 Last 7 days


the inference efficiency improved by nearly three orders of magnitude or 1,000x in less than 2 years
for  stats  AI evolution  Math benchmark  2022 to 2024
stats  AI evolution  Math benchmark  2022 to 2024  50% increase in accuracy over 2 years  inference accuracy improved 1000x or 3 Orders Of Magnitude (OOM)

there is essentially this Benchmark 00:09:58 called the math benchmark a set of difficult mathematic problems from a high school math competitions and when the Benchmark was released in 2021 gpt3 only got 5%
for  stats  AI  evolution  Math benchmark
stats  AI  evolution  Math benchmark  2021  GPT3 scored 5%  2022  scored 50%  2024  Gemini 1.5 Pro scored 90%

 Jun 2024
 May 2024

www.cnbc.com www.cnbc.com

Similar to “girl math,” which breaks down the price of an item by the cost per wear to justify bigticket purchases, spaving encompasses all the ways buying decisions are rationalized.

 Apr 2024

www.lesswrong.com www.lesswrong.com

But my biggest problem is that I'm really bad at learning mathematics.


augmentingcognition.com augmentingcognition.com

One common pattern is that people think they're getting stuck on esoteric, complex issues. But when you dig down it turns out they're having a hard time with basic notation and terminology.
Common problem with learning math.

 Mar 2024

thebaffler.com thebaffler.com

We need a better catchall term for the ills perpetrated on humanity and society by technology companies' extractive practices and general blindness to their own effects while they become rich. It should have a terrifically pejorative tone.
Something which subsumes the crazy bound up in some of the following:  social media machine guns  toxic technology  mass produced toxicity  attention economy  bad technology  surveillance capitalism  technology and the military  weapons of math destruction
It should be the polar opposite of:  technoutopianism


m.khan.co.kr m.khan.co.kr

논리적으로 말하기, 논리적으로 사고하기
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www.youtube.com www.youtube.com

thats the beauty of math and IT: either a solution is 100% correct, or not.<br /> but correct solutions take time... stress and fear produce errors

 Feb 2024

math.libretexts.org math.libretexts.org

it is possible for a relation to be neither reflexive nor irreflexive.
How a relation can be neither reflexire nor irreflexive?

 Jan 2024

Local file Local file

Thus we have the possibility not just of weapons of mass destructionbut of knowledgeenabled mass destruction (KMD), this destructiveness hugely amplified by the power of selfreplication.
coinage of the phrase knowledgeenabled mass destruction here?


www.youtube.com www.youtube.com

58:00 "anteilig haben sie bei afghanen ein vielfaches an sexualdelikten als beim durchschnitt der bevölkerung. statistik. denk ich mir nicht aus."  "und davor wollen sie die jugend auch schützen?"  "ja, davor will ich auch die jugend schützen, jeden, auch sie."
ich glaube kaum, dass die gut in mathe ist. eine "bedingte wahrscheinlichkeit" (P von A wenn B) berechnen wird auch dadurch erschwert, wenn das ergebnis "schlechte stimmung" verbreitet.
mit der letzten antwort hat beckamp den vogel abgeschossen : D weil bevor linke sich von "nazis" helfen lassen, vorher friert die hölle zu!

54:20 "was würden sie sagen, wie viele einundzweipersonen haushalte haben wir in großstädten wie in köln und düsseldorf?"  "viele."  "anteil? prozent?"  "ich bin ganz furchtbar mit zahlen."  "75 prozent."
warum eskaliert die gleich von "weiss ich nicht" zu "ich bin ganz furchtbar mit zahlen"?<br /> und warum erinnert mich das an den kontrast zwischen religion und naturwissenschaft...?<br /> religion im sinn von "my feelings dont care about your facts!!"


shreevatsa.net shreevatsa.netHello1

I'm interested in mathematics, programming, Sanskrit literature, and the works of Donald Knuth.
emacs hugo math

 Dec 2023

ko.khanacademy.org ko.khanacademy.org

칸아카데미의 미션은 세계적인 수준의 교육을 전 세계 누구에게나 무료로 제공하는 것입니다.


www.youtube.com www.youtube.com

https://www.youtube.com/watch?v=7xRXYJ355Tg The AI Bias Before Christmas by Casey Fiesler

 Sep 2023

delong.typepad.com delong.typepad.com

Many people are frightened of mathematics and thinkthey cannot read it at all. No one is quite sure why this is so.Some psychologists think there is such a thing as "symbolblindness"the inability to set aside one's dependence on theconcrete and to follow the controlled shifting of symbols.


media.hubspot.com media.hubspot.com

Mandel’s system was simple — but incredibly complex from a logistical standpoint
How to win in Lotto every time:

 Aug 2023

math.stackexchange.com math.stackexchange.com

so a formula is like a dead equation?

 Jul 2023

maxwelldemon.com maxwelldemon.com

To me this gets to the heart of the teaching of mathematics. There are (at least) two distinct skills: The mechanical system of converting one thing to another using an array of symbols The translation system mapping those moves onto the world. We can emphasise the mechanical (the approach of most school systems) or we can emphasise the translation (the approach of Conrad Wolfram and others who argue that computers should do the calculation).
Feels very similar to the skills required to model realworld systems in computer programs.



Both the cult of learning around Dante and the cult ofignorance around Newton are phenomena of the vicious specialization of scholarship.
p. xxiv
Hutchins seems to indicate that the "vicious specialization of scholarship" is in part to blame for the emergence of the "two cultures" delineated by C. P. Snow later in the decade.


curves.xargs.org curves.xargs.org
 May 2023

eli.thegreenplace.net eli.thegreenplace.net

www.artsetmetiers.net www.artsetmetiers.net

www.futurasciences.com www.futurasciences.com

aconit.inria.fr aconit.inria.fr
 Apr 2023

en.wikipedia.org en.wikipedia.org
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www.mathsisfun.com www.mathsisfun.com
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desislav.dev desislav.dev

 Mar 2023

www.w3.org www.w3.org
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web.dev web.dev
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preshing.com preshing.com

Small Collision Probabilities
How probable is for some git hashids (some chars, not the full length) to collide:

for a small project with ~100 commits:
 8 digits (32bits): 1/million
 7 digits (28bits): 1/54,000
 6 digits (24bits): 1/3,400

for a big project: with ~10.000 commits:
 8 digits: 1/100
 7 digits: 1/6
 6 digits: ~1
As confirmed with the vecto repo, with these ipython commands: ```ipython
!git revlist all count 14042 def collissions(k,N): ...: return 1  e((k(k1)/(2N)))
collissions(14042, 16**6) 0.9971938358691735 !git revlist all  cut c 6  sort  uniq cd 2 5af40d 2 6a6c62 2 914c24 2 d83979 2 e8060f
collissions(14042, 16**7) 0.3073608000674162 !git revlist all  cut c 7  sort  uniq cd 2 e8060f9
collissions(14042, 16**8) 0.022691464724788335 !git revlist all  cut c 8  sort  uniq cd <nothing> ```

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 Feb 2023

bartoszmilewski.com bartoszmilewski.com

There is just one little nit for mathematicians to pick: morphisms don’t have to form a set. In the world of categories there are things larger than sets. A category in which morphisms between any two objects form a set is called locally small.

Is composition associative? Check!
Associativity for
<=
seems a bit weird to me; generally you want the value inside of()
to be comparable outside; but(1 <= 2) <= 3
would result inTrue <= 3
. So I think the best way to think of associativity here is that it just does not apply, and the()
can be dropped.


wordcraftwritersworkshop.appspot.com wordcraftwritersworkshop.appspot.com

Many authors noted that generations tended to fall into clichés, especially when the system was confronted with scenarios less likely to be found in the model's training data. For example, Nelly Garcia noted the difficulty in writing about a lesbian romance — the model kept suggesting that she insert a male character or that she have the female protagonists talk about friendship. Yudhanjaya Wijeratne attempted to deviate from standard fantasy tropes (e.g. heroes as cartographers and builders, not warriors), but Wordcraft insisted on pushing the story toward the wellworn trope of a warrior hero fighting back enemy invaders.
Examples of artificial intelligence pushing toward preexisting biases based on training data sets.

 Jan 2023
 Dec 2022
 Sep 2022

codeforces.com codeforces.com

A. Watermelon
card #test
 given number , can it come from sum two even nums????
 only if even > 2 else no


www.amazon.com www.amazon.com

https://www.amazon.com/DanicaMcKellar4BookMathSet/dp/B00KMZL49E/
While targeted at young girls and meant to empower them, there's a hint of math shaming in Danica McKellar's math books, particularly "Math Doesn't Suck." While trying to flip the script, the title tacitly acknowledges that everyone thinks "math sucks". Why not start from a wholly positive framing rather than ceding the opposite's argument from the start?


www.amazon.com www.amazon.com

www.amazon.com www.amazon.com

A whole series of books from McGraw Hill whose titles all carry an implicit math shaming. Who wants to carry these books around and be seen reading them? Even the word DeMYSTiFieD on the cover is written in CLoWn case.
 Business Math Demystified
 Dosage Calculations and Basic Math for Nurses Demystified
 Geometry Demystified
 Business Calculus Demystified
 Math Word Problems Demystified
 Everyday Math Demystified
 Discrete Mathematics Demystified
 Math Proofs Demystified
 PreAlgebra Demystified
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www.reddit.com www.reddit.com

TREE(3) is surprisingly large.TREE(1) = 1 and TREE(2) = 3, but then TREE(3) is suddenly vastly beyond comprehension.But once you know that TREE(3) is too big to grok, there’s not a lot left to be said about TREE(n) for specific n > 3; surely they’re bigger. In fact, they are probably so much bigger that even TREE(4) will dwarf TREE(3) to a much greater extent than TREE(3) dwarfs our familiar numbers. But that isn’t surprising once you know about TREE(3).In principle, of course, there is no reason you have to stop. You could consider, for example, TREETREE(TREE(3)) (3), where you start by plugging 3 into TREE, then plug that into TREE, and keep going through a total of TREE(TREE(3)) iterations. That would definitely be a (disturbingly, in my opinion) large number. But it’s not particularly interesting, as large numbers go.

 Jul 2022

www.intheknow.com www.intheknow.com

https://news.yahoo.com/mathematiciantiktokgivesexampleinsane192823997.html
A sad, but subtle bit of math shaming going on here. Worse it's indicating that math is hard for even the elite without providing proper context.

 Jun 2022

towardsdatascience.com towardsdatascience.com

www.quora.com www.quora.com

joshkerr.com joshkerr.com

www.facet.net www.facet.net

sum(1 to n) = n(n + 1) / 2
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www.chilimath.com www.chilimath.com


brilliant.org brilliant.org

 May 2022

branded.substack.com branded.substack.com

We don’t know how many media outlets have been run out of existence because of brand safety technology, nor how many media outlets will never be able to monetize critical news coverage because the issues important to their communities are marked as “unsafe.”



With Alphabet Inc.’s Google, and Facebook Inc. and its WhatsApp messaging service used by hundreds of millions of Indians, India is examining methods China has used to protect domestic startups and take control of citizens’ data.
Governments owning citizens' data directly?? Why not have the government empower citizens to own their own data?



**The CauchySchwarz Inequality** $$\left( \sum_{k=1}^n a_k b_k \right)^2 \leq \left( \sum_{k=1}^n a_k^2 \right) \left( \sum_{k=1}^n b_k^2 \right)$$
This sentence uses
$
delimiters to show math inline: $\sqrt{3x1}+(1+x)^2$


developers.google.com developers.google.com

```html
<script type="application/ld+json"> { "@context": "https://schema.org", "@type": ["MathSolver", "LearningResource"], "name": "An awesome math solver", "url": "https://www.mathdomain.com/", "usageInfo": "https://www.mathdomain.com/privacy", "inLanguage": "en", "potentialAction": [{ "@type": "SolveMathAction", "target": "https://mathdomain.com/solve?q={math_expression_string}", "mathExpressioninput": "required name=math_expression_string", "eduQuestionType": ["Polynomial Equation","Derivative"] }], "learningResourceType": "Math solver" }, { "@context": "https://schema.org", "@type": ["MathSolver", "LearningResource"], "name": "Un solucionador de matemáticas increíble", "url": "https://es.mathdomain.com/", "usageInfo": "https://es.mathdomain.com/privacy", "inLanguage": "es", "potentialAction": [{ "@type": "SolveMathAction", "target": "https://es.mathdomain.com/solve?q={math_expression_string}", "mathExpressioninput": "required name=math_expression_string", "eduQuestionType": ["Polynomial Equation","Derivative"] }], "learningResourceType": "Math solver" } </script>```


math.libretexts.org math.libretexts.orgHome1

 Apr 2022

www.khanacademy.org www.khanacademy.org

The symbol dx has different interpretations depending on the theory being used. In Leibniz's notation, dx is interpreted as an infinitesimal change in x and his integration notation is the most common one in use today. If the underlying theory of integration is not important, dx can be seen as strictly a notation indicating that x is a dummy variable of integration; if the integral is seen as a Riemann integral, dx indicates that the sum is over subintervals in the domain of x; in a Riemann–Stieltjes integral, it indicates the weight applied to a subinterval in the sum; in Lebesgue integration and its extensions, dx is a measure, a type of function which assigns sizes to sets; in nonstandard analysis, it is an infinitesimal; and in the theory of differentiable manifolds, it is often a differential form, a quantity which assigns numbers to tangent vectors. Depending on the situation, the notation may vary slightly to capture the important features of the situation. For instance, when integrating a variable x with respect to a measure μ, the notation dμ(x) is sometimes used to emphasize the dependence on x. Source: http://en.wikipedia.org/wiki/Integral#Terminology_and_notation
Why is there a \(dx\) at the end of the integration notation?


www.graphpad.com www.graphpad.com

difference between SD and SEM


towardsdatascience.com towardsdatascience.com

In this case, for a test to be statistically significant, pvalue must be lower than 0.05.
statistical significance should be less than 5%
tf your confidence that the results are not due to chance is 95%


www.stat.colostate.edu www.stat.colostate.edu

We are 99% confident that the true average “attitude” difference betweenliving environments is between 1.32 and 7.88. At a significance level of 0.01we can say that living in a minority environment is associated with higherscore
99% confident that the true average (result) is between these two numbers;
at 1% (0.01) significance, we can scientifically assume there is a causal relationship



While it was once regarded as a lowlevel, “primitive” instinct, researchers arecoming to recognize that imitation—at least as practiced by humans, includingvery young ones—is a complex and sophisticated capacity. Although nonhumananimals do imitate, their mimicry differs in important ways from ours. Forexample, young humans’ copying is unique in that children are quite selectiveabout whom they choose to imitate. Even preschoolers prefer to imitate peoplewho have shown themselves to be knowledgeable and competent. Researchshows that while toddlers will choose to copy their mothers rather than a personthey’ve just met, as children grow older they become increasingly willing tocopy a stranger if the stranger appears to have special expertise. By the time achild reaches age seven, Mom no longer knows best.
Studies have shown that humans are highly selective about whom they choose to imitate. Children up to age seven show a propensity to imitate their parents over strangers and after that they primarily imitate people who have shown themselves to be knowledgeable and competent within an area of expertise.
This has applications to teaching with respect to math shaming. A teacher who says that math is personally hard for them is likely to be signaling to students that what they're teaching is not based on experience and expertise and thus demotivating the student from following and imitating their example.
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betterexplained.com betterexplained.com

Learning to "factor an equation" is the process of arranging your teepee. In this case: If x=−3 then Component A falls down. If x=2, Component B falls down.
doesnt really explain how to get the factors. Which for most binomials is done by creating a table of numbers that multiply to create the last number while adding up to create the middle x


betterexplained.com betterexplained.com

We invented the decimal point to handle the crazy idea of a number more than zero but less than one.
Zeno's paradox comes to mind. The idea is that you never get from zero to one or vice versa, but rather infinity closer to one or the other. But what does getting to 2 mean? A "leap" through 1? Infinitly close to 1  twice?

using the symbol 0 to represent nothingness
is there another symbol for potential like a placeholder character?

 Mar 2022

mathshistory.standrews.ac.uk mathshistory.standrews.ac.uk

about 0.6180340
Found on pg. 144 of this document: http://publikationen.badw.de/de/002334747
Also, noted in this annotation: https://hypothes.is/a/7p6ymq4VEeypdGs_FAN43w


publikationen.badw.de publikationen.badw.de

618034
"The first known calculation of the golden ratio as a decimal was given in a letter written in 1597 by Michael Mästlin, at the University of Tübingen, to his former student Kepler. He gives "about 0.6180340" for the length of the longer segment of a line of length 1 divided in the golden ratio." from https://mathshistory.standrews.ac.uk/HistTopics/Golden_ratio/


www.cs.umd.edu www.cs.umd.edu

The current mass media such as t elevision, books, and magazines are onedirectional, and are produced by a centralized process. This can be positive, since respected editors can filter material to ensure consistency and high quality, but more widely accessible narrowcasting to specific audiences could enable livelier decentralized discussions. Democratic processes for presenting opposing views, caucusing within factions, and finding satisfactory compromises are productive for legislative, commercial, and scholarly pursuits.
Social media has to some extent democratized the access to media, however there are not nearly enough processes for creating negative feedback to dampen ideas which shouldn't or wouldn't have gained footholds in a mass society.
We need more friction in some portions of the social media space to prevent the dissemination of unuseful, negative, and destructive ideas swamping out the positive ones. The accelerative force of algorithmic feeds for the most extreme ideas in particular is one of the most caustic ideas of the last quarter of a century.

Since any powerful tool, such as a genex, can be used for destructive purposes, the cautions are discussed in Section 5.
Given the propensity for technologists in the late 90s and early 00s to have rose colored glasses with respect to their technologies, it's nice to see at least some nod to potential misuses and bad actors within the design of future tools.


www.cnblogs.com www.cnblogs.com

JavaScript 的数学运算
基于 Math 类 Math.ceil() Math.floor()
3.1415926.toFixed(2) // 保留小数位 99.89233.toPrecision(5) // 整体长度，含整数部分
全局对象 window 的方法
parseInt('100') parseInt(100.12) parseInt('string') // => NaN
Number("string") // => 0
位运算：
 0 ， 和 0 按位或 ~~ ，两次按位非
0，右移 0 位 << 0，左移 0 位
0，无符号右移 0 位
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 Feb 2022

twitter.com twitter.com

Hmm...this page doesn’t exist. Try searching for something else.
Apparently Persuall was embarrassed about their prosurveillance capitalism stance and perhaps not so much for its lack of kindness and care for the basic humanity of students.
Sad that they haven't explained or apologized for their misstep.
https://web.archive.org/web/20220222022208/https://twitter.com/perusall/status/1495945680002719751
Additional context: https://twitter.com/search?q=(%40perusall)%20until%3A20220223%20since%3A20220221&src=typed_query


zhuanlan.zhihu.com zhuanlan.zhihu.com猜想的艺术1

猜想的艺术
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 Jan 2022

www.nytimes.com www.nytimes.com

https://www.nytimes.com/2022/01/28/nyregion/stevenstrogatzsundays.html
Nice to see the normalization of math and a mathematician without any math shaming in sight.
I'm more curious to hear about his Mondays or Tuesdays...

 Dec 2021

edtech.dk edtech.dk

 Nov 2021

www.funbrain.com www.funbrain.com
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 Oct 2021

www.theatlantic.com www.theatlantic.com

Adrienne LaFrance outlines the reasons we need to either abandon Facebook or cause some more extreme regulation of it and how it operates.
While she outlines the ills, she doesn't make a specific plea about the solution of the problem. There's definitely a raging fire in the theater, but no one seems to know what to do about it. We're just sitting here watching the structure burn down around us. We need clearer plans for what must be done to solve this problem.


en.wikipedia.org en.wikipedia.org

Alicia Boole Stott
Alicia was the only Boole sister to inherit the mathematical career of her parents, although her mother Mary Everest Boole had brought up all of her five children from an early age 'to acquaint them with the flow of geometry' by projecting shapes onto paper, hanging pendulums etc. She was first exposed to geometric models by her brotherinlaw Charles Howard Hinton when she was 17, and developed the ability to visualise in a fourth dimension. She found that there were exactly six regular polytopes in four dimensions and that they are bounded by 5, 16 or 600 tetrahedra, 8 cubes, 24 octahedra or 120 dodecahedra.

 Sep 2021


Ciccione, L., SabléMeyer, M., & Dehaene, S. (2021). Analyzing the misperception of exponential growth in graphs. PsyArXiv. https://doi.org/10.31234/osf.io/dah3x


finiteeyes.net finiteeyes.net

We teachers can help our students with this. Let them know when the most difficult work is coming. Help them prepare for that work, then admit that the challenge is real and it is difficult.
But let's also be aware of the alltooprevalent math shaming that occurs when we say "math is difficult". That definitely isn't productive.


learningforward.org learningforward.org

Coaching with SEL in mind
An interesting article on using SEL strategies in the mathematics classroom.

 Aug 2021

softwareengineering.stackexchange.com softwareengineering.stackexchange.com

logₑ1 is iπ

Sanity check = Does this even make sense? For example, if your application only outputs integers, sqrt(1) and log(1) are undefined.

 Jun 2021

cloud.google.com cloud.google.com

"dividing ndimensional space with a hyperplane."


www.fudco.com www.fudco.com

cheap trick
Does Morningstar think that math too suffers from the same issues he finds in critical theory, or just Godel's incompleteness theorem (I'm assuming that's what Morningstar is alluding to)? Explore a deep discussion about whether Godel's incompleteness theorem is a cheap trick.

 Apr 2021

seeingtheory.brown.edu seeingtheory.brown.edu
 Mar 2021

mindmatters.ai mindmatters.ai
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en.wikipedia.org en.wikipedia.org

In computer science, a tree is a widely used abstract data type that simulates a hierarchical tree structure
a tree (data structure) is the computer science analogue/dual to tree structure in mathematics


en.wikipedia.org en.wikipedia.org

How is it that https://en.wikipedia.org/wiki/Type_theory links to https://en.wikipedia.org/wiki/Type_(model_theory) but the latter does not have any link to or mention of https://en.wikipedia.org/wiki/Type_theory
Neither mentions the relationship between them, but both of them should, since I expect that is a common question.


en.wikipedia.org en.wikipedia.org

Model theory recognizes and is intimately concerned with a duality: it examines semantical elements (meaning and truth) by means of syntactical elements (formulas and proofs) of a corresponding language



math.stackexchange.com math.stackexchange.com

I'd say an equation is anything with an equals sign in it; a formula is an equation of the form A= stuffA= stuffA={\rm\ stuff} where AAA does not appear among the stuff on the right side.

I think that over time the distinction is lost. My math teacher, 35 years ago stated "formulas are used in chemistry, in math we have equations". To this day, the word 'formula' in math seems wrong, but I'd accept it's used commonly.

An equation is meant to be solved, that is, there are some unknowns. A formula is meant to be evaluated, that is, you replace all variables in it with values and get the value of the formula.

The key idea is that the equation captures not just the ingredients of the formula, but also the relationship between the different ingredients.

 Feb 2021

en.wikipedia.org en.wikipedia.org

In fact, the Product comonad is just the dual of the Writer monad and effectively the same as the Reader monad (both discussed below)


www.popularmechanics.com www.popularmechanics.com

 Establish the number of Rubik's cube combinations.
 Establish "algorithm" capabilities based on the x12 "impossible" cubes.
 "Signmaster notation" for describing algorithm moves.
 x2 links to youtube tutorials.


researchers.one researchers.one

350 pages PDF with hard math.
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store.steampowered.com store.steampowered.com

(The forms !=, /= or <> are generally used in programming languages where ease of typing and use of ASCII text is preferred.) x ≈ y means x is approximately equal to y. This may also be written ≃, ≅, ~, ♎ (Libra Symbol), or ≒. G ≈ H means that group G is isomorphic (structurally identical) to group H.
what does that have to do with this game?


educationinnovation.pressbooks.com educationinnovation.pressbooks.com

Critical and creative thinkers engage in active planning and forethought to set goals, outline strategies, and determine the best methods through which they can achieve their goals
Head Scratcher: How are we promoting critical and creative thinkers in our instruction?
As a high school math teacher this can be easier at times, and more difficult at times depending on the class and the course material. At times it is easy to promote creative when dealing with honors classing and higher math courses. But when working with remedial Algebra classes it can be more difficult to promote creativity and critical thinking because of high levels of apathy and prior knowledge. Sometimes the best way to promote success in those classes is through repetition and memeorization of steps to solve common test promblems.


www.sciencealert.com www.sciencealert.com



All those names of things  topology, complex analysis, and differential geometry  might not sound like much to you now, but you'll soon learn that they're really just describing the shapes of things in our Universe, and the way those shapes change in time and space are explained by things like calculus and chaos theory.

 Jan 2021

marksaroufim.substack.com marksaroufim.substack.com

A big reason for GPUs popularity in Machine Learning is that they are essentially fast matrix multiplication machines. Deep Learning is essentially matrix multiplication.
Deep Learning is mostly about matrix multiplication

A matrix is a linear map but linear maps are far more intuitive to think about than matrices

I often get asked by young students new to Machine Learning, what math do I need to know for Deep Learning and my answer is Matrix Multiplication and Derivatives of square functions.
Deep Neural Networks are a composition of matrix multiplications with the occasional nonlinearity in between


www.quantamagazine.org www.quantamagazine.org

New Quantum Algorithms Finally Crack Nonlinear Equations
 We can’t predict the weather, among many other complex issues, because computers still can’t solve nonlinear equations.
 But this might change soon, as two different research teams created algorithms that can be used for nonlinear modelling on quantum computers.
 Their techniques still need refining, and won’t be realworld ready for years, but these studies are another stepping stone towards truly useful quantum algorithms.

 Dec 2020

www.nature.com www.nature.com

Ergodic theory is a forbiddingly technical branch of mathematics.
It's supremely sad that a paper in Nature should "math shame" ergodic theory this way. What the hell is going on?
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www.theatlantic.com www.theatlantic.com

The company’s early mission was to “give people the power to share and make the world more open and connected.” Instead, it took the concept of “community” and sapped it of all moral meaning. The rise of QAnon, for example, is one of the social web’s logical conclusions. That’s because Facebook—along with Google and YouTube—is perfect for amplifying and spreading disinformation at lightning speed to global audiences. Facebook is an agent of government propaganda, targeted harassment, terrorist recruitment, emotional manipulation, and genocide—a worldhistoric weapon that lives not underground, but in a Disneylandinspired campus in Menlo Park, California.
The original goal with a bit of moderation may have worked. Regression to the mean forces it to a bad place, but when you algorithmically accelerate things toward our bases desires, you make it orders of magnitude worse.
This should be though of as pure social capitalism. We need the moderating force of government regulation to dampen our worst instincts, much the way the United State's mixed economy works (or at least used to work, as it seems that raw capitalism is destroying the United States too).

 Nov 2020

betterexplained.com betterexplained.com

We say i (lowercase) is 1.0 in the imaginary dimension Multiplying by i is a 90degree counterclockwise turn, to face “up” (here’s why). Multiplying by i points us South It’s true that starting at 1.0 and taking 4 turns puts us at our starting point: And two turns points us negative: which simplifies to: so
Great explanation of why \(i=\sqrt1\)

Imaginary numbers seem to point North, and we can get to them with a single clockwise turn. Oh! I guess they can point South too, by turning the other way. 4 turns gets us pointing in the positive direction again It seems like two turns points us backwards
Imaginary numbers explained in plainenglish

Imaginary numbers let us rotate around the number line, not just move sidetoside.
Imaginary numbers Another graph:
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 Oct 2020

zhuanlan.zhihu.com zhuanlan.zhihu.com向量的内积与外积1

两个向量的外积，又叫向量积、叉乘等
叉乘代表外积


www.amazon.com www.amazon.com

The Visual Display of Quantitative Information 2nd Edition by Edward R. Tufte



Alexs Adventures In Numberland


www.amazon.com www.amazon.com

How Not to Be Wrong: The Power of Mathematical Thinking Paperback – Illustrated, May 26, 2015 by Jordan Ellenberg


www.amazon.com www.amazon.com

A Mind for Numbers: How to Excel at Math and Science (Even If You Flunked Algebra) Audible Audiobook – Unabridged Barbara Oakley (Author), Grover Gardner (Narrator), Gildan Media, LLC (Publisher) & 2 more


www.linkedin.com www.linkedin.com

Espen Slettnes 3rd degree connection3rd Espen has a account BMCUpper Monthly contest designer and local coordinator at Berkeley Math Circle
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theintercept.com theintercept.com

But these lookalike audiences aren’t just potential new customers — they can also be used to exclude unwanted customers in the future, creating a sort of ad targeting demographic blacklist.

How consumers would be expected to navigate this invisible, unofficial creditscoring process, given that they’re never informed of its existence, remains an open question.

“It sure smells like the prescreening provisions of the FCRA,” Reidenberg told The Intercept. “From a functional point of view, what they’re doing is filtering Facebook users on creditworthiness criteria and potentially escaping the application of the FCRA.”

In an initial conversation with a Facebook spokesperson, they stated that the company does “not provide creditworthiness services, nor is that a feature of Actionable Insights.” When asked if Actionable Insights facilitates the targeting of ads on the basis of creditworthiness, the spokesperson replied, “No, there isn’t an instance where this is used.” It’s difficult to reconcile this claim with the fact that Facebook’s own promotional materials tout how Actionable Insights can enable a company to do exactly this. Asked about this apparent inconsistency between what Facebook tells advertising partners and what it told The Intercept, the company declined to discuss the matter on the record,


www.bloomberg.com www.bloomberg.com

YouTube doesn’t give an exact recipe for virality. But in the race to one billion hours, a formula emerged: Outrage equals attention.
Talk radio has had this formula for years and they've almost had to use it to drive any listenership as people left radio for television and other media.
I can still remember the different "loudness" level of talk between Bill O'Reilly's primetime show on Fox News and the louder level on his radio show.

A 2015 clip about vaccination from iHealthTube.com, a “natural health” YouTube channel, is one of the videos that now sports a small gray box.
Does this box appear on the video itself? Apparently not...
Examples:
But nothing on the embedded version:
A screengrab of what this looks like:

When Wojcicki took over, in 2014, YouTube was a third of the way to the goal, she recalled in investor John Doerr’s 2018 book Measure What Matters.“They thought it would break the internet! But it seemed to me that such a clear and measurable objective would energize people, and I cheered them on,” Wojcicki told Doerr. “The billion hours of daily watch time gave our tech people a North Star.” By October, 2016, YouTube hit its goal.
Obviously they took the easy route. You may need to measure what matters, but getting to that goal by any means necessary or using indefensible shortcuts is the fallacy here. They could have had that North Star, but it's the means they used by which to reach it that were wrong.
This is another great example of tech ignoring basic ethics to get to a monetary goal. (Another good one is Marc Zuckerberg's "connecting people" mantra when what he should be is "connecting people for good" or "creating positive connections".

The conundrum isn’t just that videos questioning the moon landing or the efficacy of vaccines are on YouTube. The massive “library,” generated by users with little editorial oversight, is bound to have untrue nonsense. Instead, YouTube’s problem is that it allows the nonsense to flourish. And, in some cases, through its powerful artificial intelligence system, it even provides the fuel that lets it spread.#lazyimg336042387:before{paddingtop:66.68334167083543%;}
This is a great summation of the issue.

Somewhere along the last decade, he added, YouTube prioritized chasing profits over the safety of its users. “We may have been hemorrhaging money,” he said. “But at least dogs riding skateboards never killed anyone.”


dancohen.org dancohen.org

A more active stance by librarians, journalists, educators, and others who convey truthseeking habits is essential.
In some sense these people can also be viewed as aggregators and curators of sorts. How can their work be aggregated and be used to compete with the poor algorithms of social media?


techcrunch.com techcrunch.com

Meta cofounder and CEO Sam Molyneux writes that “Going forward, our intent is not to profit from Meta’s data and capabilities; instead we aim to ensure they get to those who need them most, across sectors and as quickly as possible, for the benefit of the world.”
Odd statement from a company that was just acquired by Facebook founder's CVI.


knightcolumbia.org knightcolumbia.org

Meanwhile, politicians from the two major political parties have been hammering these companies, albeit for completely different reasons. Some have been complaining about how these platforms have potentially allowed for foreign interference in our elections.3 3. A Conversation with Mark Warner: Russia, Facebook and the Trump Campaign, Radio IQWVTF Music (Apr. 6, 2018), https://www.wvtf.org/post/conversationmarkwarnerrussiafacebookandtrumpcampaign#stream/0 (statement of Sen. Mark Warner (DVa.): “I first called out Facebook and some of the social media platforms in December of 2016. For the first six months, the companies just kind of blew off these allegations, but these proved to be true; that Russia used their social media platforms with fake accounts to spread false information, they paid for political advertising on their platforms. Facebook says those tactics are no longer allowed—that they've kicked this firm off their site, but I think they've got a lot of explaining to do.”). Others have complained about how they’ve been used to spread disinformation and propaganda.4 4. Nicholas Confessore & Matthew Rosenberg, Facebook Fallout Ruptures Democrats’ Longtime Alliance with Silicon Valley, N.Y. Times (Nov. 17, 2018), https://www.nytimes.com/2018/11/17/technology/facebookdemocratscongress.html (referencing statement by Sen. Jon Tester (DMont.): “Mr. Tester, the departing chief of the Senate Democrats’ campaign arm, looked at social media companies like Facebook and saw propaganda platforms that could cost his party the 2018 elections, according to two congressional aides. If Russian agents mounted a disinformation campaign like the one that had just helped elect Mr. Trump, he told Mr. Schumer, ‘we will lose every seat.’”). Some have charged that the platforms are just too powerful.5 5. Julia Carrie Wong, #Breaking Up Big Tech: Elizabeth Warren Says Facebook Just Proved Her Point, The Guardian (Mar. 11, 2019), https://www.theguardian.com/usnews/2019/mar/11/elizabethwarrenfacebookadsbreakupbigtech (statement of Sen. Elizabeth Warren (DMass.)) (“Curious why I think FB has too much power? Let's start with their ability to shut down a debate over whether FB has too much power. Thanks for restoring my posts. But I want a social media marketplace that isn't dominated by a single censor. #BreakUpBigTech.”). Others have called attention to inappropriate account and content takedowns,6 6. Jessica Guynn, Ted Cruz Threatens to Regulate Facebook, Google and Twitter Over Charges of AntiConservative Bias, USA Today (Apr. 10, 2019), https://www.usatoday.com/story/news/2019/04/10/tedcruzthreatensregulatefacebooktwitteroverallegedbias/3423095002/ (statement of Sen. Ted Cruz (RTex.)) (“What makes the threat of political censorship so problematic is the lack of transparency, the invisibility, the ability for a handful of giant tech companies to decide if a particular speaker is disfavored.”). while some have argued that the attempts to moderate discriminate against certain political viewpoints.
Most of these problems can all fall under the subheading of the problems that result when social media platforms algorithmically push or accelerate content on their platforms. An individual with an extreme view can publish a piece of vile or disruptive content and because it's inflammatory the silos promote it which provides even more eyeballs and the acceleration becomes a positive feedback loop. As a result the social silo benefits from engagement for advertising purposes, but the community and the commons are irreparably harmed.
If this one piece were removed, then the commons would be much healthier, fringe ideas and abuse that are abhorrent to most would be removed, and the broader democratic views of the "masses" (good or bad) would prevail. Without the algorithmic push of fringe ideas, that sort of content would be marginalized in the same way we want our inane content like this morning's coffee or today's lunch marginalized.
To analogize it, we've provided social media machine guns to the most vile and fringe members of our society and the social platforms are helping them drag the rest of us down.
If all ideas and content were provided the same linear, nonpromotion we would all be much better off, and we wouldn't have the need for as much human curation.

It would allow end users to determine their own tolerances for different types of speech but make it much easier for most people to avoid the most problematic speech, without silencing anyone entirely or having the platforms themselves make the decisions about who is allowed to speak.
But platforms are making huge decisions about who is allowed to speak. While they're generally allowing everyone to have a voice, they're also very subtly privileging many voices over others. While they're providing space for even the least among us to have a voice, they're making far too many of the worst and most powerful among us logarithmically louder.
It's not broadly obvious, but their algorithms are plainly handing massive megaphones to people who society broadly thinks shouldn't have a voice at all. These megaphones come in the algorithmic amplification of fringe ideas which accelerate them into the broader public discourse toward the aim of these platforms getting more engagement and therefore more eyeballs for their advertising and surveillance capitalism ends.
The issue we ought to be looking at is the dynamic range between people and the messages they're able to send through social platforms.
We could also analogize this to the voting situation in the United States. When we disadvantage the poor, disabled, differently abled, or marginalized people from voting while simultaneously giving the uberrich outsized influence because of what they're able to buy, we're imposing the same sorts of problems. Social media is just able to do this at an even larger scale and magnify the effects to make their harms more obvious.
If I follow 5,000 people on social media and one of them is a racistpolicysupporting, white nationalist president, those messages will get drowned out because I can only consume so much content. But when the algorithm consistently pushes that content to the top of my feed and attention, it is only going to accelerate it and create more harm. If I get a linear presentation of the content, then I'd have to actively search that content out for it to cause me that sort of harm.
