{"id":28187,"date":"2023-04-14T07:54:00","date_gmt":"2023-04-14T05:54:00","guid":{"rendered":"https:\/\/www.freelancermap.com\/blog\/?p=28187"},"modified":"2023-05-15T09:56:54","modified_gmt":"2023-05-15T07:56:54","slug":"que-faz-engenheiro-machine-learning","status":"publish","type":"post","link":"https:\/\/www.freelancermap.com\/blog\/pt\/que-faz-engenheiro-machine-learning\/","title":{"rendered":"O que faz um engenheiro de machine learning?"},"content":{"rendered":"\n<p><strong>O engenheiro de machine learning \u00e9 respons\u00e1vel por desenvolver, programar e testar sistemas de aprendizado de m\u00e1quinas. Continue lendo para saber mais sobre este profissional, incluindo onde atua e quanto ganha.<\/strong><\/p>\n\n\n<div class=\"mks_col \">\n<div class=\"mks_one_third \"><div class=\"su-box su-box-style-default\" id=\"\" style=\"border-color:#000a1c;border-radius:3px;\"><div class=\"su-box-title\" style=\"background-color:#2c3d4f;color:#FFFFFF;border-top-left-radius:1px;border-top-right-radius:1px\">Resumo do artigo<\/div><div class=\"su-box-content su-u-clearfix su-u-trim\" style=\"border-bottom-left-radius:1px;border-bottom-right-radius:1px\"><span style=\"color: #000000\"><a style=\"color: #000000\" href=\"#Intro\">Introdu\u00e7\u00e3o<\/a><\/span><br \/><span style=\"color: #000000\"><a style=\"color: #000000\" href=\"#Responsabilidades\">Responsabilidades<\/a><\/span><br \/><span style=\"color: #000000\"><a style=\"color: #000000\" href=\"#Skills\">Habilidades<\/a><\/span><br \/><span style=\"color: #000000\"><a style=\"color: #000000\" href=\"#Formacao\">Educa\u00e7\u00e3o<\/a><\/span><br \/><span style=\"color: #000000\"><a style=\"color: #000000\" href=\"#Salario\">Sal\u00e1rio<\/a><\/span><\/div><\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"Intro\">O que \u00e9 machine learning?<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"960\" height=\"720\" data-src=\"https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/perfil-engenheiro-machine-learning.png\" alt=\"Perfil profissional de um engenheiro de machine learning: responsabilidades, skills, forma\u00e7\u00e3o e sal\u00e1rio\" class=\"wp-image-28190 lazyload\" data-srcset=\"https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/perfil-engenheiro-machine-learning.png 960w, https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/perfil-engenheiro-machine-learning-300x225.png 300w, https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/perfil-engenheiro-machine-learning-768x576.png 768w, https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/perfil-engenheiro-machine-learning-720x540.png 720w, https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/perfil-engenheiro-machine-learning-580x435.png 580w, https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/perfil-engenheiro-machine-learning-320x240.png 320w\" data-sizes=\"(max-width: 960px) 100vw, 960px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 960px; --smush-placeholder-aspect-ratio: 960\/720;\" \/><figcaption class=\"wp-element-caption\">Perfil profissional de um engenheiro de machine learning.<\/figcaption><\/figure>\n\n\n\n<p>O <strong>machine learning<\/strong>, ou <strong>aprendizado de m\u00e1quinas<\/strong> em portugu\u00eas, \u00e9 um ramo da Intelig\u00eancia Artificial (AI) cujo foco \u00e9 o <strong>desenvolvimento de sistemas e aplicativos capazes de aprender e melhorar a sua pr\u00f3pria performance<\/strong> atrav\u00e9s de dados e experi\u00eancia, sem serem programados para isso.<\/p>\n\n\n\n<p>Atualmente, cada vez mais exemplos da aplica\u00e7\u00e3o desta tecnologia podem ser encontrados ao nosso redor. <strong>Assistentes virtuais,<\/strong> como o Google Assistant, Siri e Alexa, tornam-se cada vez mais populares. <strong>Plataformas de streaming,<\/strong> como Netflix e Spotify, fazem recomenda\u00e7\u00f5es de conte\u00fado cada vez mais precisas. At\u00e9 mesmo os <strong>carros aut\u00f4nomos que dispensam motoristas<\/strong> j\u00e1 come\u00e7am a tomar as estradas.<\/p>\n\n\n\n<p>Como voc\u00ea pode perceber, esta \u00e9 uma \u00e1rea da tecnologia que passa por um agudo per\u00edodo de ascens\u00e3o. E \u00e0 medida que o machine learning se torna mais poderoso e acess\u00edvel, suas aplica\u00e7\u00f5es se tornam cada vez mais presentes em nosso dia a dia pessoal e profissional.<\/p>\n\n\n\n<p>Como resultado, as oportunidades para atua\u00e7\u00e3o na engenharia de machine learning tem se tornado cada vez mais populares. Mas o que realmente fazem os profissionais desta \u00e1rea?<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"Responsabilidades\">O que faz um engenheiro de machine learning?<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"960\" height=\"720\" data-src=\"https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/funcao-engenheiro-machine-learning.png\" alt=\"Fun\u00e7\u00f5es de um engenheiro de machine learning. \" class=\"wp-image-28191 lazyload\" data-srcset=\"https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/funcao-engenheiro-machine-learning.png 960w, https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/funcao-engenheiro-machine-learning-300x225.png 300w, https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/funcao-engenheiro-machine-learning-768x576.png 768w, https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/funcao-engenheiro-machine-learning-720x540.png 720w, https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/funcao-engenheiro-machine-learning-580x435.png 580w, https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/funcao-engenheiro-machine-learning-320x240.png 320w\" data-sizes=\"(max-width: 960px) 100vw, 960px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 960px; --smush-placeholder-aspect-ratio: 960\/720;\" \/><figcaption class=\"wp-element-caption\">Fun\u00e7\u00f5es de um engenheiro de machine learning. <\/figcaption><\/figure>\n\n\n\n<p>Os engenheiros de <a href=\"https:\/\/www.freelancermap.com\/blog\/pt\/machine-learning-e-trabalho-freelancer-4-raz-es-para-aderir\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\" (opens in a new tab)\">machine learning<\/a> trabalham de forma parecida com os programadores e cientistas de dados tradicionais. No entanto, seu foco vai al\u00e9m da programa\u00e7\u00e3o de sistemas e aplica\u00e7\u00f5es para a execu\u00e7\u00e3o de tarefas espec\u00edficas. Eles <strong>criam m\u00e1quinas e programas capazes de executar a\u00e7\u00f5es sem serem especificamente programadas para isso<\/strong>.<\/p>\n\n\n\n<p>Para isso, estes profissionais desenvolvem <strong>sistemas de intelig\u00eancia artificial<\/strong> que se apoiam em grandes bancos de dados para <strong>gerar e desenvolver algoritmos capazes de aprender e, eventualmente, fazer previs\u00f5es<\/strong>. Assim, sempre que uma a\u00e7\u00e3o \u00e9 realizada, o sistema aprende com os resultados e aplica otimiza\u00e7\u00f5es para garantir que futuras opera\u00e7\u00f5es funcionem com maior precis\u00e3o e efici\u00eancia.<\/p>\n\n\n\n<p>O desenvolvimento desses sistemas exige que o profissional avalie, analise e organize dados, execute testes e otimize processos para ajudar a desenvolver modelos de machine learning de alto desempenho. Dessa forma, algumas das <strong>principais responsabilidades do engenheiro de machine learning<\/strong> s\u00e3o:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Design, desenvolvimento e pesquisa de sistemas e modelos de machine learning.<\/li>\n\n\n\n<li>Aplica\u00e7\u00e3o e transforma\u00e7\u00e3o de estudos e pesquisas em prot\u00f3tipos.<\/li>\n\n\n\n<li>Otimiza\u00e7\u00e3o de modelos a partir de an\u00e1lises estat\u00edsticas de resultados.<\/li>\n\n\n\n<li>Treinamento de sistemas e modelos de machine learning.<\/li>\n\n\n\n<li>Execu\u00e7\u00e3o de testes e experimentos de aprendizado de m\u00e1quina.<\/li>\n\n\n\n<li>Aplica\u00e7\u00e3o apropriada de resultados como solu\u00e7\u00f5es de neg\u00f3cios.<\/li>\n\n\n\n<li>Aprimoramento de frameworks, algoritmos e bibliotecas de dados.<\/li>\n<\/ul>\n\n\n<p style=\"background-color:#2b9ab2;color:#ffffff;font-size:18px\" class=\"has-text-color has-background has-text-align-center\">Precisa de um engenheiro de machine learning para a sua empresa, sem comiss\u00f5es? <br \/>&gt;&gt; <a rel=\"noreferrer noopener\" aria-label=\" (opens in a new tab)\" href=\"https:\/\/www.freelancermap.com\/freelancers-directory.html?qall=machine+learning&amp;profisuche=1\" target=\"_blank\">Perfis de engenheiros de machine learning <\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"Skills\">Habilidades necess\u00e1rias<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"960\" height=\"720\" data-src=\"https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/skills-engenheiro-machine-learning.png\" alt=\"Habilidades de um engenheiro de machine learning.  \" class=\"wp-image-28192 lazyload\" data-srcset=\"https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/skills-engenheiro-machine-learning.png 960w, https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/skills-engenheiro-machine-learning-300x225.png 300w, https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/skills-engenheiro-machine-learning-768x576.png 768w, https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/skills-engenheiro-machine-learning-720x540.png 720w, https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/skills-engenheiro-machine-learning-580x435.png 580w, https:\/\/www.freelancermap.com\/blog\/wp-content\/uploads\/2021\/05\/skills-engenheiro-machine-learning-320x240.png 320w\" data-sizes=\"(max-width: 960px) 100vw, 960px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 960px; --smush-placeholder-aspect-ratio: 960\/720;\" \/><figcaption class=\"wp-element-caption\">Habilidades de um engenheiro de machine learning.  <\/figcaption><\/figure>\n\n\n\n<p>Por se tratar de uma \u00e1rea de atua\u00e7\u00e3o emergente, ainda s\u00e3o poucos os profissionais de TI com experi\u00eancia espec\u00edfica e direta em machine learning. Dessa forma, profissionais da \u00e1rea geralmente t\u00eam background em <strong>programa\u00e7\u00e3o<\/strong>, <strong>ci\u00eancia de dados <\/strong>ou \u00e1reas similares.<\/p>\n\n\n\n<p>De modo geral, a maioria das vagas de emprego na \u00e1rea incluem os seguintes requisitos:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Experi\u00eancia com modelagem de dados e arquitetura de software.<\/li>\n\n\n\n<li>Experi\u00eancia com programa\u00e7\u00e3o com Python, R ou Java.<\/li>\n\n\n\n<li>Familiaridade com frameworks de machine learning, como TensorFlow e Keras<\/li>\n\n\n\n<li>Familiaridade com Hadoop e outros sistemas de computa\u00e7\u00e3o distribu\u00eddos<\/li>\n\n\n\n<li>Conhecimentos avan\u00e7ados em matem\u00e1tica, \u00e1lgebra e estat\u00edsticas.<\/li>\n\n\n\n<li>Experi\u00eancia de trabalho com a Metodologia Agile.<\/li>\n<\/ul>\n\n\n\n<p>Engenheiros de machine learning tamb\u00e9m devem possuir uma s\u00e9rie de soft skills, incluindo:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Excelente comunica\u00e7\u00e3o verbal e escrita.<\/li>\n\n\n\n<li>Capacidade de trabalhar em equipe e em colabora\u00e7\u00e3o com outros setores empresariais.<\/li>\n\n\n\n<li>Racioc\u00ednio l\u00f3gico e anal\u00edtico.<\/li>\n\n\n\n<li>Facilidade na resolu\u00e7\u00e3o de problemas.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"Formacao\">Experi\u00eancia e educa\u00e7\u00e3o<\/h2>\n\n\n\n<p>Os engenheiros de machine learning geralmente possuem forma\u00e7\u00e3o superior em <strong>Ci\u00eancia da Computa\u00e7\u00e3o<\/strong>, <strong>Sistemas de Informa\u00e7\u00e3o<\/strong>, <strong>Matem\u00e1tica<\/strong>, <strong>Estat\u00edstica<\/strong> ou \u00e1reas similares. Alguns empregadores tamb\u00e9m podem dar prefer\u00eancia a candidatos p\u00f3s-graduados.<\/p>\n\n\n\n<p>Como j\u00e1 mencionamos, <strong>a experi\u00eancia pr\u00e1tica tamb\u00e9m pode fazer toda a diferen\u00e7a no curr\u00edculo<\/strong>. Dessa forma, alguns empregadores tamb\u00e9m podem exigir certifica\u00e7\u00f5es mais aprofundadas na ind\u00fastria. Algumas das certifica\u00e7\u00f5es mais recomendadas s\u00e3o:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.udemy.com\/course\/feature-engineering-for-machine-learning\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\" (opens in a new tab)\">Feature Engineering for Machine Learning &#8211; Udemy<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/pt.coursera.org\/learn\/machine-learning\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\" (opens in a new tab)\">Machine Learning &#8211; Stanford<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/pt.coursera.org\/learn\/neural-networks-deep-learning\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\" (opens in a new tab)\">Deep Learning Specialization &#8211; Coursera<\/a><\/li>\n<\/ul>\n\n\n<p style=\"background-color:#2b9ab2;color:#ffffff;font-size:18px\" class=\"has-text-color has-background has-text-align-center\">\u00c0 procura de um novo projeto ou trabalho? <br \/>&gt;&gt;<a rel=\"noreferrer noopener\" aria-label=\" Perfiles (opens in a new tab)\" href=\"https:\/\/www.freelancermap.com\/it-projects.html?pq=machine+learning&amp;profisuche=1\" target=\"_blank\">Projetos para engenheiros de machine learning<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"Salario\">Quanto ganha um engenheiro de machine learning?<\/h2>\n\n\n\n<p>O sal\u00e1rio de um engenheiro de machine learning pode variar dependendo de uma s\u00e9rie de fatores, como \u00e1rea de atua\u00e7\u00e3o, tipo e tamanho da empresa, n\u00edvel de experi\u00eancia e localiza\u00e7\u00e3o.<\/p>\n\n\n\n<p>Nos Estados Unidos, por exemplo, profissionais da \u00e1rea t\u00eam uma renda m\u00e9dia de cerca de <strong>$ 112.000 \/ ano<\/strong>, com uma varia\u00e7\u00e3o entre $ 74.000 e $ 167.000 por ano, dependendo do seu n\u00edvel de experi\u00eancia.<\/p>\n\n\n\n<p>Profissionais em atua\u00e7\u00e3o no mercado brasileiro recebem cerca de <strong>R$ 62.000 \/ ano<\/strong>. J\u00e1 em Portugal, a carreira pode render em m\u00e9dia <strong>\u20ac 30.000 \/ ano<\/strong>.<\/p>\n\n\n\n<p><strong>Quanto ganha um engenheiro de machine learning?<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>Estados Unidos<\/td><td>$ 112.000 \/ ano<\/td><\/tr><tr><td>Portugal<\/td><td>\u20ac 30.000 \/ ano<\/td><\/tr><tr><td>Brasil<\/td><td>R$ 62.000 \/ ano<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>Quanto cobra um engenheiro de machine learning?<\/strong><\/p>\n\n\n\n<!--\n    Use the <style> below to style the box.\n\n    This <style> should ideally be placed inside <head><\/head>.\n      If that is not possible, keep it above the box itself.\n\n    If you use the box inside a container, that already limits the width,\n      set \"width: 100%\" inside #fm-hourly-rate-box.\n      This is necessary, if you like the box to be responsive.\n-->\n<style>\n    #fm-hourly-rate-box {\n        margin: auto;\n        width: 100%;\n        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id=\"fm-hourly-rate-number\"><\/span>\/hora\n    <\/div>\n\n<p class=\"fm-hourly-rate-percentiles-text\">As tarifas neste campo variam entre <b>$<span id=\"fm-hourly-rate-percentile25\">33<\/span> e $<span id=\"fm-hourly-rate-percentile75\">106<\/span>\/hora<\/b> para a maioria dos freelancers.<\/p>\n\n<p class=\"fm-hourly-rate-explain\">A <b>tarifa di\u00e1ria para um engenheiro de machine learning<\/b> (8 horas de trabalho) fica em torno de:<\/p>\n\n\t<div class=\"fm-daily-rate-rate\">\n            $<span id=\"fm-daily-rate-number\"><\/span>\/dia\n    <\/div>\n    \n    <div class=\"fm-date\">\n        Atualizado em <span id=\"fm-date-date\"><\/span> \n    <\/div>\n<\/div>\n\n\n\n\n<!--\n    This <script> loads the hourly-rate, daily-rate and date from the server when the page is loaded.\n     It must be placed below the box, ideally at the end of the page (e.g. footer).\n     \n    The server will respond with a formatted number, rounded to full euros.\n-->\n<script>\n    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            }())\n<\/script>\n\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading\">Outros perfis profissionais em engenharia<\/h2>\n\n\n\n\n<ul class=\"su-posts su-posts-list-loop \">\n\n\t\t\t\t\t\t\n\t\t\t\n\t\t\t<li id=\"su-post-30364\" class=\"su-post \">\n\t\t\t\t<a href=\"https:\/\/www.freelancermap.com\/blog\/pt\/que-faz-engenheiro-mecatronico\/\">O que faz um engenheiro mecatr\u00f4nico?<\/a>\n\t\t\t<\/li>\n\n\t\t\t\t\t\n\t\t\t\n\t\t\t<li id=\"su-post-39459\" class=\"su-post \">\n\t\t\t\t<a href=\"https:\/\/www.freelancermap.com\/blog\/pt\/que-faz-engenheiro-de-prompt\/\">O que faz um engenheiro de prompt?<\/a>\n\t\t\t<\/li>\n\n\t\t\t\t\t\n\t\t\t\n\t\t\t<li id=\"su-post-27457\" class=\"su-post \">\n\t\t\t\t<a href=\"https:\/\/www.freelancermap.com\/blog\/pt\/que-faz-engenheiro-de-ia\/\">O que faz um engenheiro de Intelig\u00eancia Artificial?<\/a>\n\t\t\t<\/li>\n\n\t\t\t\t\t\n\t\t\t\n\t\t\t<li id=\"su-post-27774\" class=\"su-post \">\n\t\t\t\t<a href=\"https:\/\/www.freelancermap.com\/blog\/pt\/que-faz-engenheiro-industrial\/\">O que faz um engenheiro industrial?<\/a>\n\t\t\t<\/li>\n\n\t\t\t\t\t\n\t\t\t\n\t\t\t<li id=\"su-post-32335\" class=\"su-post \">\n\t\t\t\t<a href=\"https:\/\/www.freelancermap.com\/blog\/pt\/que-faz-engenheiro-civil\/\">O que faz um engenheiro civil?<\/a>\n\t\t\t<\/li>\n\n\t\t\t\n<\/ul>\n\n\n\n\n<p>&gt;&gt;&nbsp;<a href=\"https:\/\/www.freelancermap.com\/blog\/pt\/guia-profissoes-ti\/#perfis-engenharia\">Mais perfis em engenharia<\/a><\/p>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>O engenheiro de machine learning \u00e9 respons\u00e1vel por desenvolver, programar e testar sistemas de aprendizado de m\u00e1quinas. Continue lendo para saber mais sobre este profissional, incluindo onde atua e quanto ganha.<\/p>\n","protected":false},"author":3123,"featured_media":28188,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","footnotes":""},"categories":[2994,4032],"tags":[3423,3417],"class_list":["post-28187","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-carreira","category-engenharia","tag-guia-profissoes","tag-perfis-profissionais"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>O que faz um engenheiro de machine learning? | Perfis profissionais em TI<\/title>\n<meta name=\"description\" content=\"\u2713 Fun\u00e7\u00f5es \u2713 Conhecimentos \u2713 Forma\u00e7\u00e3o e cursos \u2713 Sal\u00e1rios \u2713 Tarifas freelancer \u2794 Saiba mais sobre o papel de um engenheiro de machine learning\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.freelancermap.com\/blog\/pt\/que-faz-engenheiro-machine-learning\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"O que faz um engenheiro de machine learning? 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