{"id":2384,"date":"2021-06-15T09:06:05","date_gmt":"2021-06-15T14:06:05","guid":{"rendered":"http:\/\/10xprinciples.com\/?p=2384"},"modified":"2021-06-15T09:06:06","modified_gmt":"2021-06-15T14:06:06","slug":"the-importance-of-klara-and-the-sun-for-data-science-workers","status":"publish","type":"post","link":"https:\/\/10xprinciples.com\/index.php\/2021\/06\/15\/the-importance-of-klara-and-the-sun-for-data-science-workers\/","title":{"rendered":"The Importance of Klara and the Sun For Data Science Workers:
An understated novel that tackles big AI issues<\/i><\/br>"},"content":{"rendered":"\n

Nobel Laureate Kazuo Ishiguro probably didn\u2019t intend his quietly intense, metaphysical science fiction novel, Klara and the Sun<\/a>, to be a didactic tale for Data Science workers. For those of us professionally orbiting or embedded in Artificial Intelligence and Machine Learning, Ishiguro\u2019s haunting story subtly addresses many of the challenges and controversies in the field today.<\/p>\n\n\n\n

Klara, an \u201cArtificial Friend\u201d (AF), is the eponymous narrator of this tale. AFs exist to provide unfailingly considerate and loyal companionship for the well-heeled families who can afford them. The novel begins with Klara and her brethren in the downtown AF store awaiting purchase by their would-be charges.<\/p>\n\n\n\n

Eventually, Klara is adopted by Josie, a 14-year-old with an unspecified illness. Klara becomes Josie\u2019s friend but not equal.<\/p>\n\n\n\n

Ishiguro\u2019s novel takes place at an indeterminate time in the near future, somewhere in the United States. Society is stratified. In-person public education is no longer provided for children in society\u2019s upper echelons. Children learn from their \u201coblongs,\u201d digital devices, with a direct connection with their tutors. Planned get-togethers with other \u201chomeschooled\u201d children to promote socialization have a Lord of the Flies<\/em> vibe as parents hover on the periphery, letting their maladjusted kids resolve their differences without adult intervention. Ishiguro finished writing Klara and the Sun a few months before COVID-19 hit, making him not just profound but prescient.<\/p>\n\n\n\n

Here are a few of the controversial Artificial Intelligence topics addressed in Klara and the Sun<\/em>:<\/p>\n\n\n\n

  1. Unsupervised learning. <\/strong>Klara is an unreliable narrator because her inferences arise from her narrow worldview. Ishiguro presents Klara\u2019s perfectly logical but off-kilter insights with hilarious brilliance:<\/li><\/ol>\n\n\n\n

    The Friend\u2019s Apartment was inside a townhouse. From the window of its Main Lounge I could see similar townhouses on the opposite side of the street. There were six of them in a row, and the front of each had been painted a slightly different color, to prevent a resident climbing the wrong steps and entering a neighbor\u2019s house by mistake.<\/p><\/blockquote>\n\n\n\n

    This is Klara\u2019s understanding of graffiti:<\/p>\n\n\n\n

    \u2026saw two gray buildings side by side that weren\u2019t the same height, and someone had made a cartoon painting on the wall of the taller building where it stood above its neighbor, perhaps to make their discrepancy less awkward.<\/p><\/blockquote>\n\n\n\n

    Klara\u2019s misconceptions take a dark and potentially dangerous turn, in part because she\u2019s reluctant to get a reality check from humans.<\/p>\n\n\n\n

    In his New York Times article<\/a>, author and magazine journalist Nick Bilton worries that AI\u2019s pragmatically logical solutions to human problems may result in the elimination of humanity:<\/p>\n\n\n\n

    But the upheavals can escalate quickly and become scarier and even cataclysmic. Imagine how a medical robot, originally programmed to rid cancer, could conclude that the best way to obliterate cancer is to exterminate humans who are genetically prone to the disease.<\/p><\/blockquote>\n\n\n\n

    Ishiguro\u2019s presentation is gentler than Bilton\u2019s cataclysmic predictions. Still, Ishiguro\u2019s story portends how an AI might use its brutal machine logic against humans.<\/p>\n\n\n\n

    2. Explainable Artificial Intelligence\/Machine Learning. <\/strong>AI Practitioners face pushback because of black-box AI applications. Critics argue, quite reasonably, it\u2019s hard to trust an AI\u2019s conclusions when there\u2019s no lens into its decision-making. Similarly, Klara experiences hostility from humans suspicious of AFs\u2019 motives. The aggression is explained to Klara like this:<\/p>\n\n\n\n

    Klara, the fact is, there\u2019s growing and widespread concern about AFs right now. People saying how you\u2019ve become too clever. They\u2019re afraid because they can\u2019t follow what\u2019s going on inside any more. They can see what you do. They accept that your decisions, your recommendations, are sound and dependable, almost always correct. But they don\u2019t like not knowing how you arrive at them. That\u2019s where it comes from, this backlash, this prejudice.<\/p><\/blockquote>\n\n\n\n

    Explainable AI is an emerging field that attempts to provide \u201chow the sausages are made\u201d visibility into AI\/ML pronouncements. If a human understands the AI\/ML decision-making process, it\u2019s easier to make tweaks, providing better results akin to a math teacher demanding to see \u201cthe work\u201d along with a final answer.<\/p>\n\n\n\n

    3. AI takeover of human jobs. <\/strong>AlthoughKlara works alongside humans, she experiences hostility from humans about AI-related job takeovers. When Klara and Josie attend a play, a fellow theatergoer makes a dig against AFs that may also reflect Ishiguro\u2019s subtle disapproval of today\u2019s anti-immigration tropes:<\/p>\n\n\n\n

    First they take the jobs. Then they take the seats at the theater?<\/p><\/blockquote>\n\n\n\n

    Taiwanese-American computer scientist, businessman, and writer Kai-Fu Lee believes job loss due to Artificial Intelligence is inevitable. He argues the safest jobs involve high degrees of emotional intelligence\u200a\u2014\u200athe hardest to replicate in Artificial Intelligence. Lee explains his thinking in this blog post<\/a>:<\/p>\n\n\n\n

    AI has infiltrated the Klara and the Sun<\/em> society so deeply that knowledge workers have been \u201csubstituted\u201d by AIs. The role of AI in this society has likely increased societal stratification instead of reducing it. One of the characters in Klara and the Sun<\/em>, a highly skilled engineer who now sits toward the bottom of the hierarchy, puts a brave face on being replaced:<\/p>\n\n\n\n

    Honestly? I think the substitutions were the best thing that happened to me. \u2026 I really believe they helped me to distinguish what\u2019s important from what isn\u2019t. And where I live now, there are many fine people who feel exactly the same way.<\/p><\/blockquote>\n\n\n\n

    Arts and literature often provide glimpses of the future. Although a great deal of Science Fiction, including Klara and the Sun, <\/em>presents an anti-utopian society, a future of suffering and injustice is not a foregone conclusion. Technologists may avoid a dystopian future by absorbing these lessons from literature and heeding these powerful technologies’ ethical and practical considerations.<\/p>\n","protected":false},"excerpt":{"rendered":"

    Nobel Laureate Kazuo Ishiguro probably didn\u2019t intend his quietly intense, metaphysical science fiction novel, Klara and the Sun, to be a didactic tale for Data Science workers. For those of us professionally orbiting or embedded in Artificial Intelligence and Machine Learning, Ishiguro\u2019s haunting story subtly addresses many of the challenges and controversies in the field… Read More »The Importance of Klara and the Sun For Data Science Workers:
    An understated novel that tackles big AI issues<\/i><\/br><\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":2385,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","_FSMCFIC_featured_image_caption":"","_FSMCFIC_featured_image_nocaption":"","_FSMCFIC_featured_image_hide":"","footnotes":""},"categories":[1],"tags":[107,106,108,105],"ppma_author":[86],"class_list":["post-2384","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","tag-ai","tag-artificialintelligence","tag-literature","tag-machinelearning"],"yoast_head":"\nThe Importance of Klara and the Sun For Data Science Workers - 10xPrinciples<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/10xprinciples.com\/index.php\/2021\/06\/15\/the-importance-of-klara-and-the-sun-for-data-science-workers\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The Importance of Klara and the Sun For Data Science Workers - 10xPrinciples\" \/>\n<meta property=\"og:description\" content=\"Nobel Laureate Kazuo Ishiguro probably didn\u2019t intend his quietly intense, metaphysical science fiction novel, Klara and the Sun, to be a didactic tale for Data Science workers. 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