{"id":52815,"date":"2022-02-01T11:21:56","date_gmt":"2022-02-01T14:21:56","guid":{"rendered":"https:\/\/www.eldorado.org.br\/blog\/o-que-e-automl-e-quais-sao-as-suas-vantagens\/"},"modified":"2022-02-01T11:21:56","modified_gmt":"2022-02-01T14:21:56","slug":"o-que-e-automl-e-quais-sao-as-suas-vantagens","status":"publish","type":"post","link":"https:\/\/www.eldorado.org.br\/en\/blog\/o-que-e-automl-e-quais-sao-as-suas-vantagens\/","title":{"rendered":"O que \u00e9 AutoML e quais s\u00e3o as suas vantagens?"},"content":{"rendered":"<p style=\"text-align: center;\">Autores: Cynthia Regina Herbst do Amaral Silva, Lucas Dalmedico Gessoni, Carlos Gomes de Carvalho Junior<\/p>\n<p><span style=\"font-weight: 400;\">O Automated Machine Learning, tamb\u00e9m conhecido como AutoML, se refere a ferramentas e servi\u00e7os que abstraem os detalhes e conhecimentos necess\u00e1rios para se realizar Machine Learning (ML, Aprendizado de M\u00e1quina), automatizando tarefas necess\u00e1rias para ocorrer a ML. Est\u00e1 relacionado a tend\u00eancias de desenvolvimento \u201cno-code&#8221; e \u201clow-code\u201d.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Geralmente, cobrem etapas de normaliza\u00e7\u00e3o de dados e engenharia de \u201cfeatures\u201d; treinamento de modelos de diferentes tipos e com diferentes hiperpar\u00e2metros; avalia\u00e7\u00e3o e compara\u00e7\u00e3o de resultados. Tamb\u00e9m h\u00e1 outras ferramentas, bibliotecas e servi\u00e7os que auxiliam nessas tarefas, por\u00e9m com n\u00edvel de abstra\u00e7\u00e3o menor, e assim n\u00e3o s\u00e3o chamados de AutoML.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">O AutoML tem como objetivo democratizar o acesso a ferramentas anal\u00edticas aos n\u00e3o-cientistas de dados, por possuir ferramentas que n\u00e3o necessitam de c\u00f3digo ou pouqu\u00edssimo c\u00f3digo, e podem ajudar os que j\u00e1 s\u00e3o especialistas a conseguirem resultados mais r\u00e1pidos em casos mais simples.<\/span><b><\/b><\/p>\n<p><b>Sistemas de AutoML<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Abaixo descrevemos as principais diferen\u00e7as entre solu\u00e7\u00f5es Open Source e propriet\u00e1rias e citamos alguns exemplos de cada.<\/span><\/p>\n<p><b><\/b><b>Diferen\u00e7as entre Servi\u00e7os Propriet\u00e1rios e Open Source<\/b><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-52183 size-large aligncenter\" src=\"https:\/\/www.eldorado.org.br\/wp-content\/uploads\/2022\/02\/22534-automated-machine-learning-possibilitiespng-1024x657.png\" alt=\"\" width=\"1024\" height=\"657\" srcset=\"https:\/\/www.eldorado.org.br\/wp-content\/uploads\/2022\/02\/22534-automated-machine-learning-possibilitiespng-1024x657.png 1024w, https:\/\/www.eldorado.org.br\/wp-content\/uploads\/2022\/02\/22534-automated-machine-learning-possibilitiespng-300x192.png 300w, https:\/\/www.eldorado.org.br\/wp-content\/uploads\/2022\/02\/22534-automated-machine-learning-possibilitiespng-768x492.png 768w, https:\/\/www.eldorado.org.br\/wp-content\/uploads\/2022\/02\/22534-automated-machine-learning-possibilitiespng-1536x985.png 1536w, https:\/\/www.eldorado.org.br\/wp-content\/uploads\/2022\/02\/22534-automated-machine-learning-possibilitiespng.png 1940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p><b>Servi\u00e7os Propriet\u00e1rios<\/b><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">Possuem Interface Gr\u00e1fica e necessitam de pouco ou nenhum c\u00f3digo para executar as tarefas;<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Abstraem prepara\u00e7\u00e3o de infraestrutura, ambiente e deploy;<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Podem requerer conex\u00e3o com internet para infer\u00eancia;<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Indisponibilidade ou lat\u00eancia podem ser problemas;<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Alguns provedores tem servi\u00e7o de anota\u00e7\u00e3o integrado (manual);<\/span><\/li>\n<li><span style=\"font-weight: 400;\">T\u00eam custos mais elevados.<\/span><\/li>\n<\/ul>\n<p>Exemplos: Google Cloud Platform, Azure, AWS, etc<\/p>\n<p><b>Ferramentas Open Source<\/b><\/p>\n<ul>\n<li aria-level=\"4\"><span style=\"font-weight: 400;\">Distribui\u00e7\u00e3o livre;<\/span><\/li>\n<li aria-level=\"4\"><span style=\"font-weight: 400;\">Permiss\u00e3o para modifica\u00e7\u00f5es;<\/span><\/li>\n<li aria-level=\"4\"><span style=\"font-weight: 400;\">Sem restri\u00e7\u00f5es quanto a interfaces, estilos e tecnologias<\/span><b>;<\/b><\/li>\n<li aria-level=\"4\"><span style=\"font-weight: 400;\">Sem custo adicional (apenas custo de servidor).<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0\u00a0\u00a0Exemplos: AutoGluon, AutoKeras, H2O, Ludwig, etc<\/span><\/p>\n<p><b>Compara\u00e7\u00e3o de Ferramentas<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Recentemente, o ELDORADO testou o uso de algumas ferramentas de AutoML. Para dados tabulares, as ferramentas Open Source tiveram resultados semelhantes a servi\u00e7os pagos, por\u00e9m para imagens a ferramenta paga teve resultado cerca de 1.5 vezes melhor. Segue abaixo uma tabela comparando algumas das caracter\u00edsticas mais relevantes de cada ferramenta.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ferramenta:<\/b><span style=\"font-weight: 400;\"> Nome da ferramenta avaliada;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Tipo:<\/b><span style=\"font-weight: 400;\"> Quais tipos de dados a ferramenta aceita;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Open Source:<\/b><span style=\"font-weight: 400;\"> Se a ferramenta tem c\u00f3digo aberto ou n\u00e3o;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Deploy:<\/b><span style=\"font-weight: 400;\"> Se a ferramenta automatiza o deploy da aplica\u00e7\u00e3o;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Acess\u00edvel: <\/b>As ferramentas com \u201cSim\u201d possuem algum tipo de interface gr\u00e1fica que aprimora a usabilidade, enquanto as com \u201cN\u00e3o\u201d necessitam de algum tipo de c\u00f3digo ou configura\u00e7\u00e3o adicional.<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-52185 size-large aligncenter\" src=\"https:\/\/www.eldorado.org.br\/wp-content\/uploads\/2022\/02\/Comparacao-de-Ferramentas-1024x490.png\" alt=\"\" width=\"1024\" height=\"490\" srcset=\"https:\/\/www.eldorado.org.br\/wp-content\/uploads\/2022\/02\/Comparacao-de-Ferramentas-1024x490.png 1024w, https:\/\/www.eldorado.org.br\/wp-content\/uploads\/2022\/02\/Comparacao-de-Ferramentas-300x144.png 300w, https:\/\/www.eldorado.org.br\/wp-content\/uploads\/2022\/02\/Comparacao-de-Ferramentas-768x368.png 768w, https:\/\/www.eldorado.org.br\/wp-content\/uploads\/2022\/02\/Comparacao-de-Ferramentas-1536x735.png 1536w, https:\/\/www.eldorado.org.br\/wp-content\/uploads\/2022\/02\/Comparacao-de-Ferramentas.png 1594w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p><b>Vantagens e Desvantagens<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Algumas das vantagens de utilizar AutoML, \u00e9 que \u00e9 preciso apenas conhecimento superficial de ML para se utilizar as ferramentas, automatizando passos de ML e diminuindo o tempo para se ter resultados iniciais. \u00c9 poss\u00edvel utilizar em diferentes tipos de dados e problemas, podendo ser usado como baseline para pesquisas, com a possibilidade de incluir t\u00e9cnicas famosas (ex: Deep Neural Networks, Convolutional Neural Networks, Transformers). Algumas ferramentas possibilitam customizar modelos\/layers.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Contudo, o AutoML pode n\u00e3o resolver o tipo de problema desejado, tendo uma customiza\u00e7\u00e3o que pode ser limitada ou dificultada, ou pode n\u00e3o obter resultado bom o bastante para o problema, precisando da interven\u00e7\u00e3o de especialistas. Al\u00e9m disso, n\u00e3o evitar\u00e1 a necessidade de esfor\u00e7o para se obter e preparar dados adequados para aprendizado de m\u00e1quina.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-52189 size-large aligncenter\" src=\"https:\/\/www.eldorado.org.br\/wp-content\/uploads\/2022\/02\/Diferencas-entre-Servicos-Proprietarios-e-Open-Source_Easy-Resize.com-1-1024x640.jpg\" alt=\"\" width=\"1024\" height=\"640\" srcset=\"https:\/\/www.eldorado.org.br\/wp-content\/uploads\/2022\/02\/Diferencas-entre-Servicos-Proprietarios-e-Open-Source_Easy-Resize.com-1-1024x640.jpg 1024w, https:\/\/www.eldorado.org.br\/wp-content\/uploads\/2022\/02\/Diferencas-entre-Servicos-Proprietarios-e-Open-Source_Easy-Resize.com-1-300x188.jpg 300w, https:\/\/www.eldorado.org.br\/wp-content\/uploads\/2022\/02\/Diferencas-entre-Servicos-Proprietarios-e-Open-Source_Easy-Resize.com-1-768x480.jpg 768w, https:\/\/www.eldorado.org.br\/wp-content\/uploads\/2022\/02\/Diferencas-entre-Servicos-Proprietarios-e-Open-Source_Easy-Resize.com-1.jpg 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p><b>Quando compensa usar AutoML?<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Principalmente quando se est\u00e1 trabalhando com dados estruturados e problemas simples, como\u00a0 regress\u00e3o e classifica\u00e7\u00e3o. As equipes sem conhecimento pr\u00e9vio em ML s\u00e3o as que mais podem se beneficiar, devido a sua acessibilidade para iniciantes, embora ainda seja importante conhecer os conceitos essenciais e n\u00e3o eliminar esfor\u00e7os para a obten\u00e7\u00e3o e an\u00e1lise de dados.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Atualmente, o AutoML possui diversas limita\u00e7\u00f5es, principalmente as que est\u00e3o relacionadas ao processamento de texto, imagens, v\u00eddeo e voz. Outra coisa a se considerar \u00e9 que o AutoML \u00e9 um campo relativamente novo e algumas das principais ferramentas como segmenta\u00e7\u00e3o de objetos, detec\u00e7\u00e3o de anomalias, forecasting, entre outras, ainda n\u00e3o est\u00e3o completamente desenvolvidas.<\/span><\/p>\n<p><b>Refer\u00eancias e Recomenda\u00e7\u00f5es<\/b><\/p>\n<p><b>AutoML.org:<\/b><span style=\"font-weight: 400;\"> Grupo de pesquisa das Universidade de Freiburg e Universidade de Leibnitz Hannover dedicado a AutoML<\/span><\/p>\n<p><a href=\"https:\/\/www.automl.org\/\" target=\"_blank\" rel=\"noopener\">https:\/\/www.automl.org\/<\/a><\/p>\n<p><b>Tutorial NeurIPS 2018: <\/b><span style=\"font-weight: 400;\">Palestra AutoML do congresso NeurIPS 2018<\/span><\/p>\n<p><a href=\"https:\/\/youtube.videoken.com\/embed\/5A4xbv5nd8c\" target=\"_blank\" rel=\"noopener\">https:\/\/youtube.videoken.com\/embed\/5A4xbv5nd8c<\/a><\/p>\n<p><b>Cursos:<\/b><\/p>\n<p><a href=\"https:\/\/www.coursera.org\/lecture\/cloud-machine-learning-engineering-mlops-duke\/introduction-to-automl-qQB8g\" target=\"_blank\" rel=\"noopener\">https:\/\/www.coursera.org\/lecture\/cloud-machine-learning-engineering- mlops-duke\/introduction-to-automl-qQB8g<\/a><\/p>\n<p><a href=\"https:\/\/ki-campus.org\/courses\/automl-luh2021\" target=\"_blank\" rel=\"noopener\">https:\/\/ki-campus.org\/courses\/automl-luh2021<\/a><\/p>\n<p><a href=\"https:\/\/github.com\/ML-course\/automl\" target=\"_blank\" rel=\"noopener\">https:\/\/github.com\/ML-course\/automl<\/a><\/p>\n<p><a href=\"https:\/\/university.datarobot.com\/automl-i\" target=\"_blank\" rel=\"noopener\">https:\/\/university.datarobot.com\/automl-i<\/a><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Autores: Cynthia Regina Herbst do Amaral Silva, Lucas Dalmedico Gessoni, [&hellip;]<\/p>\n","protected":false},"author":35,"featured_media":52188,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[152],"tags":[],"coauthors":[209],"class_list":["post-52815","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-machine-learning-en-2"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>O que \u00e9 AutoML e quais s\u00e3o as suas vantagens? 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