{"id":2573,"date":"2023-07-16T17:35:53","date_gmt":"2023-07-16T17:35:53","guid":{"rendered":"https:\/\/dailyai.com\/?p=2573"},"modified":"2023-07-17T09:01:53","modified_gmt":"2023-07-17T09:01:53","slug":"groundbreaking-neural-network-supports-complex-physics-research","status":"publish","type":"post","link":"https:\/\/dailyai.com\/pt\/2023\/07\/groundbreaking-neural-network-supports-complex-physics-research\/","title":{"rendered":"Rede neuronal inovadora apoia a investiga\u00e7\u00e3o em f\u00edsica complexa"},"content":{"rendered":"<p><b>No exigente dom\u00ednio da f\u00edsica experimental, a tecnologia de aprendizagem autom\u00e1tica (ML) est\u00e1 a ajudar os investigadores a analisar conjuntos de dados colossais mas escassos.\u00a0<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Imagine a tarefa de extrair informa\u00e7\u00e3o de um livro com mil p\u00e1ginas, cada uma contendo apenas uma linha de texto. A digitaliza\u00e7\u00e3o desse livro com um scanner que l\u00ea metodicamente cada p\u00e1gina cent\u00edmetro a cent\u00edmetro seria tremendamente trabalhosa, sendo a maior parte do esfor\u00e7o desperdi\u00e7ado na digitaliza\u00e7\u00e3o de espa\u00e7os em branco.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">O mesmo se aplica aos f\u00edsicos experimentais, em particular \u00e0 f\u00edsica de part\u00edculas. Aqui, os detectores registam e analisam uma quantidade esmagadora de dados, apesar de apenas uma pequena percentagem ser \u00fatil.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Como descreve Kazuhiro Terao, um f\u00edsico do Laborat\u00f3rio Nacional de Acelera\u00e7\u00e3o SLAC, \"numa fotografia de, digamos, um p\u00e1ssaro a voar no c\u00e9u, cada pixel pode ser significativo\", mas nas imagens que os f\u00edsicos analisam frequentemente, apenas uma pequena parte \u00e9 verdadeiramente importante. Este exerc\u00edcio de trabalho intensivo desperdi\u00e7a tempo e recursos computacionais.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">O ML oferece uma solu\u00e7\u00e3o sob a forma de redes neurais convolucionais esparsas (SCNN). <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ao permitir que os investigadores se aproximem das partes significativas dos seus dados e filtrem o resto, os SCNNs aceleram a an\u00e1lise de dados em tempo real.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Em 2012, Benjamin Graham, na altura na Universidade de Warwick, tinha como objetivo criar uma rede neural para reconhecer a caligrafia chinesa. Ajustou as redes neurais convolucionais (CNN), uma forma de refer\u00eancia de rede neural, para as tornar mais adequadas a dados considerados \"esparsos\", como a imagem de um car\u00e1cter chin\u00eas.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Graham oferece outra analogia para os dados esparsos: se a Torre Eiffel fosse encerrada no ret\u00e2ngulo mais pequeno poss\u00edvel, esse ret\u00e2ngulo seria \"99,98% ar e apenas 0,02% ferro\". <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Se s\u00f3 se preocupa com o metal, est\u00e1 a analisar uma quantidade enorme de espa\u00e7o in\u00fatil.\u00a0<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">O advento das SCNNs<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Depois de criar com sucesso um sistema capaz de reconhecer eficazmente a escrita \u00e0 m\u00e3o em chin\u00eas, Graham passou a um desafio maior: reconhecer objectos 3D.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"> Aperfei\u00e7oou a sua t\u00e9cnica e publicou os pormenores da primeira <\/span><a href=\"https:\/\/ai.meta.com\/research\/publications\/mask-r-cnn\/\"><span style=\"font-weight: 400;\">SCNN em 2017<\/span><\/a><span style=\"font-weight: 400;\"> enquanto esteve no Facebook AI Research.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Terao apresentou este <\/span><a href=\"https:\/\/www.quantamagazine.org\/sparse-neural-networks-point-physicists-to-useful-data-20230608\/\"><span style=\"font-weight: 400;\">conceito para a f\u00edsica das part\u00edculas<\/span><\/a><span style=\"font-weight: 400;\"> no Fermi National Accelerator Laboratory, que investiga os neutrinos (as part\u00edculas com massa mais esquivas e abundantes do universo). <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Terao reconheceu que os SCNNs poderiam otimizar a an\u00e1lise de dados para a Deep Underground Neutrino Experiment (DUNE), onde observou que os SCNNs processavam os dados de forma mais r\u00e1pida e eficiente do que os m\u00e9todos tradicionais.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Para al\u00e9m da investiga\u00e7\u00e3o sobre neutrinos, o f\u00edsico Philip Harris, do Instituto de Tecnologia de Massachusetts, planeia aplicar as SCNN no Grande Colisor de H\u00e1drons (LHC) do CERN.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Harris espera que as SCNNs possam acelerar a an\u00e1lise de dados no LHC pelo menos por um fator de 50, contribuindo para a descoberta de part\u00edculas de especial interesse.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>No exigente dom\u00ednio da f\u00edsica experimental, a tecnologia de aprendizagem autom\u00e1tica (ML) est\u00e1 a ajudar os investigadores a analisar conjuntos de dados colossais mas esparsos.  Imagine a tarefa de extrair informa\u00e7\u00e3o de um livro com mil p\u00e1ginas, cada uma contendo apenas uma linha de texto. A digitaliza\u00e7\u00e3o desse livro com um scanner que l\u00ea metodicamente cada p\u00e1gina cent\u00edmetro a cent\u00edmetro seria tremendamente trabalhosa, sendo a maior parte do esfor\u00e7o desperdi\u00e7ado na digitaliza\u00e7\u00e3o de espa\u00e7os em branco.  O mesmo se aplica aos f\u00edsicos experimentais, em particular \u00e0 f\u00edsica de part\u00edculas. Aqui, os detectores registam e analisam uma quantidade avassaladora de dados, apesar de apenas uma pequena percentagem ser \u00fatil.  Como Kazuhiro Terao, um f\u00edsico da<\/p>","protected":false},"author":2,"featured_media":2574,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[127,221,105,222,135],"class_list":["post-2573","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-ai","tag-cern","tag-machine-learning","tag-ml","tag-science"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Groundbreaking neural network supports complex physics research | DailyAI<\/title>\n<meta name=\"description\" content=\"In the demanding realm of experimental physics, machine learning (ML) technology is helping researchers analyze colossal but sparse data sets.\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\/pt\/2023\/07\/groundbreaking-neural-network-supports-complex-physics-research\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Groundbreaking neural network supports complex physics research | DailyAI\" \/>\n<meta property=\"og:description\" content=\"In the demanding realm of experimental physics, machine learning (ML) technology is helping researchers analyze colossal but sparse data sets.\u00a0\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dailyai.com\/pt\/2023\/07\/groundbreaking-neural-network-supports-complex-physics-research\/\" \/>\n<meta property=\"og:site_name\" content=\"DailyAI\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-16T17:35:53+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-07-17T09:01:53+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/07\/shutterstock_1287557623.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t<meta property=\"og:image:height\" content=\"614\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\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=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"Sam Jeans\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tempo estimado de leitura\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"NewsArticle\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/groundbreaking-neural-network-supports-complex-physics-research\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/groundbreaking-neural-network-supports-complex-physics-research\\\/\"},\"author\":{\"name\":\"Sam Jeans\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/person\\\/711e81f945549438e8bbc579efdeb3c9\"},\"headline\":\"Groundbreaking neural network supports complex physics research\",\"datePublished\":\"2023-07-16T17:35:53+00:00\",\"dateModified\":\"2023-07-17T09:01:53+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/groundbreaking-neural-network-supports-complex-physics-research\\\/\"},\"wordCount\":430,\"publisher\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/groundbreaking-neural-network-supports-complex-physics-research\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/07\\\/shutterstock_1287557623.jpg\",\"keywords\":[\"AI\",\"CERN\",\"machine learning\",\"ML\",\"Science\"],\"articleSection\":[\"Industry\"],\"inLanguage\":\"pt-PT\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/groundbreaking-neural-network-supports-complex-physics-research\\\/\",\"url\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/groundbreaking-neural-network-supports-complex-physics-research\\\/\",\"name\":\"Groundbreaking neural network supports complex physics research | DailyAI\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/groundbreaking-neural-network-supports-complex-physics-research\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/groundbreaking-neural-network-supports-complex-physics-research\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/07\\\/shutterstock_1287557623.jpg\",\"datePublished\":\"2023-07-16T17:35:53+00:00\",\"dateModified\":\"2023-07-17T09:01:53+00:00\",\"description\":\"In the demanding realm of experimental physics, machine learning (ML) technology is helping researchers analyze colossal but sparse data sets.\u00a0\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/groundbreaking-neural-network-supports-complex-physics-research\\\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/groundbreaking-neural-network-supports-complex-physics-research\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/groundbreaking-neural-network-supports-complex-physics-research\\\/#primaryimage\",\"url\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/07\\\/shutterstock_1287557623.jpg\",\"contentUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/07\\\/shutterstock_1287557623.jpg\",\"width\":1000,\"height\":614},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/groundbreaking-neural-network-supports-complex-physics-research\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/dailyai.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Groundbreaking neural network supports complex physics research\"}]},{\"@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\":\"pt-PT\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\",\"name\":\"DailyAI\",\"url\":\"https:\\\/\\\/dailyai.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@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\":\"pt-PT\",\"@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\\\/pt\\\/author\\\/samjeans\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Rede neural inovadora apoia investiga\u00e7\u00e3o em f\u00edsica complexa | DailyAI","description":"No exigente dom\u00ednio da f\u00edsica experimental, a tecnologia de aprendizagem autom\u00e1tica (ML) est\u00e1 a ajudar os investigadores a analisar conjuntos de dados colossais mas escassos.\u00a0","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\/pt\/2023\/07\/groundbreaking-neural-network-supports-complex-physics-research\/","og_locale":"pt_PT","og_type":"article","og_title":"Groundbreaking neural network supports complex physics research | DailyAI","og_description":"In the demanding realm of experimental physics, machine learning (ML) technology is helping researchers analyze colossal but sparse data sets.\u00a0","og_url":"https:\/\/dailyai.com\/pt\/2023\/07\/groundbreaking-neural-network-supports-complex-physics-research\/","og_site_name":"DailyAI","article_published_time":"2023-07-16T17:35:53+00:00","article_modified_time":"2023-07-17T09:01:53+00:00","og_image":[{"width":1000,"height":614,"url":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/07\/shutterstock_1287557623.jpg","type":"image\/jpeg"}],"author":"Sam Jeans","twitter_card":"summary_large_image","twitter_creator":"@DailyAIOfficial","twitter_site":"@DailyAIOfficial","twitter_misc":{"Escrito por":"Sam Jeans","Tempo estimado de leitura":"2 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"NewsArticle","@id":"https:\/\/dailyai.com\/2023\/07\/groundbreaking-neural-network-supports-complex-physics-research\/#article","isPartOf":{"@id":"https:\/\/dailyai.com\/2023\/07\/groundbreaking-neural-network-supports-complex-physics-research\/"},"author":{"name":"Sam Jeans","@id":"https:\/\/dailyai.com\/#\/schema\/person\/711e81f945549438e8bbc579efdeb3c9"},"headline":"Groundbreaking neural network supports complex physics research","datePublished":"2023-07-16T17:35:53+00:00","dateModified":"2023-07-17T09:01:53+00:00","mainEntityOfPage":{"@id":"https:\/\/dailyai.com\/2023\/07\/groundbreaking-neural-network-supports-complex-physics-research\/"},"wordCount":430,"publisher":{"@id":"https:\/\/dailyai.com\/#organization"},"image":{"@id":"https:\/\/dailyai.com\/2023\/07\/groundbreaking-neural-network-supports-complex-physics-research\/#primaryimage"},"thumbnailUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/07\/shutterstock_1287557623.jpg","keywords":["AI","CERN","machine learning","ML","Science"],"articleSection":["Industry"],"inLanguage":"pt-PT"},{"@type":"WebPage","@id":"https:\/\/dailyai.com\/2023\/07\/groundbreaking-neural-network-supports-complex-physics-research\/","url":"https:\/\/dailyai.com\/2023\/07\/groundbreaking-neural-network-supports-complex-physics-research\/","name":"Rede neural inovadora apoia investiga\u00e7\u00e3o em f\u00edsica complexa | DailyAI","isPartOf":{"@id":"https:\/\/dailyai.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/dailyai.com\/2023\/07\/groundbreaking-neural-network-supports-complex-physics-research\/#primaryimage"},"image":{"@id":"https:\/\/dailyai.com\/2023\/07\/groundbreaking-neural-network-supports-complex-physics-research\/#primaryimage"},"thumbnailUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/07\/shutterstock_1287557623.jpg","datePublished":"2023-07-16T17:35:53+00:00","dateModified":"2023-07-17T09:01:53+00:00","description":"No exigente dom\u00ednio da f\u00edsica experimental, a tecnologia de aprendizagem autom\u00e1tica (ML) est\u00e1 a ajudar os investigadores a analisar conjuntos de dados colossais mas escassos.\u00a0","breadcrumb":{"@id":"https:\/\/dailyai.com\/2023\/07\/groundbreaking-neural-network-supports-complex-physics-research\/#breadcrumb"},"inLanguage":"pt-PT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/dailyai.com\/2023\/07\/groundbreaking-neural-network-supports-complex-physics-research\/"]}]},{"@type":"ImageObject","inLanguage":"pt-PT","@id":"https:\/\/dailyai.com\/2023\/07\/groundbreaking-neural-network-supports-complex-physics-research\/#primaryimage","url":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/07\/shutterstock_1287557623.jpg","contentUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/07\/shutterstock_1287557623.jpg","width":1000,"height":614},{"@type":"BreadcrumbList","@id":"https:\/\/dailyai.com\/2023\/07\/groundbreaking-neural-network-supports-complex-physics-research\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/dailyai.com\/"},{"@type":"ListItem","position":2,"name":"Groundbreaking neural network supports complex physics research"}]},{"@type":"WebSite","@id":"https:\/\/dailyai.com\/#website","url":"https:\/\/dailyai.com\/","name":"DailyAI","description":"A sua dose di\u00e1ria de not\u00edcias sobre IA","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":"pt-PT"},{"@type":"Organization","@id":"https:\/\/dailyai.com\/#organization","name":"DailyAI","url":"https:\/\/dailyai.com\/","logo":{"@type":"ImageObject","inLanguage":"pt-PT","@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":"Cal\u00e7as de ganga Sam","image":{"@type":"ImageObject","inLanguage":"pt-PT","@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 \u00e9 um escritor de ci\u00eancia e tecnologia que trabalhou em v\u00e1rias startups de IA. Quando n\u00e3o est\u00e1 a escrever, pode ser encontrado a ler revistas m\u00e9dicas ou a vasculhar caixas de discos de vinil.","sameAs":["https:\/\/www.linkedin.com\/in\/sam-jeans-6746b9142\/"],"url":"https:\/\/dailyai.com\/pt\/author\/samjeans\/"}]}},"_links":{"self":[{"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/posts\/2573","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/comments?post=2573"}],"version-history":[{"count":6,"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/posts\/2573\/revisions"}],"predecessor-version":[{"id":2595,"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/posts\/2573\/revisions\/2595"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/media\/2574"}],"wp:attachment":[{"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/media?parent=2573"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/categories?post=2573"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/tags?post=2573"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}