{"id":11555,"date":"2019-04-16T09:00:14","date_gmt":"2019-04-16T09:00:14","guid":{"rendered":"https:\/\/www.hscbrasil.com.br\/?p=5168"},"modified":"2025-05-27T13:07:35","modified_gmt":"2025-05-27T13:07:35","slug":"machine-learning-para-seguranca-da-informacao","status":"publish","type":"post","link":"https:\/\/hsclabs.com\/pt-br\/machine-learning-para-seguranca-da-informacao\/","title":{"rendered":"Machine learning para seguran\u00e7a da informa\u00e7\u00e3o: como aplicar?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"11555\" class=\"elementor elementor-11555\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-26679d2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"26679d2\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-21bd39b\" data-id=\"21bd39b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a66e074 elementor-widget elementor-widget-ha-post-title happy-addon ha-post-title\" data-id=\"a66e074\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"ha-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"ha-post-title elementor-size-default\">Machine learning para seguran\u00e7a da informa\u00e7\u00e3o: como aplicar?<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd90b69 elementor-widget elementor-widget-template\" data-id=\"cd90b69\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"section\" data-elementor-id=\"11928\" class=\"elementor elementor-11928\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b71fdbb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b71fdbb\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-bbf772c\" data-id=\"bbf772c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cd4831a elementor-widget elementor-widget-post-info\" data-id=\"cd4831a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-f5a2311 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/hsclabs.com\/pt-br\/2019\/04\/16\/\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-calendar-check\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t<span class=\"elementor-post-info__item-prefix\">Atualizado em<\/span>\n\t\t\t\t\t\t\t\t\t\t<time>16 abril  2019<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-ecb4e32 elementor-inline-item\" itemprop=\"author\">\n\t\t\t\t\t\t<a href=\"https:\/\/hsclabs.com\/pt-br\/author\/hsc\/\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-user-circle\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-author\">\n\t\t\t\t\t\t\t\t\t\tHSC\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-072a961 elementor-inline-item\" itemprop=\"about\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-file-alt\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-terms\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-post-info__terms-list\">\n\t\t\t\t<a href=\"https:\/\/hsclabs.com\/pt-br\/category\/cybersecurity\/\" class=\"elementor-post-info__terms-list-item\">Cybersecurity<\/a>\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\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\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ee9cad3 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"ee9cad3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7fa2645 elementor-widget elementor-widget-text-editor\" data-id=\"7fa2645\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/hsclabs.com\/projetos-de-seguranca-da-informacao\/\">Seguran\u00e7a da informa\u00e7\u00e3o<\/a>\u00a0\u00e9 um tema cada vez mais importante para todas as organiza\u00e7\u00f5es. O aumento dos cibercrimes (<a href=\"https:\/\/noticias.uol.com.br\/tecnologia\/noticias\/redacao\/2018\/02\/15\/brasil-e-o-segundo-pais-no-mundo-com-maior-numero-de-crimes-ciberneticos.htm\">Brasil \u00e9 o segundo pa\u00eds mais afetado<\/a>, perde\u00a0apenas para a China) faz com que as organiza\u00e7\u00f5es necessitem cada vez mais investir em seguran\u00e7a como uma forma de se protegerem e garantirem a prote\u00e7\u00e3o n\u00e3o s\u00f3 das suas informa\u00e7\u00f5es internas, mas tamb\u00e9m das informa\u00e7\u00f5es de seus usu\u00e1rios, principalmente ap\u00f3s as novas leis de prote\u00e7\u00e3o de dados.<\/p><p>Um aliado essencial nesse processo, atualmente, \u00e9 o machine learning. Integrado com pol\u00edticas de\u00a0<a href=\"https:\/\/hsclabs.com\/boas-praticas-de-seguranca-da-informacao\/\">seguran\u00e7a da informa\u00e7\u00e3o<\/a>\u00a0eficientes, torna-se poss\u00edvel aumentar significativamente a prote\u00e7\u00e3o do\u00a0seu neg\u00f3cio para evitar a\u00e7\u00f5es de hackers que desejam usurpar seus dados.<\/p><p>Continue lendo e saiba o que \u00e9 machine learning e como ela pode auxiliar na seguran\u00e7a da informa\u00e7\u00e3o de sua empresa.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-15cc770 elementor-widget elementor-widget-template\" data-id=\"15cc770\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"section\" data-elementor-id=\"11922\" class=\"elementor elementor-11922\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3d745e8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3d745e8\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-82aa485\" data-id=\"82aa485\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-185f194 elementor-toc--minimized-on-tablet elementor-widget elementor-widget-table-of-contents\" data-id=\"185f194\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;headings_by_tags&quot;:[&quot;h2&quot;,&quot;h3&quot;],&quot;marker_view&quot;:&quot;bullets&quot;,&quot;icon&quot;:{&quot;value&quot;:&quot;far fa-dot-circle&quot;,&quot;library&quot;:&quot;fa-regular&quot;},&quot;no_headings_message&quot;:&quot;N\\u00e3o foram encontrados cabe\\u00e7alhos nesta p\\u00e1gina.&quot;,&quot;minimize_box&quot;:&quot;yes&quot;,&quot;minimized_on&quot;:&quot;tablet&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<h2 class=\"elementor-toc__header-title\">\n\t\t\t\tPrincipais t\u00f3picos deste artigo\t\t\t<\/h2>\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__185f194\" aria-expanded=\"true\" aria-label=\"Abrir Tabela de Conte\u00fados\"><i aria-hidden=\"true\" class=\"fas fa-chevron-down\"><\/i><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__185f194\" aria-expanded=\"true\" aria-label=\"Fechar Tabela de Conte\u00fados\"><i aria-hidden=\"true\" class=\"fas fa-chevron-up\"><\/i><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__185f194\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<i class=\"elementor-toc__spinner eicon-animation-spin eicon-loading\" aria-hidden=\"true\"><\/i>\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\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bca619a elementor-widget elementor-widget-heading\" data-id=\"bca619a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">O que \u00e9 machine learning?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f6b786 elementor-widget elementor-widget-text-editor\" data-id=\"3f6b786\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Machine learning, ou\u00a0<a href=\"https:\/\/www.datageeks.com.br\/aprendizado-de-maquina\/\" target=\"_blank\" rel=\"noopener\">aprendizado de m\u00e1quina<\/a>, diz respeito a uma tecnologia na qual, por meio de algoritmos preditivos, torna-se poss\u00edvel que\u00a0sistemas consigam aprender com os padr\u00f5es gerados pelos inputs de informa\u00e7\u00f5es\u00a0e consigam se adaptar a mudan\u00e7as que ocorram ao longo do tempo, sem ser necess\u00e1rio altera\u00e7\u00f5es nos par\u00e2metros criados inicialmente pelos especialistas.<\/p><p>Quanto mais os processos s\u00e3o realizados, mais refinado fica o processo de machine learning, j\u00e1 que ele vai aprimorando a pr\u00e1tica de acordo com que executa as atividades. Assim,\u00a0a interfer\u00eancia humana \u00e9 m\u00ednima no processo.\u00a0\u00c9 uma tecnologia que j\u00e1 est\u00e1 bastante presente nas rotinas de todas as pessoas, mas faz isso de um jeito t\u00e3o silencioso que se torna at\u00e9 invis\u00edvel aos olhos leigos.<\/p><p>Veja um exemplo: um usu\u00e1rio entra em um site buscador, rec\u00e9m-criado. \u00c9 seu primeiro acesso, ela nunca realizou nenhuma busca no site. Ela procura a palavra \u201cbala\u201d. Em um primeiro momento, ele poder\u00e1 retornar com resultados confusos, mesclando entre o doce e o dispositivo utilizado em armas de fogo.<\/p><p>A partir da sele\u00e7\u00e3o que ela realiza (clicando em um site que revende doces, por exemplo), o buscador aprende que o usu\u00e1rio tem uma predile\u00e7\u00e3o por esse tema. Em uma nova pesquisa, provavelmente, apresentar\u00e1 apenas os resultados referentes ao doce nas primeiras p\u00e1ginas. Isso \u00e9 aprendizado de m\u00e1quina: o algoritmo aprende com os inputs recebidos pesquisa a pesquisa, refinando a busca.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1eaeb52 elementor-widget elementor-widget-heading\" data-id=\"1eaeb52\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Qual a sua rela\u00e7\u00e3o com a seguran\u00e7a de dados da empresa?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9949b71 elementor-widget elementor-widget-text-editor\" data-id=\"9949b71\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>A rela\u00e7\u00e3o entre machine learning e seguran\u00e7a da informa\u00e7\u00e3o \u00e9, cada vez mais, estreitada\u00a0pelas diversas solu\u00e7\u00f5es criadas exatamente para esse fim e que est\u00e3o sendo aplicadas no mercado. Quer ver um exemplo?<\/p><p>Alguns casos de a\u00e7\u00f5es cibercriminosas operam por uma esp\u00e9cie de \u201ccortina de fogo\u201d. Os hackers realizam um\u00a0<a href=\"https:\/\/hsclabs.com\/ataques-ddos\/\">ataque DDoS<\/a>, que inviabiliza o site da empresa. Enquanto os t\u00e9cnicos de TI trabalham para reestruturar o servi\u00e7o, os cibercriminosos v\u00e3o para outra vertente, buscando\u00a0<a href=\"https:\/\/hsclabs.com\/analise-de-vulnerabilidades-contra-ameacas-virtuais\/\">vulnerabilidades<\/a>\u00a0para obten\u00e7\u00e3o de dados sigilosos.<\/p><p>Um sistema com machine learning permite que o sistema identifique quais s\u00e3o os padr\u00f5es de acesso ao site. Quando h\u00e1 um desvio no padr\u00e3o, um alerta \u00e9 emitido para as equipes e se pode evitar o ataque DDoS. Assim, a seguran\u00e7a n\u00e3o \u00e9 imediatamente comprometida.<\/p><p>Outro ponto \u00e9 que alguns sistemas j\u00e1 s\u00e3o capazes de conseguirem eles mesmos se aprimorarem, consertando poss\u00edveis brechas que possam surgir, diminuindo os pontos fracos antes mesmo que as equipes de TI consigam identificar e realizar as altera\u00e7\u00f5es necess\u00e1rias, agilizando o processo.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-38d3e64 elementor-widget elementor-widget-heading\" data-id=\"38d3e64\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Qual a import\u00e2ncia do machine learning?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c6bbe81 elementor-widget elementor-widget-text-editor\" data-id=\"c6bbe81\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Machine learning tem se tornado uma tend\u00eancia cada vez mais necess\u00e1rio\u00a0em ambientes que trabalham diretamente ou indiretamente com dados. Ou seja, todas as empresas, em alguma medida, beneficiam-se com essa ferramenta. Algumas das suas principais vantagens s\u00e3o:<\/p><ul><li>capacidade de an\u00e1lise de dados mais complexos;<\/li><li>constru\u00e7\u00e3o de modelos mais precisos;<\/li><li>agilidade na realiza\u00e7\u00e3o de tarefas;<\/li><li>maior entendimento das necessidades do cliente;<\/li><li>redu\u00e7\u00e3o da necessidade de componente humano em tarefas repetitivas, representando uma melhor aloca\u00e7\u00e3o de funcion\u00e1rios internos, entre outros.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-26c4d34 elementor-widget elementor-widget-heading\" data-id=\"26c4d34\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Quais as diferen\u00e7as de machine learning e intelig\u00eancia artificial?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-35d34c5 elementor-widget elementor-widget-text-editor\" data-id=\"35d34c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Na verdade, machine learning \u00e9 uma sub\u00e1rea da intelig\u00eancia artificial, um de seus muitos recursos e, por isso, tem caracter\u00edsticas diretamente relacionadas com ela, tais como:<\/p><ul><li>uso de grandes bancos de dados para a execu\u00e7\u00e3o de suas atividades;<\/li><li>necessidade de recursos que permitam a an\u00e1lise desse grande banco de dados.<\/li><\/ul><p>A intelig\u00eancia artificial \u00e9 o conceito no qual as m\u00e1quinas s\u00e3o \u201ctreinadas\u201d para que possam aprender a racionalizar processos tal como a intelig\u00eancia humana realiza. E uma das nossas capacidades intelectuais \u00e9 observar processos e aprender com eles e com suas respectivas mudan\u00e7as. Por isso machine learning \u00e9 uma importante sub\u00e1rea da intelig\u00eancia artificial.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4107fab elementor-widget elementor-widget-heading\" data-id=\"4107fab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Quais os exemplos de aplica\u00e7\u00e3o de machine learning?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-48b24d8 elementor-widget elementor-widget-text-editor\" data-id=\"48b24d8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Entenda quais s\u00e3o as principais aplica\u00e7\u00f5es de machine learning atualmente no mercado e que podem contribuir para a sua empresa:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3adeafe elementor-widget elementor-widget-template\" data-id=\"3adeafe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"section\" data-elementor-id=\"12004\" class=\"elementor elementor-12004\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t<section data-ha-partstyle=\"nasa\" data-ha-partcolor=\"\" data-ha-partopacity=\"0.2\" data-ha-partdirection=\"bottom\" class=\"elementor-section elementor-top-section elementor-element elementor-element-2155d94 ha-particle-yes elementor-section-boxed elementor-section-height-default elementor-section-height-default ha-particle-adv-no\" data-id=\"2155d94\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-3d2acae\" data-id=\"3d2acae\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c1a86a1 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"c1a86a1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"129\" src=\"https:\/\/hsclabs.com\/wp-content\/uploads\/2023\/07\/Logo-Mailinspector-02-1024x165.png\" class=\"attachment-large size-large wp-image-5485\" alt=\"\" srcset=\"https:\/\/hsclabs.com\/wp-content\/uploads\/2023\/07\/Logo-Mailinspector-02-1024x165.png 1024w, https:\/\/hsclabs.com\/wp-content\/uploads\/2023\/07\/Logo-Mailinspector-02-300x48.png 300w, https:\/\/hsclabs.com\/wp-content\/uploads\/2023\/07\/Logo-Mailinspector-02-768x124.png 768w, https:\/\/hsclabs.com\/wp-content\/uploads\/2023\/07\/Logo-Mailinspector-02-1536x247.png 1536w, https:\/\/hsclabs.com\/wp-content\/uploads\/2023\/07\/Logo-Mailinspector-02.png 1702w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-ce5d5b3\" data-id=\"ce5d5b3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a2b872b elementor-widget elementor-widget-heading\" data-id=\"a2b872b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Conhe\u00e7a a melhor solu\u00e7\u00e3o de <b>prote\u00e7\u00e3o de e-mail<\/b><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d7cb2a elementor-align-left elementor-widget elementor-widget-button\" data-id=\"4d7cb2a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/hsclabs.com\/pt-br\/free-trial\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Agende seu free trial<\/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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9253986 elementor-widget elementor-widget-heading\" data-id=\"9253986\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Banco de dados aut\u00f4nomos\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-caa5ece elementor-widget elementor-widget-text-editor\" data-id=\"caa5ece\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Os bancos de dados aut\u00f4nomos conseguem automatizar uma s\u00e9rie de tarefas que, anteriormente, eram realizadas por componentes humanos, por um administrador (DBA). Com isso, esse profissional pode se dedicar a outras tarefas anal\u00edticas, representando um importante avan\u00e7o na pr\u00f3pria constitui\u00e7\u00e3o interna das equipes da organiza\u00e7\u00e3o.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2b1f397 elementor-widget elementor-widget-heading\" data-id=\"2b1f397\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Combate a fraudes\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d063ec8 elementor-widget elementor-widget-text-editor\" data-id=\"d063ec8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Machine learning pode ser um importante aliado para evitar fraudes em sistemas de pagamentos. Quando h\u00e1 uma s\u00e9rie de tentativas erradas de uso de um cart\u00e3o, ou uma mudan\u00e7a de comportamento que n\u00e3o est\u00e1 de acordo com o padr\u00e3o de uso de determinado cliente, pode-se evitar a fraude e, assim, evitar um preju\u00edzo n\u00e3o s\u00f3 para a organiza\u00e7\u00e3o, mas tamb\u00e9m para o pr\u00f3prio usu\u00e1rio.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9ac522b elementor-widget elementor-widget-heading\" data-id=\"9ac522b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Recomenda\u00e7\u00e3o de conte\u00fado\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c33ad9c elementor-widget elementor-widget-text-editor\" data-id=\"c33ad9c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Sabe quando voc\u00ea acessa o YouTube e aparece na barra lateral os v\u00eddeos recomendados, que normalmente s\u00e3o ligados \u00e0 tem\u00e1tica do \u00faltimo v\u00eddeo que acompanhou e que tamb\u00e9m pode ser de seu interesse? Essa recomenda\u00e7\u00e3o \u00e9 realizada por meio de machine learning, de acordo com suas \u00faltimas pesquisas e gostos pessoais que tenha apresentado. Quanto mais voc\u00ea usa a plataforma, mais refinadas ficam as indica\u00e7\u00f5es.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c8adca elementor-widget elementor-widget-heading\" data-id=\"0c8adca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Prote\u00e7\u00e3o Antispam\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c2ec131 elementor-widget elementor-widget-text-editor\" data-id=\"c2ec131\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Um exemplo de machine learning, utilizando aprendizagem supervisionada, \u00e9 a categoriza\u00e7\u00e3o de e-mails. O algoritmo classifica o\u00a0que \u00e9 relavante e o que \u00e9 SPAM baseado em conte\u00fado de e-mail. Dessa forma, quando um usu\u00e1rio marca um e-mail como SPAM, a partir do conte\u00fado textual, o algoritmo prev\u00ea novos e-mails como SPAM baseado nesse comportamento.<\/p><main id=\"content\" class=\"site-main post-11555 post type-post status-publish format-standard has-post-thumbnail hentry category-cybersecurity\"><div class=\"page-content\"><p>Interessante como o machine learning pode ser um parceiro essencial para a prote\u00e7\u00e3o dos dados da sua organiza\u00e7\u00e3o, n\u00e3o \u00e9 mesmo? Quando aplicado devidamente, os resultados podem ser bastante produtivos, assegurando a prote\u00e7\u00e3o do seu neg\u00f3cio, evitando perdas e\u00a0<a href=\"https:\/\/hsclabs.com\/pt-br\/grandes-empresas-invadidas-por-hackers\/\">ataques hacker<\/a>\u00a0em longo prazo.<\/p><div class=\"post-tags\">\u00a0<\/div><\/div><\/main><div class=\"elementor elementor-6442 elementor-4739 elementor-4739 elementor-location-footer\" data-elementor-type=\"footer\" data-elementor-id=\"6442\" data-elementor-post-type=\"elementor_library\"><section class=\"elementor-section elementor-top-section elementor-element elementor-element-9f2a26c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9f2a26c\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ha_eqh_enable&quot;:false}\"><div class=\"elementor-container elementor-column-gap-default\"><div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-f0dcb5a\" data-id=\"f0dcb5a\" data-element_type=\"column\"><div class=\"elementor-widget-wrap elementor-element-populated\"><div class=\"elementor-element elementor-element-a7ffa19 elementor-widget elementor-widget-heading animated fadeInLeft\" data-id=\"a7ffa19\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"heading.default\"><div class=\"elementor-widget-container\">\u00a0<\/div><\/div><\/div><\/div><\/div><\/section><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c3407e7 elementor-widget elementor-widget-template\" data-id=\"c3407e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"section\" data-elementor-id=\"12009\" class=\"elementor elementor-12009\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t<section data-ha-partstyle=\"nasa\" data-ha-partcolor=\"\" data-ha-partopacity=\"0.4\" data-ha-partdirection=\"bottom\" class=\"elementor-section elementor-top-section elementor-element elementor-element-6f97dd3 ha-particle-yes elementor-section-boxed elementor-section-height-default elementor-section-height-default ha-particle-adv-no\" data-id=\"6f97dd3\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-be74f27\" data-id=\"be74f27\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b3233fa elementor-widget elementor-widget-heading\" data-id=\"b3233fa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Veja como a HSC Labs melhorou a <b>seguran\u00e7a de e-mail<\/b> do MP-Bahia<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-541a906 elementor-align-left elementor-widget elementor-widget-button\" data-id=\"541a906\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/hsclabs.com\/pt-br\/case-mpba-mailinspector\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Leia o estudo de caso<\/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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-49045f6\" data-id=\"49045f6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-51a2fe2 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"51a2fe2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"401\" height=\"361\" src=\"https:\/\/hsclabs.com\/wp-content\/uploads\/2024\/02\/case-sucesso-mailinspector-mpba.png\" class=\"attachment-large size-large wp-image-14078\" alt=\"\" srcset=\"https:\/\/hsclabs.com\/wp-content\/uploads\/2024\/02\/case-sucesso-mailinspector-mpba.png 401w, https:\/\/hsclabs.com\/wp-content\/uploads\/2024\/02\/case-sucesso-mailinspector-mpba-300x270.png 300w\" sizes=\"(max-width: 401px) 100vw, 401px\" \/>\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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-6c2f1ad\" data-id=\"6c2f1ad\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5088d9f elementor-widget elementor-widget-template\" data-id=\"5088d9f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"section\" data-elementor-id=\"11911\" class=\"elementor elementor-11911\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f0e534a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f0e534a\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a9b195e\" data-id=\"a9b195e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-861ae4f elementor-invisible elementor-widget elementor-widget-image\" data-id=\"861ae4f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomInRight&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/hsclabs.com\/pt-br\/hsc-global-cyber-alliance-parceria\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/hsclabs.com\/wp-content\/uploads\/2023\/11\/selo-proud-partner-gca-black.png\" title=\"selo-proud-partner-gca-black\" alt=\"selo-proud-partner-gca-black\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-5b4e6f2 elementor-section-boxed elementor-section-height-default elementor-section-height-default elementor-invisible\" data-id=\"5b4e6f2\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;slideInRight&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-4fb5e7e\" data-id=\"4fb5e7e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0008fa9 elementor-widget elementor-widget-heading\" data-id=\"0008fa9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Inscreva-se para receber not\u00edcias de cybersecurity<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d77ffec elementor-button-align-stretch elementor-widget elementor-widget-form\" data-id=\"d77ffec\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;step_next_label&quot;:&quot;Next&quot;,&quot;step_previous_label&quot;:&quot;Previous&quot;,&quot;button_width&quot;:&quot;100&quot;,&quot;step_type&quot;:&quot;number_text&quot;,&quot;step_icon_shape&quot;:&quot;circle&quot;}\" data-widget_type=\"form.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<form class=\"elementor-form\" method=\"post\" name=\"Form Newsletter\" aria-label=\"Form Newsletter\">\n\t\t\t<input type=\"hidden\" name=\"post_id\" value=\"11911\"\/>\n\t\t\t<input type=\"hidden\" name=\"form_id\" value=\"d77ffec\"\/>\n\t\t\t<input type=\"hidden\" name=\"referer_title\" value=\"HSC Cybersecurity\" \/>\n\n\t\t\t\n\t\t\t<div class=\"elementor-form-fields-wrapper elementor-labels-\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-name elementor-col-100\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-name\" class=\"elementor-field-label elementor-screen-only\">\n\t\t\t\t\t\t\t\tNome\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[name]\" id=\"form-field-name\" class=\"elementor-field elementor-size-xs  elementor-field-textual\" placeholder=\"Nome\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-email elementor-field-group elementor-column elementor-field-group-email elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-email\" class=\"elementor-field-label elementor-screen-only\">\n\t\t\t\t\t\t\t\tEmail\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"email\" name=\"form_fields[email]\" id=\"form-field-email\" class=\"elementor-field elementor-size-xs  elementor-field-textual\" placeholder=\"Email\" required=\"required\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-select elementor-field-group elementor-column elementor-field-group-field_92fe65d elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-field_92fe65d\" class=\"elementor-field-label elementor-screen-only\">\n\t\t\t\t\t\t\t\tCargo\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field elementor-select-wrapper remove-before \">\n\t\t\t<div class=\"select-caret-down-wrapper\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"eicon-caret-down\"><\/i>\t\t\t<\/div>\n\t\t\t<select name=\"form_fields[field_92fe65d]\" id=\"form-field-field_92fe65d\" class=\"elementor-field-textual elementor-size-xs\" required=\"required\">\n\t\t\t\t\t\t\t\t\t<option value=\"Especialista em Ciberseguran\u00e7a\">Especialista em Ciberseguran\u00e7a<\/option>\n\t\t\t\t\t\t\t\t\t<option value=\"Analista de TI\">Analista de TI<\/option>\n\t\t\t\t\t\t\t\t\t<option value=\"Gerente de TI\">Gerente de TI<\/option>\n\t\t\t\t\t\t\t\t\t<option value=\"CIO ou CISO\">CIO ou CISO<\/option>\n\t\t\t\t\t\t\t\t\t<option value=\"CTO\">CTO<\/option>\n\t\t\t\t\t\t\t\t\t<option value=\"Desenvolvedor ou Arquiteto\">Desenvolvedor ou Arquiteto<\/option>\n\t\t\t\t\t\t\t\t\t<option value=\"CEO ou Diretor\">CEO ou Diretor<\/option>\n\t\t\t\t\t\t\t\t\t<option value=\"Profissional de Compliance\">Profissional de Compliance<\/option>\n\t\t\t\t\t\t\t\t\t<option value=\"Profissional Jur\u00eddico\">Profissional Jur\u00eddico<\/option>\n\t\t\t\t\t\t\t\t\t<option value=\"Profissional de Vendas \">Profissional de Vendas <\/option>\n\t\t\t\t\t\t\t\t\t<option value=\"Profissional de Marketing\">Profissional de Marketing<\/option>\n\t\t\t\t\t\t\t\t\t<option value=\"Profissional de RH\">Profissional de RH<\/option>\n\t\t\t\t\t\t\t\t\t<option value=\"Outro\">Outro<\/option>\n\t\t\t\t\t\t\t<\/select>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-acceptance elementor-field-group elementor-column elementor-field-group-field_3197ff8 elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-field_3197ff8\" class=\"elementor-field-label elementor-screen-only\">\n\t\t\t\t\t\t\t\tCheck\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-subgroup\">\n\t\t\t<span class=\"elementor-field-option\">\n\t\t\t\t<input type=\"checkbox\" name=\"form_fields[field_3197ff8]\" id=\"form-field-field_3197ff8\" class=\"elementor-field elementor-size-xs  elementor-acceptance-field\" required=\"required\">\n\t\t\t\t<label for=\"form-field-field_3197ff8\"><font size=\"1\"> Concordo com a <a href=\"https:\/\/hsclabs.com\/pt-br\/aviso-de-privacidade\/\">Pol\u00edtica de Privacidade<\/a> e dou o consentimento para o tratamento dos meus dados.<\/font><\/label>\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-group elementor-column elementor-field-type-submit elementor-col-100 e-form__buttons\">\n\t\t\t\t\t<button class=\"elementor-button elementor-size-xs elementor-animation-grow\" type=\"submit\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Enviar<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/button>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/form>\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-410d8c8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"410d8c8\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_on&quot;:[&quot;desktop&quot;],&quot;sticky_offset&quot;:75,&quot;sticky_effects_offset&quot;:50,&quot;_ha_eqh_enable&quot;:false,&quot;sticky_anchor_link_offset&quot;:0}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-11f3a71\" data-id=\"11f3a71\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-01150fe elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"01150fe\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-46c6b70\" data-id=\"46c6b70\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f2c93e3 elementor-widget elementor-widget-heading\" data-id=\"f2c93e3\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Bloqueie ataques que passam despercebidos por Microsoft e Google<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b35ca5 elementor-widget elementor-widget-image\" data-id=\"7b35ca5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/hsclabs.com\/pt-br\/protecao-para-microsoft-365\/\" target=\"_blank\">\n\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/hsclabs.com\/wp-content\/uploads\/2023\/11\/Microsoft-365-color.png\" title=\"Microsoft-365-color\" alt=\"Microsoft-365-color\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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<div class=\"elementor-element elementor-element-ef354be elementor-widget elementor-widget-image\" data-id=\"ef354be\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/hsclabs.com\/pt-br\/protecao-para-google-workspace\/\" target=\"_blank\">\n\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/hsclabs.com\/wp-content\/uploads\/2023\/11\/Google-workspace-color.png\" title=\"Google-workspace-color\" alt=\"Google-workspace-color\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-d553f0d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d553f0d\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-628b068\" data-id=\"628b068\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-188fcee elementor-widget elementor-widget-spacer\" data-id=\"188fcee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-d96b708 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d96b708\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-391d788\" data-id=\"391d788\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c855e45 elementor-widget elementor-widget-heading\" data-id=\"c855e45\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Treine a sua equipe em ciberseguran\u00e7a<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ef48b8 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"2ef48b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md elementor-animation-grow\" href=\"https:\/\/hsclabs.com\/pt-br\/mindaware\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Comece Agora<\/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\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\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":"<p>Machine learning para seguran\u00e7a da informa\u00e7\u00e3o: como aplicar? Seguran\u00e7a da informa\u00e7\u00e3o\u00a0\u00e9 um tema cada vez mais importante para todas as organiza\u00e7\u00f5es. O aumento dos cibercrimes (Brasil \u00e9 o segundo pa\u00eds mais afetado, perde\u00a0apenas para a China) faz com que as organiza\u00e7\u00f5es necessitem cada vez mais investir em seguran\u00e7a como uma forma de se protegerem e [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":5169,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[],"class_list":["post-11555","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cybersecurity"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Machine learning para seguran\u00e7a da informa\u00e7\u00e3o | Como aplicar?<\/title>\n<meta name=\"description\" content=\"Entenda os benef\u00edcios do Machine Learning para Seguran\u00e7a da Informa\u00e7\u00e3o. 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