{"id":4823,"date":"2022-12-04T19:32:25","date_gmt":"2022-12-05T00:32:25","guid":{"rendered":"http:\/\/skimai.com\/?p=4823"},"modified":"2024-04-29T17:27:40","modified_gmt":"2024-04-29T22:27:40","slug":"blogue-o-que-torna-a-ia-explicavel","status":"publish","type":"post","link":"https:\/\/skimai.com\/pt\/blog-what-makes-ai-explainable\/","title":{"rendered":"O que \u00e9 que torna a IA explic\u00e1vel?"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u00cdndice<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Alternar o \u00edndice\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Alternar<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/pt\/blog-what-makes-ai-explainable\/#What_Makes_AI_Explainable\" >O que \u00e9 que torna a IA explic\u00e1vel?<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/pt\/blog-what-makes-ai-explainable\/#What_Exactly_is_Explainable_AI\" >O que \u00e9 exatamente a IA explic\u00e1vel?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/pt\/blog-what-makes-ai-explainable\/#The_Basic_Principles_of_Explainable_AI\" >Os princ\u00edpios b\u00e1sicos da IA explic\u00e1vel<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/pt\/blog-what-makes-ai-explainable\/#Examples_of_Explainable_AI\" >Exemplos de IA explic\u00e1vel<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/pt\/blog-what-makes-ai-explainable\/#XAI_In_Healthcare\" >XAI nos cuidados de sa\u00fade<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/pt\/blog-what-makes-ai-explainable\/#XAI_In_Insurance\" >XAI nos seguros<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/pt\/blog-what-makes-ai-explainable\/#XAI_In_Financial_Services\" >XAI nos servi\u00e7os financeiros<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/pt\/blog-what-makes-ai-explainable\/#Conclusion\" >Conclus\u00e3o<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"What_Makes_AI_Explainable\"><\/span>O que \u00e9 que torna a IA explic\u00e1vel?<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>As aplica\u00e7\u00f5es de intelig\u00eancia artificial (IA) explodiram devido ao sucesso da aprendizagem autom\u00e1tica. Os desenvolvimentos futuros dever\u00e3o resultar em sistemas aut\u00f3nomos capazes de perceber, aprender, tomar decis\u00f5es e agir. No entanto, a incapacidade das m\u00e1quinas destes sistemas para justificar as suas escolhas e comportamentos aos utilizadores humanos limita a sua utilidade. Por conseguinte, temos de desenvolver sistemas inteligentes, aut\u00f3nomos e simbi\u00f3ticos para responder aos problemas que enfrentamos.<\/p>\n<p>Atualmente, a IA \u00e9 aplicada em muitos sectores, incluindo aqueles que afectam diretamente a vida das pessoas, como os cuidados de sa\u00fade, a banca e <a href=\"https:\/\/www.unesco.org\/en\/artificial-intelligence\/rule-law\/mooc-judges#:~:text=The%20potential%20of%20AI%20is,%2Ffacilitating%20decision%2Dmaking%20processes\">at\u00e9 a justi\u00e7a<\/a>. Exigimos que justifiquem as suas ac\u00e7\u00f5es e os factores que levaram \u00e0s suas decis\u00f5es, se \u00e9 que podemos confiar nas decis\u00f5es inform\u00e1ticas nestes sectores.<\/p>\n<p>Esta publica\u00e7\u00e3o abordar\u00e1 a intelig\u00eancia artificial explic\u00e1vel (XAI), as suas principais t\u00e9cnicas e princ\u00edpios e a forma como podemos aplic\u00e1-los para fazer avan\u00e7ar o neg\u00f3cio.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_Exactly_is_Explainable_AI\"><\/span>O que \u00e9 exatamente a IA explic\u00e1vel?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>As organiza\u00e7\u00f5es utilizam a IA explic\u00e1vel, tamb\u00e9m conhecida como XAI, como um conjunto de ferramentas e estrat\u00e9gias para facilitar aos humanos a compreens\u00e3o de como e porqu\u00ea os modelos se comportam da forma como o fazem.<\/p>\n<p>XAI \u00e9:<br \/>\nUm conjunto de t\u00e9cnicas ideais:<br \/>\nPara ajudar os outros a compreender como um modelo \u00e9 treinado. Utiliza algumas das melhores pr\u00e1ticas e directrizes que os cientistas de dados empregam h\u00e1 anos.<br \/>\nCompreender o processo de forma\u00e7\u00e3o e os dados utilizados para construir um modelo pode ajudar-nos a decidir se o devemos ou n\u00e3o utilizar.<br \/>\nTamb\u00e9m esclarece quaisquer potenciais enviesamentos que o modelo possa ter encontrado.<br \/>\nUm conjunto de directrizes de conce\u00e7\u00e3o:<br \/>\nOs investigadores est\u00e3o a concentrar-se mais na racionaliza\u00e7\u00e3o do desenvolvimento de sistemas de IA para que sejam intrinsecamente mais simples de compreender.<br \/>\nUm conjunto de ferramentas:<br \/>\nAo incorporar essas aprendizagens nos modelos de forma\u00e7\u00e3o \u00e0 medida que os sistemas se tornam mais claros e ao disponibilizar essas aprendizagens a outros para ado\u00e7\u00e3o nos seus modelos. Os modelos de forma\u00e7\u00e3o podem ainda ser melhorados.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_Basic_Principles_of_Explainable_AI\"><\/span>Os princ\u00edpios b\u00e1sicos da IA explic\u00e1vel<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>O Instituto Nacional de Normas (NIST) estabelece <a href=\"https:\/\/www.nist.gov\/system\/files\/documents\/2020\/08\/17\/NIST%20Explainable%20AI%20Draft%20NISTIR8312%20%281%29.pdf\">quatro princ\u00edpios da intelig\u00eancia artificial explic\u00e1vel<\/a> para esclarecer melhor o que \u00e9 a XAI:<\/p>\n<p>A necessidade de \"provas, apoio ou l\u00f3gica para cada resultado\" deve ser satisfeita por um sistema de IA.<br \/>\nUm sistema de IA deve oferecer aos seus utilizadores explica\u00e7\u00f5es que estes possam seguir.<br \/>\nExatid\u00e3o da explica\u00e7\u00e3o. O m\u00e9todo do sistema de IA seguido para produzir o resultado deve ser refletido com precis\u00e3o na explica\u00e7\u00e3o.<br \/>\nLimites do conhecimento. Um sistema de IA s\u00f3 deve funcionar nas circunst\u00e2ncias para as quais foi concebido e deve abster-se de produzir um resultado quando n\u00e3o estiver suficientemente confiante no mesmo.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Examples_of_Explainable_AI\"><\/span>Exemplos de IA explic\u00e1vel<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>H\u00e1 in\u00fameros sectores e fun\u00e7\u00f5es profissionais que est\u00e3o a ganhar com a XAI. Eis algumas vantagens de algumas tarefas e sectores de atividade chave que utilizam a XAI para melhorar os seus sistemas de IA.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"XAI_In_Healthcare\"><\/span>XAI nos cuidados de sa\u00fade<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>A utiliza\u00e7\u00e3o da IA e da aprendizagem autom\u00e1tica no sector da sa\u00fade est\u00e1 generalizada.  No entanto, os profissionais de sa\u00fade n\u00e3o podem explicar por que raz\u00e3o est\u00e3o a ser feitos ju\u00edzos ou previs\u00f5es espec\u00edficos. Este facto coloca restri\u00e7\u00f5es ao tipo de situa\u00e7\u00f5es em que a tecnologia de IA pode ser utilizada.<\/p>\n<p>Com a ajuda da XAI, os profissionais de sa\u00fade podem determinar quais os doentes mais suscept\u00edveis de necessitar de hospitaliza\u00e7\u00e3o e que tipo de cuidados seriam mais eficazes. Devido ao aumento da informa\u00e7\u00e3o, os m\u00e9dicos s\u00e3o agora capazes de tomar decis\u00f5es.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"XAI_In_Insurance\"><\/span>XAI nos seguros<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Uma vez que o sector dos seguros tem uma influ\u00eancia significativa, as seguradoras devem confiar, compreender e auditar os seus sistemas de IA para maximizar o seu potencial. Com a XAI, as seguradoras registam uma melhor convers\u00e3o de cota\u00e7\u00f5es e aquisi\u00e7\u00e3o de clientes, mais produtividade, taxas de sinistralidade mais baixas e maior efici\u00eancia.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"XAI_In_Financial_Services\"><\/span>XAI nos servi\u00e7os financeiros<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>As empresas do sector financeiro est\u00e3o a utilizar ativamente a XAI. O seu objetivo \u00e9 proporcionar aos seus clientes seguran\u00e7a financeira, sensibiliza\u00e7\u00e3o para as quest\u00f5es financeiras e gest\u00e3o do seu dinheiro.<\/p>\n<p>Os servi\u00e7os financeiros utilizam a XAI para fornecer resultados justos, imparciais e compreens\u00edveis aos seus clientes e fornecedores de servi\u00e7os. Al\u00e9m disso, permite que as organiza\u00e7\u00f5es financeiras mantenham a ades\u00e3o a princ\u00edpios morais e justos, assegurando simultaneamente o cumprimento de v\u00e1rias obriga\u00e7\u00f5es regulamentares.<\/p>\n<p>A XAI ajuda o sector financeiro de v\u00e1rias formas, incluindo uma melhor previs\u00e3o do mercado, garantindo a equidade na pontua\u00e7\u00e3o de cr\u00e9dito, identificando caracter\u00edsticas ligadas ao roubo para evitar falsos positivos e reduzindo poss\u00edveis despesas devido a enviesamentos ou erros da IA.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span>Conclus\u00e3o<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Os consumidores e os decisores t\u00eam de compreender como \u00e9 que os modelos geram ju\u00edzos utilizando an\u00e1lises preditivas alimentadas por aprendizagem autom\u00e1tica. Do mesmo modo, as organiza\u00e7\u00f5es t\u00eam de compreender como a IA toma decis\u00f5es para evitar confiar cegamente em modelos de caixa negra. A IA explic\u00e1vel pode ajudar na compreens\u00e3o humana e na explica\u00e7\u00e3o da aprendizagem profunda, das redes neuronais e dos algoritmos de aprendizagem autom\u00e1tica. \u00c9 uma das condi\u00e7\u00f5es necess\u00e1rias para estabelecer uma IA \u00e9tica e respons\u00e1vel.<\/p>","protected":false},"excerpt":{"rendered":"<p>What Makes AI Explainable? Artificial intelligence (AI) applications have exploded due to machine learning&#8217;s success. Future developments should result in autonomous systems that can perceive, learn, make decisions, and act. However, the incapacity of these systems&#8217; machines to justify their choices and behaviors to human users limits their usefulness. Therefore, we must develop intelligent, autonomous, [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":4824,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[125],"tags":[],"class_list":["post-4823","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What Makes AI Explainable? - Skim AI<\/title>\n<meta name=\"description\" content=\"Artificial intelligence (AI) applications have exploded due to machine learning\u2019s success, but what exactly makes AI Explainable?\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/skimai.com\/pt\/blogue-o-que-torna-a-ia-explicavel\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What Makes AI Explainable? 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