{"id":10843,"date":"2024-03-20T18:49:10","date_gmt":"2024-03-20T18:49:10","guid":{"rendered":"https:\/\/dailyai.com\/?p=10843"},"modified":"2024-03-21T09:24:36","modified_gmt":"2024-03-21T09:24:36","slug":"deepmind-collaborate-with-liverpool-fc-to-optimize-corners","status":"publish","type":"post","link":"https:\/\/dailyai.com\/da\/2024\/03\/deepmind-collaborate-with-liverpool-fc-to-optimize-corners\/","title":{"rendered":"DeepMind samarbejder med Liverpool FC om at optimere hj\u00f8rnespark"},"content":{"rendered":"<p><b>DeepMind er g\u00e5et sammen med Liverpool FC om at skabe TacticAI, et AI-system, der skal \u00e6ndre, hvordan fodboldhold griber taktikken an, startende med hj\u00f8rnespark.\u00a0<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Kan du huske det uforglemmelige \u00f8jeblik i UEFA Champions League-semifinalen i 2019 med det hurtige hj\u00f8rnespark, der f\u00f8rte til Origis legendariske m\u00e5l?\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Det g\u00f8r du, hvis du er Liverpool- eller Barcelona-fan - og det er den slags spil, TacticAI fors\u00f8ger at skabe mere af ved at blande menneskelig intuition med AI-optimering.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">TacticAI, beskrevet i en <\/span><a href=\"https:\/\/www.nature.com\/articles\/s41467-024-45965-x\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">unders\u00f8gelse<\/span><\/a><span style=\"font-weight: 400;\"> udgivet i <\/span><i><span style=\"font-weight: 400;\">Naturkommunikation<\/span><\/i><span style=\"font-weight: 400;\">bruger geometrisk deep learning til at producere modeller, der kan forudsige hj\u00f8rneresultater og analysere taktikker. <\/span><\/p>\n<figure id=\"attachment_10844\" aria-describedby=\"caption-attachment-10844\" style=\"width: 1024px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-10844 size-large\" src=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig1_HTML-1024x839.webp\" alt=\"AI-taktik\" width=\"1024\" height=\"839\" srcset=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig1_HTML-1024x839.webp 1024w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig1_HTML-300x246.webp 300w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig1_HTML-768x629.webp 768w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig1_HTML-1536x1258.webp 1536w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig1_HTML-370x303.webp 370w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig1_HTML-800x655.webp 800w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig1_HTML-20x16.webp 20w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig1_HTML-740x606.webp 740w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig1_HTML-1600x1310.webp 1600w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig1_HTML-59x48.webp 59w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig1_HTML.webp 2000w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption id=\"caption-attachment-10844\" class=\"wp-caption-text\"><strong>A<\/strong>: Til grafisk repr\u00e6sentation af hj\u00f8rnespark er hver spiller en node i en graf med detaljerede funktioner. Grafneurale netv\u00e6rk opdaterer disse nodefunktioner gennem beskedoverf\u00f8rsel baseret p\u00e5 interaktioner med nabonoder. <strong>B<\/strong>: TacticAI analyserer hj\u00f8rnespark ved at anvende alle mulige pitch-refleksioner for at bevare robustheden over for orienterings\u00e6ndringer. Dette skaber fire versioner af det samme scenarie, der behandles af TacticAI for at udlede spillerinteraktioner. Resultatet forudsiger modtageren og skudfors\u00f8gene og foresl\u00e5r positions- eller hastighedsjusteringer for spillerne. Kilde: <a href=\"https:\/\/www.nature.com\/articles\/s41467-024-45965-x\/figures\/1\">Naturkommunikation<\/a> (\u00e5ben adgang).<\/figcaption><\/figure>\n<p><a href=\"https:\/\/deepmind.google\/discover\/blog\/tacticai-ai-assistant-for-football-tactics\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">TaktiskAI<\/span><\/a><span style=\"font-weight: 400;\"> startede faktisk med et tidligere projekt ved navn <\/span><a href=\"https:\/\/arxiv.org\/abs\/2011.09192\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Plan for spillet<\/span><\/a><span style=\"font-weight: 400;\"> tilbage i 2020, som fors\u00f8gte at udnytte AI til fodboldanalyse og -strategi og udviklede sig til sofistikerede forudsigelsesmodeller, der var i stand til at forudse spillerbev\u00e6gelser uden for kameraet.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Til denne nye unders\u00f8gelse indsamlede forskerne data om 7.176 hj\u00f8rnespark fra Premier Leagues s\u00e6soner 2020 til 2021. Hvert hj\u00f8rnespark blev omdannet til en grafisk fremstilling, hvor spillerne var knudepunkter med data om deres positioner, bev\u00e6gelser og fysiske egenskaber p\u00e5 det tidspunkt, hvor hj\u00f8rnesparket blev udf\u00f8rt.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Forskerne anvendte derefter geometrisk dybdel\u00e6ring gennem grafneurale netv\u00e6rk (GNN'er) til at analysere rumlige interaktioner og strategier under hj\u00f8rnespark.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Sammenlignet med traditionelle tilgange var TacticAI's forudsigelser det foretrukne valg for ekspertevaluatorer 90% af tiden, og det kunne ogs\u00e5 forudsige b\u00e5de modtagere og skudafgivere.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Kernen i TacticAI er tre prim\u00e6re funktioner:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Forudsigelse af de sandsynlige resultater af et givet hj\u00f8rnespark, f.eks. identifikation af potentielle modtagere og vurdering af chancer for skudfors\u00f8g.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Analyse af effektiviteten af tidligere taktikker i lignende ops\u00e6tninger giver indsigt i, hvad der virkede eller ikke virkede.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tilbyde taktiske justeringer for at p\u00e5virke fremtidige resultater, f.eks. ved at foresl\u00e5 forsvarspositioner for at mindske modstandernes chancer for skudfors\u00f8g.<\/span><\/li>\n<\/ol>\n<blockquote class=\"twitter-tweet\">\n<p dir=\"ltr\" lang=\"en\">TacticAI er et AI-system, der kan r\u00e5dgive fodboldtr\u00e6nere om taktik og spil <a href=\"https:\/\/t.co\/ghSizpW5iQ\">https:\/\/t.co\/ghSizpW5iQ<\/a> Det var et virkelig sjovt projekt at arbejde p\u00e5 i samarbejde med min h\u00f8jt elskede Liverpool FC. <a href=\"https:\/\/twitter.com\/LFC?ref_src=twsrc%5Etfw\">@LFC<\/a> - Jeg krydser fingre for, at vi vinder ligaen i \u00e5r for at give Klopp en passende afsked!<\/p>\n<p>- Demis Hassabis (@demishassabis) <a href=\"https:\/\/twitter.com\/demishassabis\/status\/1770438311254872421?ref_src=twsrc%5Etfw\">20. marts 2024<\/a><\/p><\/blockquote>\n<p><script src=\"https:\/\/platform.twitter.com\/widgets.js\" async=\"\" charset=\"utf-8\"><\/script><\/p>\n<p><span style=\"font-weight: 400;\">Derefter blev TacticAI m\u00e5lt i forhold til tre benchmark-opgaver:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Forudsigelse af skud<\/b><span style=\"font-weight: 400;\">: TacticAI opn\u00e5ede en F1-score p\u00e5 0,71 i forudsigelsen af skudfors\u00f8g fra hj\u00f8rnespark. En F1-score t\u00e6ttere p\u00e5 1 indikerer h\u00f8jere n\u00f8jagtighed - s\u00e5 0,71 er fremragende.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Forudsigelse af modtager<\/b><span style=\"font-weight: 400;\">: Det drejede sig om at bestemme, hvilken spiller der sandsynligvis f\u00f8rst ville modtage bolden efter hj\u00f8rnet. TacticAI viste en top-3 testn\u00f8jagtighed p\u00e5 0,782.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Anbefaling af taktik<\/b><span style=\"font-weight: 400;\">: Foresl\u00e5r justeringer i spillerpositioner og -bev\u00e6gelser for at optimere taktiske ops\u00e6tninger. Det er her, kvalitative ekspertevaluatorer generelt foretrak TacticAI.<\/span><\/li>\n<\/ul>\n<figure id=\"attachment_10845\" aria-describedby=\"caption-attachment-10845\" style=\"width: 1024px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-10845 size-large\" src=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig3_HTML-1024x612.webp\" alt=\"TaktiskAI\" width=\"1024\" height=\"612\" srcset=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig3_HTML-1024x612.webp 1024w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig3_HTML-300x179.webp 300w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig3_HTML-768x459.webp 768w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig3_HTML-1536x918.webp 1536w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig3_HTML-370x221.webp 370w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig3_HTML-800x478.webp 800w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig3_HTML-20x12.webp 20w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig3_HTML-740x442.webp 740w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig3_HTML-1600x956.webp 1600w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig3_HTML-80x48.webp 80w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/41467_2024_45965_Fig3_HTML.webp 1999w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption id=\"caption-attachment-10845\" class=\"wp-caption-text\">TacticAI g\u00f8r det muligt for tr\u00e6nere at forfine hj\u00f8rnesparksstrategier og forbedre resultaterne for b\u00e5de angreb og forsvar. I et scenarie, hvor et skud oprindeligt var sandsynligt (A &amp; B), foresl\u00e5r TacticAI f.eks. en defensiv omplacering for at mindske skudchancerne (D). Det mindsker sandsynligheden for, at angriberne modtager bolden, bortset fra en, der er placeret langt fra m\u00e5let (C), hvilket illustrerer TacticAI's evne til at skabe forskellige taktiske scenarier til dybdeg\u00e5ende analyse og udv\u00e6lgelse. Kilde: <a href=\"https:\/\/www.nature.com\/articles\/s41467-024-45965-x\/figures\/1\">Naturkommunikation<\/a> (\u00e5ben adgang).<\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">Er hj\u00f8rnespark en af de mest uforudsigelige sportsbegivenheder? M\u00e5ske ikke l\u00e6ngere.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">TacticAI kan resultere i flere sejre i overtiden - og lige nu er Liverpool FC klar til at drage fordel af det. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Liverpool-fans - I har mistet Klopp, men i det mindste har I TacticAI.\u00a0<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>DeepMind er g\u00e5et sammen med Liverpool FC om at skabe TacticAI, et AI-system, der skal \u00e6ndre, hvordan fodboldhold griber taktikken an, startende med hj\u00f8rnespark.  Kan du huske det uforglemmelige \u00f8jeblik i UEFA Champions League-semifinalen i 2019 med det hurtige hj\u00f8rnespark, der f\u00f8rte til Origis legendariske m\u00e5l?  Det g\u00f8r du, hvis du er Liverpool- eller Barcelona-fan - og det er den slags spil, TacticAI vil skabe mere af ved at blande menneskelig intuition med AI-optimering.  TacticAI, som er beskrevet i en unders\u00f8gelse offentliggjort i Nature Communications, bruger geometrisk dybdel\u00e6ring til at producere modeller, der er i stand til at forudsige hj\u00f8rneresultater og analysere taktikker.<\/p>","protected":false},"author":2,"featured_media":10846,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[88],"tags":[147,105],"class_list":["post-10843","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ethics","tag-deepmind","tag-machine-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>DeepMind collaborate with Liverpool FC to optimize corners | DailyAI<\/title>\n<meta name=\"description\" content=\"DeepMind teamed up with Liverpool FC to create TacticAI, an AI system set to transform how football teams approach tactics, starting with corner kicks.\u00a0\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dailyai.com\/da\/2024\/03\/deepmind-collaborate-with-liverpool-fc-to-optimize-corners\/\" \/>\n<meta property=\"og:locale\" content=\"da_DK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"DeepMind collaborate with Liverpool FC to optimize corners | DailyAI\" \/>\n<meta property=\"og:description\" content=\"DeepMind teamed up with Liverpool FC to create TacticAI, an AI system set to transform how football teams approach tactics, starting with corner kicks.\u00a0\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dailyai.com\/da\/2024\/03\/deepmind-collaborate-with-liverpool-fc-to-optimize-corners\/\" \/>\n<meta property=\"og:site_name\" content=\"DailyAI\" \/>\n<meta property=\"article:published_time\" content=\"2024-03-20T18:49:10+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-03-21T09:24:36+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/DALL\u00b7E-2024-03-20-18.43.20-Visualize-an-AI-enhanced-football-pitch-at-night-focusing-on-a-moment-of-a-corner-kick.-The-stadium-is-filled-with-advanced-technology-and-digital-di.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1792\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Sam Jeans\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DailyAIOfficial\" \/>\n<meta name=\"twitter:site\" content=\"@DailyAIOfficial\" \/>\n<meta name=\"twitter:label1\" content=\"Skrevet af\" \/>\n\t<meta name=\"twitter:data1\" content=\"Sam Jeans\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimeret l\u00e6setid\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutter\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"NewsArticle\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/deepmind-collaborate-with-liverpool-fc-to-optimize-corners\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/deepmind-collaborate-with-liverpool-fc-to-optimize-corners\\\/\"},\"author\":{\"name\":\"Sam Jeans\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/person\\\/711e81f945549438e8bbc579efdeb3c9\"},\"headline\":\"DeepMind collaborate with Liverpool FC to optimize corners\",\"datePublished\":\"2024-03-20T18:49:10+00:00\",\"dateModified\":\"2024-03-21T09:24:36+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/deepmind-collaborate-with-liverpool-fc-to-optimize-corners\\\/\"},\"wordCount\":651,\"publisher\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/deepmind-collaborate-with-liverpool-fc-to-optimize-corners\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2024\\\/03\\\/DALL\u00b7E-2024-03-20-18.43.20-Visualize-an-AI-enhanced-football-pitch-at-night-focusing-on-a-moment-of-a-corner-kick.-The-stadium-is-filled-with-advanced-technology-and-digital-di.webp\",\"keywords\":[\"DeepMind\",\"machine learning\"],\"articleSection\":[\"Ethics &amp; 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