{"id":13803,"date":"2024-08-10T09:37:16","date_gmt":"2024-08-10T09:37:16","guid":{"rendered":"https:\/\/dailyai.com\/?p=13803"},"modified":"2024-08-18T12:12:43","modified_gmt":"2024-08-18T12:12:43","slug":"deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time","status":"publish","type":"post","link":"https:\/\/dailyai.com\/it\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/","title":{"rendered":"DeepMind costruisce un robot da ping pong che batte i giocatori principianti per 100% del tempo"},"content":{"rendered":"<p><strong>I ricercatori di Google DeepMind hanno sviluppato un robot dotato di intelligenza artificiale in grado di giocare a tennis da tavolo a livello amatoriale.\u00a0<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">Registrare la presenza di una pallina da ping-pong, calcolarne la direzione e muovere la racchetta per colpirla, il tutto in una frazione di secondo, \u00e8 un'impresa titanica nella robotica.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Il robot di DeepMind \u00e8 dotato di un braccio robotico IRB 1100 montato su due supporti lineari, che gli consentono di muoversi rapidamente attraverso e verso il tavolo. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ha un'incredibile gamma di movimenti, raggiungendo la maggior parte delle aree del tavolo per colpire la palla con una pagaia, come fa un essere umano.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Gli \"occhi\" sono telecamere ad alta velocit\u00e0 che catturano immagini a 125 fotogrammi al secondo, fornendo dati a un sistema di percezione basato su una rete neurale che traccia la posizione della palla in tempo reale.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Il sistema di intelligenza artificiale che controlla il robot impiega un sofisticato sistema a due livelli:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>Controllori a basso livello (LLC)<\/strong>: Si tratta di reti neurali specializzate addestrate per eseguire abilit\u00e0 specifiche del tennis da tavolo, come i colpi di dritto in topspin o i tiri di rovescio. Ogni LLC \u00e8 progettato per eccellere in un particolare aspetto del gioco.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>Controllore ad alto livello (HLC)<\/strong>: \u00c8 il cervello strategico del sistema. L'HLC sceglie quale LLC utilizzare per ogni palla in arrivo, in base allo stato di gioco corrente, allo stile di gioco dell'avversario e alle capacit\u00e0 del robot stesso.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Questo duplice approccio consente al robot di combinare l'esecuzione precisa dei singoli tiri con una strategia di livello superiore, imitando il modo in cui i giocatori umani pensano al gioco.<\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"Dimostrazioni - Raggiungimento di un tennis da tavolo robotico competitivo a livello umano\" width=\"1080\" height=\"608\" src=\"https:\/\/www.youtube.com\/embed\/abi84lnjNV4?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<h2>Collegare la simulazione con il mondo reale<\/h2>\n<p><span style=\"font-weight: 400;\">Una delle maggiori sfide della robotica \u00e8 il trasferimento delle competenze apprese in ambienti di simulazione al mondo reale.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"> Il <a href=\"https:\/\/arxiv.org\/pdf\/2408.03906\" target=\"_blank\" rel=\"noopener\"><span class=\"noTranslate\" data-no-translation=\"\"><span class=\"noTranslate\" data-no-translation=\"\"><span class=\"noTranslate\" data-no-translation=\"\"><span class=\"noTranslate\" data-no-translation=\"\"><span class=\"noTranslate\" data-no-translation=\"\">DeepMind<\/span><\/span><\/span><\/span><\/span> studio<\/a> documenta diverse tecniche per affrontare questo problema:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Modellazione fisica realistica<\/b><span style=\"font-weight: 400;\">: I ricercatori hanno utilizzato motori fisici avanzati per modellare le complesse dinamiche del tennis da tavolo, tra cui la rotazione della pallina, la resistenza dell'aria e le interazioni tra pallina e racchetta.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Randomizzazione del dominio<\/b><span style=\"font-weight: 400;\">: Durante l'addestramento, l'IA \u00e8 stata esposta a un'ampia gamma di condizioni simulate, che l'hanno aiutata a generalizzare le variazioni che potrebbe incontrare nel mondo reale.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Adattamento da sim a reale<\/b><span style=\"font-weight: 400;\">: Il team ha sviluppato metodi per mettere a punto le abilit\u00e0 simulate in base alle prestazioni reali, compresa una nuova tecnica di \"correzione delle rotazioni\" per gestire le differenze di comportamento della pagaia tra la simulazione e la realt\u00e0.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Raccolta dati iterativa<\/b><span style=\"font-weight: 400;\">: I ricercatori hanno aggiornato continuamente i dati di addestramento con il gioco reale, creando un ciclo di apprendimento in continuo miglioramento.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Forse una delle caratteristiche pi\u00f9 impressionanti del robot \u00e8 la sua capacit\u00e0 di adattarsi in tempo reale. Durante una partita, il sistema tiene traccia di varie statistiche sulle proprie prestazioni e su quelle dell'avversario.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Utilizza queste informazioni per adattare la propria strategia al volo, imparando a sfruttare i punti deboli del gioco avversario e rafforzando al contempo le proprie difese.<\/span><\/p>\n<h2>Valutazione del robot da ping-pong<\/h2>\n<p><span style=\"font-weight: 400;\">Allora, come ha fatto DeepMind a testare il suo robot da ping pong?\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Per prima cosa, il team ha reclutato 59 giocatori volontari e ha valutato le loro abilit\u00e0 nel tennis da tavolo, classificandoli come principianti, intermedi, avanzati o avanzati+. Da questo gruppo iniziale, sono stati scelti 29 partecipanti di tutti i livelli di abilit\u00e0 per lo studio completo.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Poi, un giocatore selezionato si \u00e8 impegnato in tre partite competitive contro il robot, seguendo le regole del tennis da tavolo modificate per tenere conto dei limiti del robot.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Oltre a raccogliere dati quantitativi dal robot, dopo la partita i ricercatori hanno condotto brevi interviste semi-strutturate con ogni partecipante sulla loro esperienza complessiva.\u00a0<\/span><\/p>\n<h2>Risultati<\/h2>\n<p><span style=\"font-weight: 400;\">Complessivamente, il robot ha vinto 45% delle sue partite, dimostrando una solida prestazione complessiva.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ha dominato i principianti (vincendo 100% di partite) e ha tenuto testa agli intermedi (vincendo 55%), ma ha faticato contro i giocatori avanzati e avanzati+ (perdendo tutte le partite).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Fortunatamente per noi comuni mortali, c'era almeno una grande debolezza: la difficolt\u00e0 del robot nel gestire l'underspin, che era una notevole falla nella sua armatura rispetto ai giocatori pi\u00f9 esperti.\u00a0<\/span><\/p>\n<p>Tuttavia, se non sapete giocare a ping pong o se pensate di essere solo bravi, questo robot vi dar\u00e0 delle buone possibilit\u00e0.<\/p>\n<p><iframe loading=\"lazy\" title=\"Alcuni punti salienti - Raggiungimento di un tennis da tavolo robotico competitivo a livello umano\" width=\"1080\" height=\"608\" src=\"https:\/\/www.youtube.com\/embed\/EqQl-JQxToE?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p><span style=\"font-weight: 400;\">Barney J. Reed, allenatore di tennis da tavolo, <\/span><a href=\"https:\/\/sites.google.com\/view\/competitive-robot-table-tennis\/home?utm_source&amp;utm_medium&amp;utm_campaign&amp;utm_content&amp;pli=1\"><span style=\"font-weight: 400;\">ha commentato lo studio<\/span><\/a><span style=\"font-weight: 400;\">\"\u00c8 stato davvero impressionante vedere il robot giocare con giocatori di tutti i livelli e stili. Il nostro obiettivo era che il robot fosse di livello intermedio. Incredibilmente ha fatto proprio questo, tutto il duro lavoro \u00e8 stato ripagato\".<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\"Ritengo che il robot abbia superato anche le mie aspettative. \u00c8 stato un vero onore e un piacere partecipare a questa ricerca. Ho imparato molto e sono molto grato a tutti coloro con cui ho avuto il piacere di lavorare\".<\/span><\/p>\n<p>Questa non \u00e8 certo la prima incursione di DeepMind nella robotica sportiva e nell'intelligenza artificiale. Non molto tempo fa, ha costruito <a href=\"https:\/\/dailyai.com\/it\/2024\/04\/deepmind-train-robot-soccer-players-that-kick-tackle-and-defend\/\">Robot da calcio AI<\/a> in grado di passare, affrontare e tirare.<\/p>\n<p>DeepMind ha rilasciato\u00a0<a href=\"https:\/\/dailyai.com\/it\/2024\/01\/google-releases-a-suite-of-advanced-robotic-tools\/\" target=\"_blank\" rel=\"noopener\">Strumenti di robotica AI<\/a>\u00a0per gli sviluppatori per anni e ha fatto progressi recenti in\u00a0<a href=\"https:\/\/dailyai.com\/it\/2023\/07\/googles-ai-turns-vision-language-into-robotic-actions\/\" target=\"_blank\" rel=\"noopener\">visione e destrezza dei robot.<\/a><\/p>\n<p><span style=\"font-weight: 400;\">Con il continuo progresso dell'IA e della robotica, possiamo aspettarci di vedere sempre pi\u00f9 esempi di macchine che padroneggiano compiti che un tempo si pensava fossero di esclusiva competenza umana.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Il giorno in cui potrete sfidare un robot a una partita di ping-pong nel vostro centro sociale locale potrebbe non essere molto lontano, ma non sorprendetevi se vi batter\u00e0 al primo turno.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>I ricercatori di Google DeepMind hanno sviluppato un robot dotato di intelligenza artificiale in grado di giocare a tennis da tavolo a livello amatoriale.  Registrare la presenza di una pallina da ping-pong, calcolarne la direzione e muovere la racchetta per colpirla, il tutto in una frazione di secondo, \u00e8 un compito mastodontico nella robotica.  Il robot di DeepMind \u00e8 dotato di un braccio robotico IRB 1100 montato su due supporti lineari, che gli consentono di muoversi rapidamente attraverso e verso il tavolo. Ha un'incredibile gamma di movimenti, raggiungendo la maggior parte delle aree del tavolo per colpire la pallina con una racchetta, come fa un essere umano.\u00a0<\/p>","protected":false},"author":2,"featured_media":13804,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[147,105,169],"class_list":["post-13803","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-deepmind","tag-machine-learning","tag-robotics"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>DeepMind build table tennis robot that beats newbie players 100% of the time | DailyAI<\/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:\/\/dailyai.com\/it\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/\" \/>\n<meta property=\"og:locale\" content=\"it_IT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"DeepMind build table tennis robot that beats newbie players 100% of the time | DailyAI\" \/>\n<meta property=\"og:description\" content=\"Researchers at Google DeepMind have developed an AI-powered robot capable of playing competitive table tennis at an amateur human level.\u00a0 Registering the presence of a ping-pong ball, calculating its direction, and moving the paddle to hit it \u2013 all in a split second \u2013 is a mammoth task in robotics.\u00a0 DeepMind\u2019s robot is equipped with an IRB 1100 robotic arm mounted on two linear gantries, which allow it to move swiftly across and toward the table. It has an incredible range of motion, reaching most areas of the table to strike the ball with a paddle as a human does.\u00a0\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dailyai.com\/it\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/\" \/>\n<meta property=\"og:site_name\" content=\"DailyAI\" \/>\n<meta property=\"article:published_time\" content=\"2024-08-10T09:37:16+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-08-18T12:12:43+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/08\/DALL\u00b7E-2024-08-10-10.31.40-A-high-quality-landscape-image-of-a-futuristic-table-tennis-robot-designed-by-DeepMind-playing-a-game-of-table-tennis.-The-robot-has-a-sleek-metalli.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=\"Scritto da\" \/>\n\t<meta name=\"twitter:data1\" content=\"Sam Jeans\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tempo di lettura stimato\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minuti\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"NewsArticle\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/08\\\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/08\\\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\\\/\"},\"author\":{\"name\":\"Sam Jeans\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/person\\\/711e81f945549438e8bbc579efdeb3c9\"},\"headline\":\"DeepMind build table tennis robot that beats newbie players 100% of the time\",\"datePublished\":\"2024-08-10T09:37:16+00:00\",\"dateModified\":\"2024-08-18T12:12:43+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/08\\\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\\\/\"},\"wordCount\":847,\"publisher\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/08\\\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2024\\\/08\\\/DALL\u00b7E-2024-08-10-10.31.40-A-high-quality-landscape-image-of-a-futuristic-table-tennis-robot-designed-by-DeepMind-playing-a-game-of-table-tennis.-The-robot-has-a-sleek-metalli.webp\",\"keywords\":[\"DeepMind\",\"machine learning\",\"Robotics\"],\"articleSection\":[\"Industry\"],\"inLanguage\":\"it-IT\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/08\\\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\\\/\",\"url\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/08\\\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\\\/\",\"name\":\"DeepMind build table tennis robot that beats newbie players 100% of the time | DailyAI\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/08\\\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/08\\\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2024\\\/08\\\/DALL\u00b7E-2024-08-10-10.31.40-A-high-quality-landscape-image-of-a-futuristic-table-tennis-robot-designed-by-DeepMind-playing-a-game-of-table-tennis.-The-robot-has-a-sleek-metalli.webp\",\"datePublished\":\"2024-08-10T09:37:16+00:00\",\"dateModified\":\"2024-08-18T12:12:43+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/08\\\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\\\/#breadcrumb\"},\"inLanguage\":\"it-IT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/dailyai.com\\\/2024\\\/08\\\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"it-IT\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/08\\\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\\\/#primaryimage\",\"url\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2024\\\/08\\\/DALL\u00b7E-2024-08-10-10.31.40-A-high-quality-landscape-image-of-a-futuristic-table-tennis-robot-designed-by-DeepMind-playing-a-game-of-table-tennis.-The-robot-has-a-sleek-metalli.webp\",\"contentUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2024\\\/08\\\/DALL\u00b7E-2024-08-10-10.31.40-A-high-quality-landscape-image-of-a-futuristic-table-tennis-robot-designed-by-DeepMind-playing-a-game-of-table-tennis.-The-robot-has-a-sleek-metalli.webp\",\"width\":1792,\"height\":1024,\"caption\":\"ai deepmind\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/08\\\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/dailyai.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"DeepMind build table tennis robot that beats newbie players 100% of the time\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#website\",\"url\":\"https:\\\/\\\/dailyai.com\\\/\",\"name\":\"DailyAI\",\"description\":\"Your Daily Dose of AI News\",\"publisher\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/dailyai.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"it-IT\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\",\"name\":\"DailyAI\",\"url\":\"https:\\\/\\\/dailyai.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"it-IT\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/Daily-Ai_TL_colour.png\",\"contentUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/Daily-Ai_TL_colour.png\",\"width\":4501,\"height\":934,\"caption\":\"DailyAI\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/DailyAIOfficial\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/dailyaiofficial\\\/\",\"https:\\\/\\\/www.youtube.com\\\/@DailyAIOfficial\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/person\\\/711e81f945549438e8bbc579efdeb3c9\",\"name\":\"Sam Jeans\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"it-IT\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g\",\"caption\":\"Sam Jeans\"},\"description\":\"Sam is a science and technology writer who has worked in various AI startups. When he\u2019s not writing, he can be found reading medical journals or digging through boxes of vinyl records.\",\"sameAs\":[\"https:\\\/\\\/www.linkedin.com\\\/in\\\/sam-jeans-6746b9142\\\/\"],\"url\":\"https:\\\/\\\/dailyai.com\\\/it\\\/author\\\/samjeans\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"DeepMind costruisce un robot da ping pong che batte i giocatori principianti 100% del tempo | DailyAI","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:\/\/dailyai.com\/it\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/","og_locale":"it_IT","og_type":"article","og_title":"DeepMind build table tennis robot that beats newbie players 100% of the time | DailyAI","og_description":"Researchers at Google DeepMind have developed an AI-powered robot capable of playing competitive table tennis at an amateur human level.\u00a0 Registering the presence of a ping-pong ball, calculating its direction, and moving the paddle to hit it \u2013 all in a split second \u2013 is a mammoth task in robotics.\u00a0 DeepMind\u2019s robot is equipped with an IRB 1100 robotic arm mounted on two linear gantries, which allow it to move swiftly across and toward the table. It has an incredible range of motion, reaching most areas of the table to strike the ball with a paddle as a human does.\u00a0","og_url":"https:\/\/dailyai.com\/it\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/","og_site_name":"DailyAI","article_published_time":"2024-08-10T09:37:16+00:00","article_modified_time":"2024-08-18T12:12:43+00:00","og_image":[{"width":1792,"height":1024,"url":"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/08\/DALL\u00b7E-2024-08-10-10.31.40-A-high-quality-landscape-image-of-a-futuristic-table-tennis-robot-designed-by-DeepMind-playing-a-game-of-table-tennis.-The-robot-has-a-sleek-metalli.webp","type":"image\/webp"}],"author":"Sam Jeans","twitter_card":"summary_large_image","twitter_creator":"@DailyAIOfficial","twitter_site":"@DailyAIOfficial","twitter_misc":{"Scritto da":"Sam Jeans","Tempo di lettura stimato":"4 minuti"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"NewsArticle","@id":"https:\/\/dailyai.com\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/#article","isPartOf":{"@id":"https:\/\/dailyai.com\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/"},"author":{"name":"Sam Jeans","@id":"https:\/\/dailyai.com\/#\/schema\/person\/711e81f945549438e8bbc579efdeb3c9"},"headline":"DeepMind build table tennis robot that beats newbie players 100% of the time","datePublished":"2024-08-10T09:37:16+00:00","dateModified":"2024-08-18T12:12:43+00:00","mainEntityOfPage":{"@id":"https:\/\/dailyai.com\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/"},"wordCount":847,"publisher":{"@id":"https:\/\/dailyai.com\/#organization"},"image":{"@id":"https:\/\/dailyai.com\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/#primaryimage"},"thumbnailUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/08\/DALL\u00b7E-2024-08-10-10.31.40-A-high-quality-landscape-image-of-a-futuristic-table-tennis-robot-designed-by-DeepMind-playing-a-game-of-table-tennis.-The-robot-has-a-sleek-metalli.webp","keywords":["DeepMind","machine learning","Robotics"],"articleSection":["Industry"],"inLanguage":"it-IT"},{"@type":"WebPage","@id":"https:\/\/dailyai.com\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/","url":"https:\/\/dailyai.com\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/","name":"DeepMind costruisce un robot da ping pong che batte i giocatori principianti 100% del tempo | DailyAI","isPartOf":{"@id":"https:\/\/dailyai.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/dailyai.com\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/#primaryimage"},"image":{"@id":"https:\/\/dailyai.com\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/#primaryimage"},"thumbnailUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/08\/DALL\u00b7E-2024-08-10-10.31.40-A-high-quality-landscape-image-of-a-futuristic-table-tennis-robot-designed-by-DeepMind-playing-a-game-of-table-tennis.-The-robot-has-a-sleek-metalli.webp","datePublished":"2024-08-10T09:37:16+00:00","dateModified":"2024-08-18T12:12:43+00:00","breadcrumb":{"@id":"https:\/\/dailyai.com\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/#breadcrumb"},"inLanguage":"it-IT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/dailyai.com\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/"]}]},{"@type":"ImageObject","inLanguage":"it-IT","@id":"https:\/\/dailyai.com\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/#primaryimage","url":"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/08\/DALL\u00b7E-2024-08-10-10.31.40-A-high-quality-landscape-image-of-a-futuristic-table-tennis-robot-designed-by-DeepMind-playing-a-game-of-table-tennis.-The-robot-has-a-sleek-metalli.webp","contentUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/08\/DALL\u00b7E-2024-08-10-10.31.40-A-high-quality-landscape-image-of-a-futuristic-table-tennis-robot-designed-by-DeepMind-playing-a-game-of-table-tennis.-The-robot-has-a-sleek-metalli.webp","width":1792,"height":1024,"caption":"ai deepmind"},{"@type":"BreadcrumbList","@id":"https:\/\/dailyai.com\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/dailyai.com\/"},{"@type":"ListItem","position":2,"name":"DeepMind build table tennis robot that beats newbie players 100% of the time"}]},{"@type":"WebSite","@id":"https:\/\/dailyai.com\/#website","url":"https:\/\/dailyai.com\/","name":"DailyAI","description":"La vostra dose quotidiana di notizie sull'intelligenza artificiale","publisher":{"@id":"https:\/\/dailyai.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/dailyai.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"it-IT"},{"@type":"Organization","@id":"https:\/\/dailyai.com\/#organization","name":"DailyAI","url":"https:\/\/dailyai.com\/","logo":{"@type":"ImageObject","inLanguage":"it-IT","@id":"https:\/\/dailyai.com\/#\/schema\/logo\/image\/","url":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/06\/Daily-Ai_TL_colour.png","contentUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/06\/Daily-Ai_TL_colour.png","width":4501,"height":934,"caption":"DailyAI"},"image":{"@id":"https:\/\/dailyai.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/DailyAIOfficial","https:\/\/www.linkedin.com\/company\/dailyaiofficial\/","https:\/\/www.youtube.com\/@DailyAIOfficial"]},{"@type":"Person","@id":"https:\/\/dailyai.com\/#\/schema\/person\/711e81f945549438e8bbc579efdeb3c9","name":"Sam Jeans","image":{"@type":"ImageObject","inLanguage":"it-IT","@id":"https:\/\/secure.gravatar.com\/avatar\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g","caption":"Sam Jeans"},"description":"Sam \u00e8 uno scrittore di scienza e tecnologia che ha lavorato in diverse startup di intelligenza artificiale. Quando non scrive, lo si pu\u00f2 trovare a leggere riviste mediche o a scavare tra scatole di dischi in vinile.","sameAs":["https:\/\/www.linkedin.com\/in\/sam-jeans-6746b9142\/"],"url":"https:\/\/dailyai.com\/it\/author\/samjeans\/"}]}},"_links":{"self":[{"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/posts\/13803","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/comments?post=13803"}],"version-history":[{"count":5,"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/posts\/13803\/revisions"}],"predecessor-version":[{"id":13893,"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/posts\/13803\/revisions\/13893"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/media\/13804"}],"wp:attachment":[{"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/media?parent=13803"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/categories?post=13803"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/tags?post=13803"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}