Machine Learning Definition

Equality is the assumption that social norms have a high bias resulting overfitting in the social sciences model, thus the solution is to introduce L1 regularization to create a sparse model that sets the coefficients for protected characteristics to zero. The complaint about equality is that it produces a model that technically underfits the sample data.
Equality reduced the computational cost of the prediction algorithm
by Peculiar Musings September 22, 2019
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The people who preach equality often preach about being yourself too. Well, if you're equal to somebody else you're the same as them. No individuality so you're not yourself, you're being like somebody else.
How can you believe in both equality and being yourself? Preaching it is not meaning it.
by Solid Mantis March 24, 2018
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We fight for equality.
Equal pay.
Equal rights under the law.
But equality is so much more.
It is the right to fee safe in your country,
The right to know the police protects you,
The right to know your coworkers respect you,
Equality is being a human, and everyone has that beautiful right.
Equality is what every single person in this world deserves, no matter what.
by Provemeright September 5, 2018
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Glorified communism.

Just think about it for a minute, equality on paper sounds like the (almost) perfect solution to most of society’s problems.
But in practice… it made more problems.
Same thing happened with communism, they tried it twice and failed. “Third time the charm”? Yeah.. apparently so, they just needed to rebrand it so people wouldn’t be so suspicious of it.

A lot of people think fairness and equality are practically the same thing. Trust me, THEY ARE NOT. They sound the same yes, but when you look at the fine print, there are pretty big differences between the two.
Equality: Let’s say you’re in elementary school and it’s about to be recess. The trouble maker (TM), of the class does something that they weren’t supposed to do and now everyone is in trouble, even though the teacher witnessed the kid causing trouble. The teacher doesn’t care and now every body has to stay inside while the other classes go outside to play.
One person got in trouble? Now EVERYONE is in trouble.

Fairness: We’ll use the same example as before, except this time the TM got what he deserves, the teacher only punishers him and everyone else gets to go outside with all their other friends, from the other classes.
1 person person gets in trouble, only THEY get punished.

Here’s another example: imagine you have two crates of apples in front of you with each crate being able to hold 20 apples, and there’s 20 left to the side. Crate #1 currently has 15 apples while crate #2 has 15.
Equality would be to put 10 apples in each crate. But that doesn’t work since one crate is now over capacity and has too many, while the other doesn’t have enough.

Fairness on the other hand would give 5 to crate #1 and 15 to crate #2, now both crates are evenly filled.

Equality focuses on the “giving” aspect making sure everyone is being treated the same, but this lacks context and reasoning. While fairness is more on the “value” side, seeing every person needing their own needs.
One is constantly overlooked, and one is always misused, you try figuring out which is which.
by Mathew E. May 17, 2023
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When people want equality in situations where they've historically been disadvantaged, but want tradition in situations where they've historically been advantaged.
Wanting equal pay but expecting the guy to always pay is selective equality.
by YourPreudonym October 14, 2022
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When the number pi looks so different when she dresses up in various typefaces or fonts (regular, italic, bold, bold-italic)—her facial expression or mood changes in different typographical settings.
Unlike in Helvetica or Times New Roman, the number pi looks quasi-unrecognizable in Avenir Next, be it in regular, italic, or bold. They’re not being critical when they commented that not all pi’s are created equal.
by Fasters November 17, 2022
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A person who is calm in dangerous situations. His violent nature will always make him win fights. When someone calls themselves an equalizer, it means they will always make sure they will always win fights. No matter the consequences.
by sillybastardtrixrforkids October 31, 2023
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