{"id":7359,"date":"2021-09-28T18:15:31","date_gmt":"2021-09-28T21:15:31","guid":{"rendered":"https:\/\/www.flane.com.pa\/blog\/?p=7359"},"modified":"2024-09-20T11:31:31","modified_gmt":"2024-09-20T14:31:31","slug":"o-papel-do-machine-learning-engineer","status":"publish","type":"post","link":"https:\/\/www.flane.com.pa\/blog\/pt\/o-papel-do-machine-learning-engineer\/","title":{"rendered":"O papel do Machine Learning Engineer"},"content":{"rendered":"<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Reading time: <\/span> <span class=\"rt-time\"> 4<\/span> <span class=\"rt-label rt-postfix\">minutes - <\/span><\/span><section class=\"l-section wpb_row height_small\"><div class=\"l-section-h i-cf\"><div class=\"g-cols vc_row via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-12 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><p>Agora que voc\u00ea j\u00e1 sabe o que \u00e9 Machine Learning, vamos entender um pouco mais do papel que esse profissional desempenha.<\/p>\n<p>Dentro das carreiras de dados o Machine Learning Engineer foi o \u00faltimo que surgiu, cuidando da parte de monitoramento e colocando os modelos em produ\u00e7\u00e3o, estruturando e deixando mais f\u00e1cil do Data Scientits fazer o deploy.<\/p>\n<p>Para ficar mais f\u00e1cil vamos come\u00e7ar analisando as etapas de um projeto de Data Science para melhor entendimento.<\/p>\n<p>No primeiro momento \u00e9 onde ocorre a <em>quest\u00e3o e o entendimento de neg\u00f3cio<\/em>, o cliente apresenta os problemas e a seguir \u00e9 feito compreens\u00e3o real da dor do cliente. Depois do entendimento das ra\u00edzes dos problemas chegamos na fase de <em>coleta de dados<\/em>, onde ocorre bastante SQL, requisi\u00e7\u00f5es e APIs espalhados em um \u00fanico local. Ap\u00f3s essa etapa \u00e9 feita a <em>limpeza de dados<\/em>, onde se entende o que \u00e9 problema sist\u00eamico e o que \u00e9 um problema intr\u00ednseco do neg\u00f3cio.<\/p>\n<p>Depois \u00e9 feito a <em>explora\u00e7\u00e3o de dados<\/em>, onde usam-se t\u00e9cnicas e estat\u00edsticas para entender o fen\u00f4meno que se est\u00e1 modelando atrav\u00e9s dos dados, nesse momento que se gera insights, para entender vari\u00e1veis e o modelo que ser\u00e1 melhor aplicado. Passando para etapa de <em>modelagem<\/em> que \u00e9 onde o algoritmo come\u00e7a aprender e se aplica transforma\u00e7\u00f5es e separa\u00e7\u00f5es para preparar os dados.<\/p>\n<p>Dessa fase em diante come\u00e7a o <em>algoritmo de Machine Learning<\/em>, onde aplicam-se os algoritmos para aprender o comportamento ou tarefa desejada, em seguida se faz a <em>avalia\u00e7\u00e3o desse algoritmo<\/em> separando o que \u00e9 bom ou n\u00e3o e depois dessa an\u00e1lise de performance do <em>modelo ele ir\u00e1 para a produ\u00e7\u00e3o<\/em>, onde passa para um ambiente Cloud para onde o dispositivo da internet consegue consumir as predi\u00e7\u00f5es que o modelo fornece. A continua\u00e7\u00e3o desse processo \u00e9 papel do Machine Learning Engineer. Obviamente o desenvolvimento em si n\u00e3o \u00e9 t\u00e3o simples quanto parece.<\/p>\n<\/div><\/div><div class=\"w-separator size_medium\"><\/div><div class=\"w-image align_none\"><div class=\"w-image-h\"><img decoding=\"async\" width=\"1024\" height=\"759\" data-src=\"https:\/\/www.flane.com.pa\/blog\/wp-content\/uploads\/2021\/09\/imagem-2-br-1024x759.png\" class=\"attachment-large size-large lazyload\" alt=\"\" data-srcset=\"https:\/\/www.flane.com.pa\/blog\/wp-content\/uploads\/2021\/09\/imagem-2-br-1024x759.png 1024w, https:\/\/www.flane.com.pa\/blog\/wp-content\/uploads\/2021\/09\/imagem-2-br-300x222.png 300w, https:\/\/www.flane.com.pa\/blog\/wp-content\/uploads\/2021\/09\/imagem-2-br.png 1080w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/759;\" \/><\/div><\/div><div class=\"w-separator size_medium\"><\/div><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><h4>Responsabilidade do Machine Learning depois do processo<\/h4>\n<p>Tudo come\u00e7a com a <em>produtiza\u00e7\u00e3o do pipeline de dados<\/em>, onde se pega todas as tarefas, desde a coleta de dados at\u00e9 modelo de produ\u00e7\u00e3o, para se tornar um produto f\u00e1cil escal\u00e1vel, f\u00e1cil manuten\u00e7\u00e3o, lembre-se de sempre guardar de forma organizada para que outros profissionais trabalhem.<\/p>\n<p>Depois de se tornar um produto vamos integrar o modelo, exemplo: frontend consome as predi\u00e7\u00f5es dos seus modelos, sempre que o usu\u00e1rio entra e a p\u00e1gina da home est\u00e1 carregando o frontend consome a predi\u00e7\u00e3o do modelo e fala a propens\u00e3o de produtos do cliente, logo n\u00e3o pode demorar para retornar se n\u00e3o torna o site mais lento, para isso precisamos integrar em outros sistemas respeitando os requisitos. Por \u00faltimo \u00e9 necess\u00e1rio criar t<em>\u00e9cnicas de monitoramento<\/em>, onde se cria as m\u00e9tricas para saber se o modelo est\u00e1 acertando ou se os erros est\u00e3o aumentando, como est\u00e1 a distribui\u00e7\u00e3o das vari\u00e1veis, etc.<\/p>\n<h4>Explicando o processo<\/h4>\n<p>O Data Scientits coleta os dados, treina o modelo e ap\u00f3s isso ele ir\u00e1 para produ\u00e7\u00e3o para ser aplicado, a partir deste ponto come\u00e7a o papel do Machine Learning.<\/p>\n<p>Lembrando que os clientes podem consumir o resultado atrav\u00e9s de backend, website, aparelho m\u00f3vel e IBA, para conectar as pessoas que precisam das predi\u00e7\u00f5es com os modelos que o fornecem \u00e9 necess\u00e1rio faz uma API (Liga\u00e7\u00e3o entre os dois mundos, cliente e servi\u00e7o, conforme explicamos em nossas redes sociais) os clientes passam a fazer pedidos para API, ela ir\u00e1 interpretar a requisi\u00e7\u00e3o e se tem permiss\u00e3o para acessar esses dados.<\/p>\n<p>Os dados da API s\u00e3o dados n\u00e3o tratados, ou seja, os dados n\u00e3o v\u00eam com as transforma\u00e7\u00f5es que usamos l\u00e1 no <em>treinamento do modelo<\/em>. Logo, \u00e9 necess\u00e1rio mudar os dados RAW para a feature, assim ser\u00e1 feita a predi\u00e7\u00e3o.<\/p>\n<p>Podemos usar de exemplo a seguinte ideia: uma pessoa tem o aplicativo e quer ver a predi\u00e7\u00e3o do faturamento das lojas. Uma feature \u00e9 a idade do usu\u00e1rio, quanto tempo a loja est\u00e1 aberta. Essa feature \u00e9 guardada na Feature Store, onde se encontra v\u00e1rias feature, que os Data Scientits criaram para poder modelar e treinar os modelos de Machine Learning.<\/p>\n<p>Dentro do Feature Store, nesse caso, n\u00f3s encontrar\u00edamos dentro dele diversos dados, como a data em que a loja come\u00e7ou a operar. Ent\u00e3o a API, vai para Feature Story e recupera as features solicitadas pelo modelo que foi treinado para fazer esta predi\u00e7\u00e3o, e retorna para o modelo Machine Learning com o conjunto de feature, ele faz a predi\u00e7\u00e3o e retorna para a API, que devolver a informa\u00e7\u00e3o para o cliente.<\/p>\n<p>Esse exemplo seria um processo simples, a diferen\u00e7a \u00e9 que voc\u00ea tem as feature pr\u00e9 calculado dentro de uma Feature Store, que precisa ser atualizado sempre. *Feature Consumpotin, \u00e9 o processo de consumir as Feature.<\/p>\n<p>Para manter a feature store atualizada \u00e9 necess\u00e1rio consultar o Data Warehouse, onde fica os dados modelados (feito pelo Data Engineer), para criar um feature e assim armazenar na feature store, esse processo \u00e9 chamado de Feature Creation.<\/p>\n<p>Fique com um modelo visual do exemplo.<\/p>\n<\/div><\/div><div class=\"w-separator size_medium\"><\/div><div class=\"w-image align_none\"><div class=\"w-image-h\"><img decoding=\"async\" width=\"1024\" height=\"759\" data-src=\"https:\/\/www.flane.com.pa\/blog\/wp-content\/uploads\/2021\/09\/imagem-BR-1024x759.png\" class=\"attachment-large size-large lazyload\" alt=\"\" data-srcset=\"https:\/\/www.flane.com.pa\/blog\/wp-content\/uploads\/2021\/09\/imagem-BR-1024x759.png 1024w, https:\/\/www.flane.com.pa\/blog\/wp-content\/uploads\/2021\/09\/imagem-BR-300x222.png 300w, https:\/\/www.flane.com.pa\/blog\/wp-content\/uploads\/2021\/09\/imagem-BR.png 1080w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/759;\" \/><\/div><\/div><div class=\"w-separator size_medium\"><\/div><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><p>Essa imagem representa todo o papel do Machine Learning Engineer, voltado para produ\u00e7\u00e3o e n\u00e3o desenvolvimento, ajudando os Data Scientits a colocar modelos em produ\u00e7\u00e3o mais r\u00e1pido.<\/p>\n<p>O Machine Learning ajuda criando as classes onde os Data Scientits importam e reescrevem os m\u00e9todos para fazer o treinamento, depois do modelo treinado e devolvido com todos os m\u00e9todos usados e features criadas \u00e9 aplicada em produ\u00e7\u00e3o.<\/p>\n<p>Esperamos que tenha ficado mais f\u00e1cil de voc\u00ea entender como funciona o papel do Machine Learning Engineer, se tiver alguma d\u00favida, coment\u00e1rio ou sugest\u00e3o ficaremos felizes em ajudar e responder. \u00c9 importante lembrar que temos conte\u00fados r\u00e1pidos e de grande ajuda em nossas redes sociais, l\u00e1 tamb\u00e9m colocamos caixas de perguntas para ajudar no que for poss\u00edvel no seu caminho de conhecimento e aprendizado.<\/p>\n<\/div><\/div><div class=\"w-separator size_small with_line width_default thick_1 style_solid color_border align_center\"><div class=\"w-separator-h\"><\/div><\/div><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><p>Escrito por Mayara Pimentel \u2013\u00a0 com revis\u00e3o final de Raphael Silva.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/section>\n","protected":false},"excerpt":{"rendered":"Agora que voc\u00ea j\u00e1 sabe o que \u00e9 Machine Learning, vamos entender um pouco mais do papel que esse profissional desempenha. Dentro das carreiras de dados o Machine Learning Engineer foi o \u00faltimo que surgiu, cuidando da parte de monitoramento e colocando os modelos em produ\u00e7\u00e3o, estruturando e deixando mais f\u00e1cil do Data Scientits fazer...","protected":false},"author":2,"featured_media":7369,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1866,1829,1877,1880,1960],"tags":[2560,2562,1891,1944,2602,2604,2606,2608,1852,1908,1910,2432,2610,1916,2612,2614],"class_list":["post-7359","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-pt","category-aws-pt","category-cisco-splunk-pt","category-google-pt","category-ibm-pt","tag-aprendizado-das-maquinas-pt","tag-aprendizado-de-maquina-pt","tag-aws-pt","tag-cisco-pt","tag-como-ser-um-machine-learning-engineer-pt","tag-como-trabalhar-com-machine-learning-pt","tag-data-science-pt","tag-data-scientit-pt","tag-fast-lane-pt","tag-google-pt","tag-ibm-pt","tag-machine-learning-pt","tag-machine-learning-engineer-pt","tag-news-pt","tag-papel-do-machine-learning-pt","tag-responsabilidade-do-machine-learning-pt"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.6 - 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