Anil Ananthaswamy in Quanta:
In 2007, some of the leading thinkers behind deep neural networks organized an unofficial “satellite” meeting at the margins of a prestigious annual conference on artificial intelligence. The conference had rejected their request for an official workshop; deep neural nets were still a few years away from taking over AI. The bootleg meeting’s final speaker was Geoffrey Hinton of the University of Toronto, the cognitive psychologist and computer scientist responsible for some of the biggest breakthroughs in deep nets. He started with a quip: “So, about a year ago, I came home to dinner, and I said, ‘I think I finally figured out how the brain works,’ and my 15-year-old daughter said, ‘Oh, Daddy, not again.’”
The audience laughed. Hinton continued, “So, here’s how it works.” More laughter ensued.
Hinton’s jokes belied a serious pursuit: using AI to understand the brain. Today, deep nets rule AI in part because of an algorithm called backpropagation, or backprop. The algorithm enables deep nets to learn from data, endowing them with the ability to classify images, recognize speech, translate languages, make sense of road conditions for self-driving cars, and accomplish a host of other tasks.
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For nearly three decades, Mishra has skewered the pieties of politicians and intellectuals in the Anglophone world (including India, which boasts more English speakers than the United Kingdom), while also bringing his spirited attention to the histories and imaginations of people outside circles of wealth and power. The scales first fell from his eyes during his travels and reporting in Kashmir in the late 1990s and early 2000s. In the disputed Indian-administered territory, he saw firsthand the collision between India’s pluralist liberal democracy—its avowed commitment to democratic norms, individual rights, and multiculturalism—and the reality of military occupation. Indian apologia for abuses in Kashmir, he writes, “prepared me for the spectacle of a liberal intelligentsia cheerleading the war for ‘human rights’ in Iraq, with the kind of humanitarian rhetoric about freedom, democracy and progress that was originally heard from European imperialists in the nineteenth century.” The remit of Mishra’s work has grown steadily wider over the decades, from an early focus on the dreams and catastrophes of small-town India, to a thoughtful exploration of colonial-era Asian intellectual history in the excellent
I wouldn’t wish being Iranian on my worst enemy,” my friend Marjan posted on Instagram in mid-January.
Black Americans have played a crucial role in helping to advance America’s business, political and cultural landscape into what it is today. And
It is in the middle of winter that the “Arab Spring” comes unexpectedly. On December 17, 2010, in Sidi Bouzid, an agricultural village in central Tunisia, Mohamed Bouazizi, a young unemployed peddler, sets himself on fire after his merchandise is confiscated by police officers. The day after the tragedy, the anger spreads to other cities in the country. President Zine el-Abidine Ben Ali, who has been in power for twenty-three years, denounces “terrorist acts” perpetrated by “hooded thugs.” The deaths will soon be counted by the dozens during clashes with the forces of law and order. “Irhal!” (“leave”) becomes the revolution’s byword. Ben Ali is accused not only of having established a police regime, but also of pillaging Tunisia. On January 14, 2011, overwhelmed by the events, he flees with his family to Saudi Arabia.
It is possible that John Pringle’s neighbors viewed him with some distaste. Formerly physician-general to the British forces in the Low Countries, in 1749 Pringle had settled down in a rather swanky part of London, where he began investigating the processes behind putrefaction. He would place pieces of beef in a lamp furnace, sometimes combining them with another substance — and then wait for putrefaction to commence, or not. Falsifying an earlier hypothesis, Pringle showed that not only acids but alkalis, like baker’s ammonia, could retard the progress of decay. Even more impressively, some substances, like Peruvian bark (source of the malarial prophylactic, quinine) could outright reverse putrefaction, rendering tainted meat seemingly edible again.
We live in an era of intersecting crises—some new, some old but newly visible. At the time of writing, the COVID-19 pandemic has already caused nearly 500,000 deaths in the United States alone, with many more deaths on the horizon in the coming months. Since its arrival in the United States, the virus has intersected with and magnified long-neglected problems—radical disparities in access to healthcare and the fulfillment of basic needs that disproportionately impact communities of color and working-class Americans, alongside a crisis of care for the young, elderly, and sick that stretches families and communities to the breaking point.
“People under seventy and over seven are very unreliable if they are not cats,” somebody says a few pages into Leonora Carrington’s 1974 novel The Hearing Trumpet. Most people would agree; if anything, the bad run of septuagenarians of late shows this age range is too narrow. The statement is characteristic of this chatoyant novel. Cats are everywhere in The Hearing Trumpet: their sheddings are collected to form a sleeveless cardigan; psychic powers are attributed to them; the earth freezes over and an earthquake thins out the human population, but the cats survive. Beneath its cattiness, the remark also offhandedly conflates species (the way “people” transmutes into “cats” at the end of the sentence) and recognizes the virtue of people usually excluded from civic life for being too young or too old. This broadening out of our ordinary categories of human life is at the heart of the novel.
Klara and the Sun asks readers to love a robot and, the funny thing is, we do. This is a novel not just about a machine but narrated by a machine, though the word is not used about her until late in the book when it is wielded by a stranger as an insult. People distrust and then start to like her: “Are you alright, Klara?” Apart from the occasional lapse into bullying or indifference, humans are solicitous of Klara’s feelings – if that is what they are. Klara is built to observe and understand humans, and these actions are so close to empathy they may amount to the same thing. “I believe I have many feelings,” she says. “The more I observe the more feelings become available to me.” Klara is an AF, or artificial friend, who is bought as a companion for 14-year-old Josie, a girl suffering from a mysterious, perhaps terminal illness. Klara is loyal and tactful, she is able to absorb difficulty and return care. Her role, as she describes it, is to prevent loneliness and to serve.
Transitional justice is both a legal and philosophical
This is the familiar arc that Jonathan Sadowsky traces in his new book The Empire of Depression: A New History. But Sadowsky, a medical historian at Case Western, aims to show how the Western notion of depression is making its way around the globe, threatening to displace other conceptions of the disease. “Western psychiatry often treats anxiety and depression as separate things that often occur together. In many places, though, anxiety and depression are seen as part of one thing,” he writes. And the sense of what causes depression differs significantly, too. Whereas in the West, depression is most often understood as having a physical reason, be it genes, or chemistry, “globally, it is more common to consider depression to be at once psychological, social, and physical.”
“IMAGINE, IF YOU CAN, a small room, hexagonal in shape, like the cell of a bee.” So begins a story by E. M. Forster from over a century ago, about a future that feels uncannily like our present. Called “The Machine Stops,” the story conjures a world of individual humans isolated in such rooms who pass the time by streaming lectures and videoconferencing as the titular Machine tends to their every need. It is a world in which everything — music, food, even your bed — is summoned by the click of a button. In place of work, the Machine offers material and intellectual sustenance. For the story’s main character, Vashti, it turns life into a reassuringly predictable cycle: “[S]he made the room dark and slept; she awoke and made the room light; she ate and exchanged ideas with her friends, and listened to music and attended lectures; she made the room dark and slept. Above her, beneath her, and around her, the Machine hummed eternally.” To Vashti, the Machine offers serenity and certainty in equal measure. In this imagined world of isolated togetherness, heaven is a place.
The spiritual godfather of the Beat movement, Mr. Ferlinghetti made his home base in the modest independent book haven now formally known as City Lights Booksellers & Publishers. A self-described “literary meeting place” founded in 1953 and located on the border of the city’s sometimes swank, sometimes seedy North Beach neighborhood, City Lights, on Columbus Avenue, soon became as much a part of the San Francisco scene as the Golden Gate Bridge or Fisherman’s Wharf. (The city’s board of supervisors designated it a historic landmark in 2001.)