{"id":2482,"date":"2023-06-06T09:03:46","date_gmt":"2023-06-06T09:03:46","guid":{"rendered":"https:\/\/avanzate.es\/aprendizagem-automatica\/"},"modified":"2025-05-16T08:32:44","modified_gmt":"2025-05-16T08:32:44","slug":"aprendizagem-automatica","status":"publish","type":"page","link":"https:\/\/avanzate.es\/pt-pt\/aprendizagem-automatica\/","title":{"rendered":"Aprendizagem autom\u00e1tica"},"content":{"rendered":"\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t\t\t\t
<\/div>\n\t\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t

Aprendizagem autom\u00e1tica<\/span><\/h1><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\"Aplicamos\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t
<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t

Ao aplicar metodologias pioneiras de Machine Learning ao nosso software, conseguimos que o pr\u00f3prio software seja capaz de generalizar o comportamento do processo de produ\u00e7\u00e3o, procurando as condi\u00e7\u00f5es \u00f3ptimas de fabrico.<\/p>

Isto resulta em poupan\u00e7as de custos (menos sucata, menos energia de processamento) e aumento da produtividade (mais produ\u00e7\u00e3o em menos tempo).<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

\n\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t
<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t
<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t
\n\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\tCONTACTO<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t
<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t

Aplica\u00e7\u00f5es pr\u00e1ticas <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t
<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t

A aprendizagem autom\u00e1tica pode fornecer v\u00e1rias fun\u00e7\u00f5es essenciais para melhorar a ind\u00fastria de extra\u00e7\u00e3o de alum\u00ednio:<\/p>

  1. Otimiza\u00e7\u00e3o de processos:<\/strong> Utilizando algoritmos, \u00e9 poss\u00edvel analisar grandes quantidades de dados operacionais e de processos para identificar padr\u00f5es, tend\u00eancias e rela\u00e7\u00f5es ocultas. Isto permite a otimiza\u00e7\u00e3o dos processos de extra\u00e7\u00e3o de alum\u00ednio para aumentar a efici\u00eancia e reduzir os custos. <\/li>
  2. Previs\u00e3o de falhas:<\/strong> Estes modelos podem prever potenciais falhas em m\u00e1quinas e equipamentos utilizados na extra\u00e7\u00e3o de alum\u00ednio. Atrav\u00e9s da an\u00e1lise de dados hist\u00f3ricos e em tempo real, podem ser identificados sinais precoces de problemas e podem ser tomadas medidas preventivas para evitar per\u00edodos de inatividade n\u00e3o planeados e repara\u00e7\u00f5es dispendiosas. <\/li>
  3. Controlo de qualidade: <\/strong>Ao analisar a produ\u00e7\u00e3o e os dados de qualidade, este sistema pode ajudar a garantir que o alum\u00ednio extra\u00eddo cumpre os padr\u00f5es de qualidade estabelecidos. Isto \u00e9 conseguido atrav\u00e9s da identifica\u00e7\u00e3o de padr\u00f5es que indicam poss\u00edveis defeitos no produto final e da implementa\u00e7\u00e3o de medidas corretivas para melhorar a qualidade. <\/li>
  4. Gest\u00e3o de invent\u00e1rios:<\/strong> Os algoritmos de aprendizagem autom\u00e1tica podem analisar a procura hist\u00f3rica e as tend\u00eancias do mercado para prever as necessidades futuras de invent\u00e1rio de mat\u00e9rias-primas e produtos acabados. Isto ajuda a otimizar os n\u00edveis de invent\u00e1rio e a reduzir os custos associados ao armazenamento e \u00e0 gest\u00e3o do invent\u00e1rio. <\/li>
  5. Otimiza\u00e7\u00e3o da cadeia de fornecimento:<\/strong> Ao integrar dados de v\u00e1rias fontes, tais como fornecedores, transportes e procura do mercado, podemos otimizar a cadeia de fornecimento da ind\u00fastria de extra\u00e7\u00e3o de alum\u00ednio. Isto inclui o planeamento de rotas de transporte eficientes, gest\u00e3o de invent\u00e1rio e previs\u00e3o da procura para garantir um fornecimento regular de mat\u00e9rias-primas e produtos acabados. <\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
    \n\t\t\t\t\t\t
    \n\t\t\t\t\t
    \n\t\t\t
    \n\t\t\t\t\t\t
    \n\t\t\t\t
    \n\t\t\t\t\t\t\t
    \n\t\t\t
    <\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
    \n\t\t\t\t\t\t
    \n\t\t\t\t\t
    \n\t\t\t
    \n\t\t\t\t\t\t
    \n\t\t\t\t
    \n\t\t\t\t\t

    Perguntas frequentes<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
    \n\t\t\t\t\t\t
    \n\t\t\t\t\t
    \n\t\t\t
    \n\t\t\t\t\t\t
    \n\t\t\t\t
    \n\t\t\t\t\t\t\t
    \n\t\t\t
    <\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
    \n\t\t\t\t\t\t
    \n\t\t\t\t\t
    \n\t\t\t
    \n\t\t\t\t\t\t
    \n\t\t\t\t
    \n\t\t\t\t\t\t\t
    \n\t\t\t\t\t\t\t
    \n\t\t\t\t\t

    \n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/i><\/span>\n\t\t\t\t\t\t\t\t<\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\tComo funciona o processo de forma\u00e7\u00e3o de um modelo de aprendizagem autom\u00e1tica?<\/a>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\t

    O processo de forma\u00e7\u00e3o envolve o fornecimento de dados de entrada aos algoritmos de aprendizagem autom\u00e1tica e as correspondentes respostas corretas. O modelo ajusta os seus par\u00e2metros internos para minimizar o erro entre as respostas previstas e as respostas reais atrav\u00e9s de um processo de otimiza\u00e7\u00e3o iterativo. <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t

    \n\t\t\t\t\t

    \n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/i><\/span>\n\t\t\t\t\t\t\t\t<\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\tComo \u00e9 que a precis\u00e3o e o desempenho de um modelo de aprendizagem autom\u00e1tica s\u00e3o avaliados?<\/a>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\t

    A exatid\u00e3o \u00e9 avaliada comparando as previs\u00f5es do modelo com os dados reais. As m\u00e9tricas comuns incluem a exatid\u00e3o, a sensibilidade, a especificidade, a \u00e1rea sob a curva ROC, entre outras. <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t

    \n\t\t\t\t\t

    \n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/i><\/span>\n\t\t\t\t\t\t\t\t<\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\tO que \u00e9 exatamente a Aprendizagem Autom\u00e1tica e qual \u00e9 a sua diferen\u00e7a em rela\u00e7\u00e3o \u00e0 programa\u00e7\u00e3o tradicional?<\/a>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\t

    \u00c9 um ramo da intelig\u00eancia artificial que permite que as m\u00e1quinas aprendam sem serem explicitamente programadas. Ao contr\u00e1rio da programa\u00e7\u00e3o tradicional, em que as regras e os algoritmos s\u00e3o especificados diretamente, na Aprendizagem Autom\u00e1tica os modelos aprendem a partir dos dados. <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

    \n\t\t\t\t\t\t
    \n\t\t\t\t\t
    \n\t\t\t
    \n\t\t\t\t\t\t
    \n\t\t\t\t
    \n\t\t\t\t\t\t\t
    \n\t\t\t
    <\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

    Aprendizagem autom\u00e1tica Ao aplicar metodologias pioneiras de Machine Learning ao nosso software, conseguimos que o pr\u00f3prio software seja capaz de generalizar o comportamento do processo de produ\u00e7\u00e3o, procurando as condi\u00e7\u00f5es…<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_joinchat":[],"footnotes":""},"class_list":["post-2482","page","type-page","status-publish","hentry"],"yoast_head":"\nAprendizagem autom\u00e1tica - Avanzate<\/title>\n<meta name=\"description\" content=\"Implementamos inova\u00e7\u00f5es de Machine Learning em todo o nosso software para melhorar os nossos servi\u00e7os \u00e0s empresas de produ\u00e7\u00e3o.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/avanzate.es\/pt-pt\/aprendizagem-automatica\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Aprendizagem autom\u00e1tica - Avanzate\" \/>\n<meta property=\"og:description\" content=\"Implementamos inova\u00e7\u00f5es de Machine Learning em todo o nosso software para melhorar os nossos servi\u00e7os \u00e0s empresas de produ\u00e7\u00e3o.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/avanzate.es\/pt-pt\/aprendizagem-automatica\/\" \/>\n<meta property=\"og:site_name\" content=\"Avanzate\" \/>\n<meta property=\"article:modified_time\" content=\"2025-05-16T08:32:44+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/avanzate.es\/wp-content\/uploads\/2023\/06\/machine-learning-1024x819.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"819\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Tempo estimado de leitura\" \/>\n\t<meta name=\"twitter:data1\" content=\"3 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/avanzate.es\\\/pt-pt\\\/aprendizagem-automatica\\\/\",\"url\":\"https:\\\/\\\/avanzate.es\\\/pt-pt\\\/aprendizagem-automatica\\\/\",\"name\":\"Aprendizagem autom\u00e1tica - Avanzate\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/avanzate.es\\\/pt-pt\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/avanzate.es\\\/pt-pt\\\/aprendizagem-automatica\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/avanzate.es\\\/pt-pt\\\/aprendizagem-automatica\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/avanzate.es\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/machine-learning-1024x819.jpg\",\"datePublished\":\"2023-06-06T09:03:46+00:00\",\"dateModified\":\"2025-05-16T08:32:44+00:00\",\"description\":\"Implementamos inova\u00e7\u00f5es de Machine Learning em todo o nosso software para melhorar os nossos servi\u00e7os \u00e0s empresas de produ\u00e7\u00e3o.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/avanzate.es\\\/pt-pt\\\/aprendizagem-automatica\\\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/avanzate.es\\\/pt-pt\\\/aprendizagem-automatica\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\\\/\\\/avanzate.es\\\/pt-pt\\\/aprendizagem-automatica\\\/#primaryimage\",\"url\":\"https:\\\/\\\/avanzate.es\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/machine-learning-1024x819.jpg\",\"contentUrl\":\"https:\\\/\\\/avanzate.es\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/machine-learning-1024x819.jpg\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/avanzate.es\\\/pt-pt\\\/aprendizagem-automatica\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"P\u00e1gina inicial\",\"item\":\"https:\\\/\\\/avanzate.es\\\/pt-pt\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Aprendizagem autom\u00e1tica\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/avanzate.es\\\/pt-pt\\\/#website\",\"url\":\"https:\\\/\\\/avanzate.es\\\/pt-pt\\\/\",\"name\":\"Avanzate\",\"description\":\"Tecnología Informática e Industrial\",\"publisher\":{\"@id\":\"https:\\\/\\\/avanzate.es\\\/pt-pt\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/avanzate.es\\\/pt-pt\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"pt-PT\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/avanzate.es\\\/pt-pt\\\/#organization\",\"name\":\"Avanzate\",\"url\":\"https:\\\/\\\/avanzate.es\\\/pt-pt\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\\\/\\\/avanzate.es\\\/pt-pt\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/avanzate.es\\\/wp-content\\\/uploads\\\/2023\\\/05\\\/avanzate-logo-transparente.png\",\"contentUrl\":\"https:\\\/\\\/avanzate.es\\\/wp-content\\\/uploads\\\/2023\\\/05\\\/avanzate-logo-transparente.png\",\"width\":857,\"height\":159,\"caption\":\"Avanzate\"},\"image\":{\"@id\":\"https:\\\/\\\/avanzate.es\\\/pt-pt\\\/#\\\/schema\\\/logo\\\/image\\\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Aprendizagem autom\u00e1tica - Avanzate","description":"Implementamos inova\u00e7\u00f5es de Machine Learning em todo o nosso software para melhorar os nossos servi\u00e7os \u00e0s empresas de produ\u00e7\u00e3o.","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:\/\/avanzate.es\/pt-pt\/aprendizagem-automatica\/","og_locale":"pt_PT","og_type":"article","og_title":"Aprendizagem autom\u00e1tica - Avanzate","og_description":"Implementamos inova\u00e7\u00f5es de Machine Learning em todo o nosso software para melhorar os nossos servi\u00e7os \u00e0s empresas de produ\u00e7\u00e3o.","og_url":"https:\/\/avanzate.es\/pt-pt\/aprendizagem-automatica\/","og_site_name":"Avanzate","article_modified_time":"2025-05-16T08:32:44+00:00","og_image":[{"width":1024,"height":819,"url":"https:\/\/avanzate.es\/wp-content\/uploads\/2023\/06\/machine-learning-1024x819.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Tempo estimado de leitura":"3 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/avanzate.es\/pt-pt\/aprendizagem-automatica\/","url":"https:\/\/avanzate.es\/pt-pt\/aprendizagem-automatica\/","name":"Aprendizagem autom\u00e1tica - Avanzate","isPartOf":{"@id":"https:\/\/avanzate.es\/pt-pt\/#website"},"primaryImageOfPage":{"@id":"https:\/\/avanzate.es\/pt-pt\/aprendizagem-automatica\/#primaryimage"},"image":{"@id":"https:\/\/avanzate.es\/pt-pt\/aprendizagem-automatica\/#primaryimage"},"thumbnailUrl":"https:\/\/avanzate.es\/wp-content\/uploads\/2023\/06\/machine-learning-1024x819.jpg","datePublished":"2023-06-06T09:03:46+00:00","dateModified":"2025-05-16T08:32:44+00:00","description":"Implementamos inova\u00e7\u00f5es de Machine Learning em todo o nosso software para melhorar os nossos servi\u00e7os \u00e0s empresas de produ\u00e7\u00e3o.","breadcrumb":{"@id":"https:\/\/avanzate.es\/pt-pt\/aprendizagem-automatica\/#breadcrumb"},"inLanguage":"pt-PT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/avanzate.es\/pt-pt\/aprendizagem-automatica\/"]}]},{"@type":"ImageObject","inLanguage":"pt-PT","@id":"https:\/\/avanzate.es\/pt-pt\/aprendizagem-automatica\/#primaryimage","url":"https:\/\/avanzate.es\/wp-content\/uploads\/2023\/06\/machine-learning-1024x819.jpg","contentUrl":"https:\/\/avanzate.es\/wp-content\/uploads\/2023\/06\/machine-learning-1024x819.jpg"},{"@type":"BreadcrumbList","@id":"https:\/\/avanzate.es\/pt-pt\/aprendizagem-automatica\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"P\u00e1gina inicial","item":"https:\/\/avanzate.es\/pt-pt\/"},{"@type":"ListItem","position":2,"name":"Aprendizagem autom\u00e1tica"}]},{"@type":"WebSite","@id":"https:\/\/avanzate.es\/pt-pt\/#website","url":"https:\/\/avanzate.es\/pt-pt\/","name":"Avanzate","description":"Tecnología Informática e Industrial","publisher":{"@id":"https:\/\/avanzate.es\/pt-pt\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/avanzate.es\/pt-pt\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"pt-PT"},{"@type":"Organization","@id":"https:\/\/avanzate.es\/pt-pt\/#organization","name":"Avanzate","url":"https:\/\/avanzate.es\/pt-pt\/","logo":{"@type":"ImageObject","inLanguage":"pt-PT","@id":"https:\/\/avanzate.es\/pt-pt\/#\/schema\/logo\/image\/","url":"https:\/\/avanzate.es\/wp-content\/uploads\/2023\/05\/avanzate-logo-transparente.png","contentUrl":"https:\/\/avanzate.es\/wp-content\/uploads\/2023\/05\/avanzate-logo-transparente.png","width":857,"height":159,"caption":"Avanzate"},"image":{"@id":"https:\/\/avanzate.es\/pt-pt\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/avanzate.es\/pt-pt\/wp-json\/wp\/v2\/pages\/2482","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/avanzate.es\/pt-pt\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/avanzate.es\/pt-pt\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/avanzate.es\/pt-pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/avanzate.es\/pt-pt\/wp-json\/wp\/v2\/comments?post=2482"}],"version-history":[{"count":6,"href":"https:\/\/avanzate.es\/pt-pt\/wp-json\/wp\/v2\/pages\/2482\/revisions"}],"predecessor-version":[{"id":2634,"href":"https:\/\/avanzate.es\/pt-pt\/wp-json\/wp\/v2\/pages\/2482\/revisions\/2634"}],"wp:attachment":[{"href":"https:\/\/avanzate.es\/pt-pt\/wp-json\/wp\/v2\/media?parent=2482"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}