{"id":19261,"date":"2024-10-11T14:45:35","date_gmt":"2024-10-11T12:45:35","guid":{"rendered":"https:\/\/sano.science\/?post_type=seminars&#038;p=19261"},"modified":"2025-02-26T19:49:42","modified_gmt":"2025-02-26T18:49:42","slug":"2024-nobel-prize-in-physics-for-john-hopfield-and-geoffrey-hinton","status":"publish","type":"seminars","link":"https:\/\/sano.science\/seminars\/2024-nobel-prize-in-physics-for-john-hopfield-and-geoffrey-hinton\/","title":{"rendered":"148.  Nobel Prize in Physics 2024: Statistical Physics at the Heart of AI Development"},"content":{"rendered":"\n<p class=\" eplus-wrapper\">This year\u2019s Nobel Prize in Physics, awarded to John J. Hopfield and Geoffrey E. Hinton, came as something of a surprise, as it recognized their contributions to the development of artificial intelligence. However, a closer look at the awarded achievements reveals that they are fundamentally based on theoretical models from statistical physics. The seminar will present the context of statistical physics in which these discoveries are situated. It will discuss the applied formalism using the simplest example, the Ising model, and then show its generalizations that led to the honored discoveries.<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<p class=\" eplus-wrapper\"><a href=\"https:\/\/sano.science\/people\/karol-capala\/\">Karol Capa\u0142a<\/a> &#8211; PostDoc in Personal Health Data Science Team Sano Centre for Computational Medicine, Krakow and Faculty of Computer Science, AGH Krakow<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-large eplus-wrapper\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"536\" src=\"https:\/\/sano.science\/wp-content\/uploads\/2024\/10\/Sano_Seminarium_K_Capala-1024x536.jpg\" alt=\"\" class=\"wp-image-21638\" srcset=\"https:\/\/sano.science\/wp-content\/uploads\/2024\/10\/Sano_Seminarium_K_Capala-1024x536.jpg 1024w, https:\/\/sano.science\/wp-content\/uploads\/2024\/10\/Sano_Seminarium_K_Capala-300x157.jpg 300w, https:\/\/sano.science\/wp-content\/uploads\/2024\/10\/Sano_Seminarium_K_Capala-768x402.jpg 768w, https:\/\/sano.science\/wp-content\/uploads\/2024\/10\/Sano_Seminarium_K_Capala.jpg 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<p class=\" eplus-wrapper\"><a href=\"https:\/\/sano.science\/terms-and-conditions-of-participation-in-sano-seminars\/\" target=\"_blank\" rel=\"noreferrer noopener\">regulations<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Karol Capala &#8211; PostDoc in Personal Health Data Science Team Sano Centre for Computational Medicine, Krakow<br \/>\nand<br \/>\nFaculty of Computer Science, AGH Krakow<\/p>\n","protected":false},"featured_media":0,"template":"","class_list":["post-19261","seminars","type-seminars","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.5 (Yoast SEO v27.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>148. Nobel Prize in Physics 2024: Statistical Physics at the Heart of AI Development<\/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:\/\/sano.science\/seminars\/2024-nobel-prize-in-physics-for-john-hopfield-and-geoffrey-hinton\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"148. Nobel Prize in Physics 2024: Statistical Physics at the Heart of AI Development\" \/>\n<meta property=\"og:description\" content=\"Karol Capala - PostDoc in Personal Health Data Science Team Sano Centre for Computational Medicine, Krakow and Faculty of Computer Science, AGH Krakow\" \/>\n<meta property=\"og:url\" content=\"https:\/\/sano.science\/seminars\/2024-nobel-prize-in-physics-for-john-hopfield-and-geoffrey-hinton\/\" \/>\n<meta property=\"og:site_name\" content=\"Centre for Computational Personalized Medicine\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/sano.science\/\" \/>\n<meta property=\"article:modified_time\" content=\"2025-02-26T18:49:42+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/sano.science\/wp-content\/uploads\/2024\/10\/Sano_Seminarium_K_Capala.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"628\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@sanoscience\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/sano.science\\\/seminars\\\/2024-nobel-prize-in-physics-for-john-hopfield-and-geoffrey-hinton\\\/\",\"url\":\"https:\\\/\\\/sano.science\\\/seminars\\\/2024-nobel-prize-in-physics-for-john-hopfield-and-geoffrey-hinton\\\/\",\"name\":\"148. 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Nobel Prize in Physics 2024: Statistical Physics at the Heart of AI Development","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/sano.science\/seminars\/2024-nobel-prize-in-physics-for-john-hopfield-and-geoffrey-hinton\/","og_locale":"en_US","og_type":"article","og_title":"148. Nobel Prize in Physics 2024: Statistical Physics at the Heart of AI Development","og_description":"Karol Capala - PostDoc in Personal Health Data Science Team Sano Centre for Computational Medicine, Krakow and Faculty of Computer Science, AGH Krakow","og_url":"https:\/\/sano.science\/seminars\/2024-nobel-prize-in-physics-for-john-hopfield-and-geoffrey-hinton\/","og_site_name":"Centre for Computational Personalized Medicine","article_publisher":"https:\/\/www.facebook.com\/sano.science\/","article_modified_time":"2025-02-26T18:49:42+00:00","og_image":[{"width":1200,"height":628,"url":"https:\/\/sano.science\/wp-content\/uploads\/2024\/10\/Sano_Seminarium_K_Capala.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_site":"@sanoscience","twitter_misc":{"Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/sano.science\/seminars\/2024-nobel-prize-in-physics-for-john-hopfield-and-geoffrey-hinton\/","url":"https:\/\/sano.science\/seminars\/2024-nobel-prize-in-physics-for-john-hopfield-and-geoffrey-hinton\/","name":"148. 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Nobel Prize in Physics 2024: Statistical Physics at the Heart of AI Development"}]},{"@type":"WebSite","@id":"https:\/\/sano.science\/#website","url":"https:\/\/sano.science\/","name":"Centre for Computational Personalized Medicine","description":"Sano \u2013 Centre for Computational Medicine","publisher":{"@id":"https:\/\/sano.science\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/sano.science\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/sano.science\/#organization","name":"Sano \u2013 Centre for Computational Medicine","alternateName":"Sano","url":"https:\/\/sano.science\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/sano.science\/#\/schema\/logo\/image\/","url":"https:\/\/sano.science\/wp-content\/uploads\/2024\/05\/logo_sano_podstawowe.png","contentUrl":"https:\/\/sano.science\/wp-content\/uploads\/2024\/05\/logo_sano_podstawowe.png","width":700,"height":265,"caption":"Sano \u2013 Centre for Computational Medicine"},"image":{"@id":"https:\/\/sano.science\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/sano.science\/","https:\/\/x.com\/sanoscience","https:\/\/www.linkedin.com\/company\/sanoscience\/","https:\/\/www.youtube.com\/channel\/UCDZ_8TcjMWUG2ZcgKKgfpwQ","https:\/\/bsky.app\/profile\/sanoscience.bsky.social"]}]}},"acf":[],"gutenberg_blocks":[{"blockName":"custom-styles","attrs":{"styles":""}},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-bL8WYk","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\">This year\u2019s Nobel Prize in Physics, awarded to John J. Hopfield and Geoffrey E. Hinton, came as something of a surprise, as it recognized their contributions to the development of artificial intelligence. However, a closer look at the awarded achievements reveals that they are fundamentally based on theoretical models from statistical physics. The seminar will present the context of statistical physics in which these discoveries are situated. It will discuss the applied formalism using the simplest example, the Ising model, and then show its generalizations that led to the honored discoveries.<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">This year\u2019s Nobel Prize in Physics, awarded to John J. Hopfield and Geoffrey E. Hinton, came as something of a surprise, as it recognized their contributions to the development of artificial intelligence. However, a closer look at the awarded achievements reveals that they are fundamentally based on theoretical models from statistical physics. The seminar will present the context of statistical physics in which these discoveries are situated. It will discuss the applied formalism using the simplest example, the Ising model, and then show its generalizations that led to the honored discoveries.<\/p>\n"]},{"blockName":"core\/spacer","attrs":{"height":"30px","epAnimationGeneratedClass":"edplus_anim-DgaiaX","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-75tlFI","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\"><a href=\"https:\/\/sano.science\/people\/karol-capala\/\">Karol Capa\u0142a<\/a> - PostDoc in Personal Health Data Science Team Sano Centre for Computational Medicine, Krakow and Faculty of Computer Science, AGH Krakow<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\"><a href=\"https:\/\/sano.science\/people\/karol-capala\/\">Karol Capa\u0142a<\/a> - PostDoc in Personal Health Data Science Team Sano Centre for Computational Medicine, Krakow and Faculty of Computer Science, AGH Krakow<\/p>\n"]},{"blockName":"core\/spacer","attrs":{"height":"50px","epAnimationGeneratedClass":"edplus_anim-DgaiaX","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/image","attrs":{"id":21638,"sizeSlug":"large","linkDestination":"none","epAnimationGeneratedClass":"edplus_anim-8cSG5w","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<figure class=\"wp-block-image size-large eplus-wrapper\"><img src=\"https:\/\/sano.science\/wp-content\/uploads\/2024\/10\/Sano_Seminarium_K_Capala-1024x536.jpg\" alt=\"\" class=\"wp-image-21638\"\/><\/figure>\n","innerContent":["\n<figure class=\"wp-block-image size-large eplus-wrapper\"><img src=\"https:\/\/sano.science\/wp-content\/uploads\/2024\/10\/Sano_Seminarium_K_Capala-1024x536.jpg\" alt=\"\" class=\"wp-image-21638\"\/><\/figure>\n"]},{"blockName":"core\/spacer","attrs":{"height":"50px","epAnimationGeneratedClass":"edplus_anim-DgaiaX","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-AQDcP9","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\"><a 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