluating Data Quality
Internal validity: check the data against itself
âą row counts (e.g. all 50 states?)
âą related data
âą histograms
âą do the numbers add up?
External validity: compare the data to something else.
âą alternate data sources
âą expert knowledge
âą previous versions
âą common sense!
19. Interview the Data
âą Who created this data?
âą What is this data supposed to count?
âą How was this data actually collected?
âą Does it really count what itâs suppose to?
âą For what purpose was this data collected?
âą How do we know it is complete?
âą If the data was collected from people, who was asked
and how?
20. âą Who is going to look bad or lose money because of this
data?
âą Is the data consistent with other sources?
âą Is the data consistent from day to day, or when collected
by different people?
âą Who has already analyzed it?
âą Are there multiple versions?
âą Does this data have known problems?
Interview the Data
23. AP Clinton Foundation Story
WASHINGTON (AP) â More than half the people outside the government who
met with Hillary Clinton while she was secretary of state gave money â either
personally or through companies or groups â to the Clinton Foundation. Itâs an
extraordinary proportion indicating her possible ethics challenges if elected
president.
At least 85 of 154 people from private interests who met or had phone
conversations scheduled with Clinton while she led the State Department
donated to her family charity or pledged commitments to its international
programs, according to a review of State Department calendars released so far
to The Associated Press. Combined, the 85 donors contributed as much as
$156 million. At least 40 donated more than $100,000 each, and 20 gave more
than $1 million.
- Many donors to Clinton Foundation met with her at State, AP, 8/24/2016
26. AP Clinton Foundation Story
âAt least 85 of 154 people from private interests who met or had phone
conversations scheduled with Clinton while she led the State Department
donated to her family charity or pledged commitments to its international
programs, according to a review of State Department calendars.â
odds
27. AP Clinton Foundation Story
odds
Not enough information to compute the odds ratio...
which you can tell immediately because four values are required.
43. How correlation happens
YX
X causes Y
YX
Y causes X
YX
random chance!
YX
hidden variable causes X and Y
YX
Z causes X and Y
Z
44. Guns and firearm homicides?
YX
if you have a gun, you're going to use it
YX
if it's a dangerous neighborhood, you'll buy a gun
YX
the correlation is due to chance
45.
46. Beauty and responses
YX
telling a woman she's beautiful
makes her respond less
YX
if a woman is beautiful,
1) she'll respond less
2) people will tell her that
Z
Beauty is a "confounding variable." The correlation is real,
but you've misunderstood the causal structure.