(Machine) Learning Biases

Cross posting from Ali Minai’s excellent “Barbarikon” blog (this is, of course, Ali Minai’s writing, not mine)

 In a recent tweet, Congresswoman Alexandria Ocasio-Cortez – widely known as AOC – responded to a report from Amazon that facial recognition technology sometimes identified women as men when they have darker skin. She said:

When you don’t address human bias, that bias gets automated. Machines are reflections of their creators, which means they are flawed, & we should be mindful of that. It’s one good reason why diversity isn’t just “nice,” it’s a safeguard against trends like this

While I agree with the sentiment underlying her tweet, she is profoundly wrong about what is at play here, which can happen when you apply your worldview (i.e. biases) to things you’re not really familiar with. To be fair, we all do it, but here it is AOC, who is an opinion-maker and should be more careful. The error she makes here, though, is an interesting one, and get to some deep issues in AI.

The fact that machine learning algorithms misclassify people with respect to gender, or even confuse them with animals, is not because they are picking up human biases as AOC claims here. In fact, it because they are not picking up human biases – those pesky intuitions gained from instinct and experience that allow us to perceive subtle cues and make correct decisions. The machine, lacking both instinct and experience, focuses only on visual correlations in the data used to train it, making stupid errors such as relating darker skin with male gender. This is also why machine learning algorithms end up identifying humans as apes, dogs, or pigs – with all of whom humans do share many visual similarities. As humans, we have a bias to look past those superficial similarities in deciding whether someone is a human. Indeed, it is when we decide to override our natural biases and sink (deliberately) to the same superficial level as the machine that we start calling people apes and pigs. The errors being made by machines do not reflect human biases; they expose the superficial and flimsy nature of human bigotry.

There is also a deeper lesson in this for humans as well. Our “good” biases are not all just coded in our genes. They are mostly picked up through experience. When human experience becoming limited, we can end up having the same problem as the machine. If a human has never seen a person of a race other than their own, it is completely natural for them to initially identify such a person as radically different or even non-human. That is the result of a bias in the data (experience, in this case), not a fundamental bias in the mind. This is why travelers in ancient times brought back stories of alien beings in distant lands, which were then exaggerated into monstrous figures on maps etc. This situation no longer exists in the modern world, except when humans try to create it artificially through racist policies.

The machine too is at the mercy of data bias, but its situation is far worse than that of a human. Even if it is given an “unbiased” data set that includes faces of all races, genders, etc., fairly, it is being asked to learn to recognize gender (in this instance) purely from pictures. We recognize gender not only from a person’s looks, but also from how they sound, how they behave, what they say, their name, their expressions, and a thousand other things. We deprive the machine of all this information and then ask it to make the right choice. That is a huge data bias, comparable to learning about the humanity of people from distant lands through travelers’ tales. On top of that, the machine also has much simpler learning mechanisms. It is simply trying to minimize its error based on the data it was given. Human learning involves much more complicated things that we cannot even fully describe yet except in the most simplistic or metaphorical terms.

The immediate danger in handing over important decision-making to intelligent machines is not so much that they will replicate human bigotries, but that,within their limited capacities and limited data, they will fail to replicate the biases that make us fair, considerate, compassionate, and, well, human.

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Brexit and Democracy

This is a redux of the blog post I wrote on Democracy almost two years ago. The need to write about democracy arose in the context of the #Brexit referendum. The debate around Brexit, and perhaps a second “corrective” referendum, is again at an all time high. Therefore, revisiting the first principles may be of some use. In this post I’ve tried to distill my own understanding of the concept and have included the results of a numerical experiment I ran to quantify some ideas around it. [Please note that the second half of this blog post is fairly technical]

Continue reading “Brexit and Democracy”

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Is it time for Asian Americans and Latino Americans to ask to be considered “white”? (b)

This is the next article in the series “Is it time for Asian Americans and Latino Americans to ask to be considered “white”, “Is it time for Asian Americans and Latino Americans to ask to be considered “white” (a)”, and Razib’s  Hasan Minhaj’s Patriot Act on Affirmative Action.

I think the world of Asian Capitalists and would advise everyone to watch their other posts. Is there an interest in inviting them on Brown Cast? They and many other Asians say that Asians will not bend the knee to the post modernist cultural marxist. Within a decade half the world’s billionaires are likely to be Asians or people of Asian ancestry who live elsewhere in the world  and the full power of the post modernist cultural marxist will be brought to bear against Asians. What will happen then?

The Chinese have a term for post modernist cultural marxist caucasian intelligentsia. The word is baizuo. Should the Brown Pundits start using the term in solidarity with our Chine bhai bhai (Chinese brothers)? Can everyone vote below?

For a long time the rest of the world laughed at and made fun of the baizuo. But now the baizuo are becoming a major global threat that is significantly hurting poor, lower middle class, middle class and upper middle class people all over the world. Including by:

  • lowering ceteris paribus global income and total factor productivity.
  • colonizing the minds of non caucasians with inferiority complex to damage their self confidence and keep them down. This is also sometimes called the hard bigotry of low expectations.
  • frequently demonizing any non caucasians who slightly disagrees with them of being racist, bigoted, prejudiced, nazi, fascist, sectarian, islamaphobic, hegemonic, oppressive, exploitative, imperialist, colonialist, a collaborator, an uncle tom.

This is turning the entire non caucasian world against the baizuo. It is perhaps the largest single cause of anti European and anti American sentiment among people who are not European or American. Europe and America will pay a very heavy price for this. I for one don’t think it is worth paying this heavy price of global anti European and anti American sentiment. Europeans and American need to bring the baizuo under control. No European or American who travels internationally should have to endure large numbers of people looking at caucasians with suspicion.

One of the smartest, most perceptive and wisest global thought leaders John McWhorter described the baizuo phenomenon far better than I could. I would read his whole article on “The Virtue Signalers Won’t Change the World.” And many of his other articles too.

Sadly the baizuo control much of the global establishment and they demonize any darkie who has the courage to stand up to them. For example our very own co founder Razib Khan. And John McWhorter, Glenn Loury, Coleman Hughes, Desi-Rae, Narendra Modi, .  Most darkies are too afraid of the baizuo to speak openly. But one day this dam of fear and baizuo politically correct mind control will break; and I fear the consequences for the world.

How to bring the baizuo under control and stop them from greatly harming the world? Through loving and respecting them with all our hearts (devotion), all our souls (wisdom), all our minds (the royal road of yoga) and all our strength (service). By melting their hearts with the power of love. By awakening their own intrinsic deep intelligence. I am reminded of this baizuo video:

When a Jewish person tells Queers for Palestine baizuo about West Bank and Gazan policies towards LBGTQ, it is like their hearts falls out and they want to cry. It causes baizuo so much personal anguish and pain to hear painful facts that it is incredibly tempting to patronize them by not talking honestly with them. I know I am contradicting myself. What should we do?

Please share your thoughts below.

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American Caste (a)

Caucasian Intelligentsia

Some at Brown Pundits have expressed dismay at my using the phrase “caucasian intelligentsia”, maybe because they see this as a criticism of white people. To be clear I am not criticizing people of European ancestry or European influenced culture; but rather a very subtle, pernicious and dangerous colonization of the mind. Some caucasians and non caucasians are at the epicenter of this imperial oppressive hegemonic system. And many good caucasians and non caucasian are fighting against the caucasian intelligentsia. Malcom X and Ali ably describe this caucasian intelligentsia. They call this phenomenon the “white liberal.” Since many caucasian liberals fight against the caucasian intelligentia, I am uncomfortable with the term “white liberal.” I also do not completely agree every aspect of what Malcolm X and Ali say. With that caveat, please listen to the whole thing. the clip is only six minutes long. Some great quotes:

  • “The white liberals [caucasian intelligentsia] from both parties cross party lines to work together toward the same goal”
  • “The white liberal differs from the white conservative in only one way . . . the  liberal [caucasian intelligentsia] is more deceitful, more hypocritical than the conservative”
  • “Both want power but the white liberal [caucasian intelligentsia] is the one who has perfected the art of posing as the negroe’s friend and benefactor and by winning the friendship and support of the negroe the white liberal [caucasian intelligentsia] is able to use the negroe as a pawn or weapon”
  • Ali says that we should love our race and culture

Most but not all of the caucasian intelligentsia comes from post modernism. A sizable minority of the caucasian intelligentsia comes from other caucasian pathologies that can be elaborated on in another post. To massively oversimplify post modernism seeks to negate all metanarratives and universalist norms to observe the world as it truly is. In practice however, modern post modernists see the world through a very narrow incomplete, misleading and biased western ethnocentric filter. In practice they dispute the core of European Enlightenment liberalism and Eastern philosophy, three features of which are:

  • All humans are created equal and endowed with inalienable rights, including the right of life, liberty and pursuit of happiness (eastern philosophy conforms)
  • All humans have the right to freedom of art, speech and thought (eastern philosophy conforms but adds freedom of intuition and feeling)
  • All human beings are potentially powerful, potentially wise and sovereign (eastern philosophy conforms but adds “divine”)

Post modernists disagree with all of these, seeing them as tools of oppression, hegemony, exploitation, colonialism, imperialism, sectarianism, bigotry, prejudice, racism. Post modernists see free expression, liberty or the concept of everyone being potentially wise, powerful and sovereign; as potentially violent and potentially oppressive.

Post modernists are trying to damage the self confidence (Atma Vishwaasa in Sanskrit) of black Americans of African ancestry similar to what they did to former European colonies in Africa and Asia during the 1800s and 1900s. To quote from a previous Brown Pundit post:

Continue reading “American Caste (a)”

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Why do nonmuslims treat muslims so badly (c)?

Please watch this short excerpt from a conversation between my main man in the house Veedu Vidz and Shaykh Shabbir Ally.

Veedu Vidz is one of Hindustan’s brightest sons, hottest heart throbs, most talented thesbians, funniest comedians, most enlightened leaders, wisest Islamic theologians and Brown Pundit favorites. He now lives in the UK with his beautiful wife and youtube sensation Mimzy VidzShaykh Shabbir Ally is also one of Hindustan’s greatest lights. He is one of the world’s leading Murdhids or Islamic scholars.

This post is aimed at not so bright nonmuslims who back Islamist extremists against reasonable muslims (such as Shaykh Shabbir Ally) and muslimish leaders (such as Veedu Vidz and the ever elegant Mimzy Vidz). Let me summarize the wise Shaykh Shabbir Ally for you:

  1. Blasphemy and apostasy laws (such as those that require the recitation of pbuh after the name of the holy prophet, or don’t allow visual depictions of the holy prophet pbuh) are unislamic and should be ended.
  2. The holy Koran is consistent with freedom of religion, art, thought and speech.
  3. Mohammed pbuh use to follow Jewish law in absence of specific divine guidance since Mohammed pbuh considered Jewish law to be divinely ordained and better than nothing. Many of the Hadiths show Mohammed pbuh following Jewish law and can be discarded.
  4. Mohammed pbuh probably stopped stoning adulterers when the Koran revealed that the punishment for adulterers should be different [and in AnAn’s opinion lighter].
  5. Many Islamist interpretations of the Islamic Shariah jurisprudence are not based on the holy Koran and can be discarded.

I 100% agree with the wise Shaykh about all of this. All global hate speech laws, demonetization of videos, or removal of videos regarding Islam should be ended immediately. All discussion of Islam and criticism of Islam should be allowed. The nonsensical phrase “Islamaphobia” needs to be retired. Muslims are mature enough not to be offended and engage in respectful dialogue. Muslims don’t need to be condescendingly pretentiously patronizingly infantalized or “protected”.

Every muslim in the world is entitled to freedom of art, thought, intuition and feeling. Once this happens Muslims and spiritual nonmuslims will automatically engage in dialogue with Islamist jihadi extremists and melt their hearts with the sweetness of love. The fourteen century Islamic civil war will end and the world will sing with joy.

Nonmuslims; first understand . . . then adjust. Please be slightly curious about Islam and learn the slightest bit about Islam before trying to “help” muslims. Please try to transform and improve yourself so that you have the ability to help others. Now you might ask, how can I learn about Islam and muslims? Good question. Right question. Please watch this discussion between six of the world’s leading Islamic theologians (I would rather our very own Brown Pundit resident Murshid Razib Khan was included too but it was not to be):

  1. Milo  Yiannopoulos
  2. Richard Dawkins
  3. Jordan Peterson
  4. Mehdi Hasan
  5. Maajid Nawaz
  6. and the ever innafable Zakir Naik

Still confused nonmuslim friends? Well, music is Haram:

Any more questions?

Continue reading “Why do nonmuslims treat muslims so badly (c)?”

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Post Modernism (b)

https://www.youtube.com/watch?v=T9Tg2QtpP7A

Please watch this short Joe Rogan [Intellectual Dark Web extraordinaire] interview clip. Only about 29% of US High School graduates meet the minimum academic, physical health and IQ requirements to join the US military. Note that if high school dropouts were added the percentage would drop markedly. Less than 10% of US High School graduates are qualified for many branches of the US military. Note that the physical fitness requirements to join the US military are a joke, to put it very politely. Is America in the words of Charles Murray “Coming Apart” across class lines? Physical health and exercise are strongly correlated with academic performance, career and business outcomes:

Figure 1.18a: Adult Obesity Rates by Age and Education Level, 2008

The interview discusses how health outcomes, exercise, sports (including formal JV and Varsity High School Sports) are declining rapidly among American children. Sadly this deterioration of physical health might be leading to an increasing percentage of people around the working in “Bullshit Jobs” that don’t add value to society:

What is worse they are forced to pretend to add value and lie, which contributes to growing depression and mental health challenges (an article series on this is planned):

Global workers in “Bullshit Jobs” are not allowed to take psychedelics either. [Eastern philosophy has discussed how psychedelics can deepen meditation to achieve deeper states of consciousness.]

In eastern philosophy for thousands of years it has been believed that physical health (Sharira Siddhi), mental health (Chitta Shuddhi), and intelligence (Buddhi) can be increased by exercise, stretching, breathing, meditation (which I believe simulates the effect of modern brain therapy), sound brain therapy (Naad or Mantra Yoga), and serving others. [My hope is that researchers vigorously test all these hypothesis with data:]

Intellectual Dark Web

This is why PM Modi of India is trying to offer Yoga classes in every school student in India:

Why is America not similarly pushing for sports, martial arts, dance, gymnastics, exercise, stretching, breathing, meditation (brain therapy),  sound brain therapy and better nutrition among poor children and the children of the lower middle class? Is it because of fear of the post modernist mostly caucasion intelligentsia? Is it for fear of being accused of victim blaming, racism, bigotry, sectarianism, prejudice, Nazism, Fascism, hegemony, exploitation, oppression, imperialism, colonialism, patriarchy, male misogyny, hate? Does anyone have any ideas on how to encourage character and good behavior among children without being accused of peddling an oppressive meta narrative and universalist norm? There is incredible fear to discuss culture in America:

Is American culture sharply increasing crime?

 

It is possible that I am misunderstanding the zeitgeist and that there are other larger factors preventing American K-12 kids from eating healthy, exercising, meditating and listening to transcendent music?

If so, please let me know through your comments. This article, the fifth in the Post Modernist article series, is a plea for understanding rather than arguing a specific causation. Thanking all readers in advance for your insights and wisdom 🙂

Post Modernism (a)

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American Caste

Our featured post modernist scholar Daria Roithmayr appears to believes that America has four castes: caucasions, latinos, blacks, asians; and emphasizes the importance of caste (which she calls “race”) over class in understanding how the world works and changing societal socio-economic outcomes. And our featured hero, leader of the intellectual dark web, global respected elder, and leading global intellectual Glenn Loury believes in emphasizing class over caste. I am 200% with my hero Glenn Loury on emphasizing class over caste.

Discussions at Brown Pundits seem to be overrun with discussions on caste that I don’t fully understand. The parallels of caste in the muslim world (various different sects of Islam), Arya societies (Iran, Hindu Jain Buddhist influenced societies) and America are uncannily similar. Perhaps a discussion of American caste might help lower extreme passions and facilitate a more productive discussion of caste in muslim societies and Arya influenced societies.

Start watching 35 minutes in if interested.

Daria Roithmayr believes that due to a series of historical events humans are not born with the same social capital. This inequality in social capital is inherited across generations and she believes drives differences in average socio-economic outcomes between America’s four castes. The way she believes social capital in inherited across generations is:

  1. Inter-generational wealth transfer from parents to children [I think this is easily overcome]
  2. Rich kids go to better public schools funded by high property tax revenues [I don’t think school funding matters as much as she does. Expensive versus cheaper public schools matter far less than the power of “good company”, or the effect of kids being surrounded by other amazing kids.]
  3. Social networks [this or the power of “good company” is even more important and valuable than she thinks]
  4. Leadership of or influence on social networks [I don’t think I understand this point]

Daria Roithmayr is right that social capital advantage is inherited across generations. My belief is the way social capital transfers across generations is through affecting four types of privilege:

  1. Physical health [Sharira Siddhi in Sanskrit]
  2. Mental health [Chitta Shuddhi in Sanskrit]
  3. Intelligence [Buddhi in Sanskrit] {Intelligence is affected by physical and mental health as well as by meditation in eastern philosophy}
  4. Good company [This is the least important of the four and primarily works via the influence good company has on physical and mental health and intelligence. There is an eastern saying: “tell me your company and I will tell you who you are”. Social networks or what Glenn Loury calls “relations over transactions” is part of “good company”.]

The other issues Daria is discussing has a far smaller effect on inter-generational social capital transfer than these four.

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Is American culture sharply increasing crime?

The US is currently experiencing the second largest increase in crime since statistics began to be tabulated, the largest increase in crime being in the 1960s and 1970s. From “Crime in California 2016” Table 5, page 9 in document, page 13 in PDF, the total number of forcible rapes in California increased by 49.3% between 2014 (8,562) to 2016 (12,785). From Table 1, page 5 in the document, page 9 in the PDF:

  • Homicides increased 13.7% between 2014 (1,697) and 2016 (1,930)
  • Robberies increased 12.6% between 2014 (48,650) and 2016 (54,769)
  • Aggravated Assault increased 13.8% between 2014 (91,681) and 2016 (104,307)

To better understand the massive US crime wave, I decided to calculate crimes committed  by various ethnic groups.

This article will use California crime data since US national level data on crime for Latino Americans and Asian Americans is usually not publicly released by the US government; perhaps for fear of what such data would show. I suspect that US and Canadian nationwide data would show similar trends. California demographic data by ethnicity is taken from 2015 US Census Bureau estimates. From “Crime in California 2016” Table 30, page 33 in document, page 37 in PDF, “Felony and Misdemeanor Arrests” 2016:

  • Caucasions were 4.99 times more likely to be arrested than Asians
  • Hispanics were 5.91 times more likely to be arrested than Asians
  • Blacks were 17.04 times more likely to be arrested than Asians
  • Non Asian Others (mostly native Americans) were 3.38 times more likely to be arrested than Asians

Arrest data by Asian country are also available; but Asians commit so few crimes that such data would be skewed by the law of small numbers. However you are free to research it yourself. The spreadsheet used for these calculations is available upon request.

Total crimes committed by caucasions, hispanics, blacks and “other” are released by category. “Other” is not broken down into Asian and non Asian other. However if we assume that non Asian others commit 3.38 times as much crime as Asians (a stretch to be sure), then:

Total homides by race from “Crime in California 2016” Table 31, page 34 in document, page 38 in PDF:

  • Caucasions were 2.44 times more likely to commit homicide than Asians
  • Hispanics were 4.44 times more likely to commit homicide than Asians
  • Blacks were 17.23 times more likely to commit homicide than Asians

Total robbery by race:

  • Caucasions were 4.63 times more likely to commit robbery than Asians
  • Hispanics were 7.96 times more likely to commit robbery than Asians
  • Blacks were 44.19 times more likely to commit robbery than Asians

Total rape by race:

  • Caucasions were 3.13 times more likely to commit rape than Asians
  • Hispanics were 5.44 times more likely to commit rape than Asians
  • Blacks were 12.24 times more likely to commit rape than Asians

Total assault by race:

  • Caucasions were 4.44 times more likely to commit assault than Asians
  • Hispanics were 5.48 times more likely to commit assault than Asians
  • Blacks were 15.44 times more likely to commit assault than Asians

Total kidnapping by race:

  • Caucasions were 3.92 times more likely to commit kidnapping than Asians
  • Hispanics were 6.52 times more likely to commit kidnapping than Asians
  • Blacks were 18.42 times more likely to commit kidnapping than Asians

If we assume that non Asian others are 3.38 times more likely to be incarcerated than Asians, then from 12.31.2.10:

  • Caucasions were 4.18 times more likely to be incarcerated than Asians
  • Hispanics were 5.8 times more likely to be incarcerated than Asians
  • Blacks were 25.2 times more likely to be incarcerated than Asians

Continue reading “Is American culture sharply increasing crime?”

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Intellectual Dark Web

I would define the “intellectual dark web” as the confluence and convergence of leaders from classical European enlightenment, hard sciences, technology (including neuroscience, bio-engineering, genetics, artificial intelligence), and east philosophy streams. Among the intellectual dark web’s many members are Dr. Richard Haier, Jordan Peterson, Jonathan Haidt, Ben Shapiro, Weinstein brothers, Sam Harris, Glenn Loury, John McWhorter, Yuval Noah Harari, Thomas Friedman, Maajid Nawaz, Neil deGrasse Tyson, Michio Kaku , Dr. VS Ramachandran, Steven Pinker, Armin Navabi, Ali Rizvi, Farhan Qureshi, Peter Beinart, Gad Saad, Nassim Nicholas Taleb, Dave Rubin, Joe Rogan, Russell Brand.  If Steve Jobs were still alive, I would include him among them. They defy easy labels and are high on openness. I hesitate to label others without their permission, but our very own Razib Khan strikes me as a potential leader of the “intellectual dark web”; although I will withdraw this nomination if he wishes. 😉

Some see the intellectual dark web as the primary global resistance to post modernism. I don’t agree. Rather I see them as ideation and intuition leaders thinking different:

Continue reading “Intellectual Dark Web”

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