{"id":156337,"date":"2025-01-31T14:25:47","date_gmt":"2025-01-31T22:25:47","guid":{"rendered":"https:\/\/blog.everpuredata.com\/?p=156337"},"modified":"2025-03-29T17:13:32","modified_gmt":"2025-03-30T00:13:32","slug":"guide-to-ai-data-governance","status":"publish","type":"post","link":"https:\/\/blog.everpuredata.com\/pt-br\/purely-educational\/guide-to-ai-data-governance\/","title":{"rendered":"Guia para governan\u00e7a de dados de AI \u00a0"},"content":{"rendered":"\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column has-medium-font-size is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:70%\">\n<div class=\"wp-block-group has-border-color has-pure-orange-100-border-color has-primary-background-color has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"border-width:2px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px\">\n<h3 class=\"wp-block-heading\" id=\"h-summary\">Resumo<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">While AI is powering exciting breakthroughs, ensuring AI systems are ethical, reliable, and compliant poses a challenge. AI data governance is a framework of policies, processes, and practices designed to ensure that the data used for AI models is accurate, secure, ethical, and compliant with regulatory requirements.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group pdf-print-hide is-content-justification-right is-nowrap is-layout-flex wp-container-core-group-is-layout-f726d978 wp-block-group-is-layout-flex\"><div class=\"pdfprnt-buttons\"><a href=\"https:\/\/blog.everpuredata.com\/pt-br\/wp-json\/wp\/v2\/posts\/156337?print=pdf\" class=\"pdfprnt-button pdfprnt-button-pdf\" target=\"_blank\" ><img decoding=\"async\" src=\"https:\/\/blog.everpuredata.com\/wp-content\/plugins\/pdf-print-pro\/images\/pdf.png?1953174090\" alt=\"image_pdf\" title=\"Ver PDF\" \/><\/a><a href=\"https:\/\/blog.everpuredata.com\/pt-br\/wp-json\/wp\/v2\/posts\/156337?print=print\" class=\"pdfprnt-button pdfprnt-button-print\" target=\"_blank\" ><img decoding=\"async\" src=\"https:\/\/blog.everpuredata.com\/wp-content\/plugins\/pdf-print-pro\/images\/print.png?245231721\" alt=\"image_print\" title=\"Conte\u00fado de impress\u00e3o\" \/><\/a><\/div>\n<\/div>\n\n\n\n<div id=\"CONTENT\" class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<p class=\"wp-block-paragraph\">J\u00e1 ouviu a frase \u201clixo entrando, lixo saindo\u201d? \u00c9 exatamente assim que a AI funciona em termos de dados usados para trein\u00e1-la. Se dados ruins (ou seja, imprecisos ou incompletos) entrarem, a AI ruim sair\u00e1. Se dados bons (ou seja, precisos e completos) entrarem, uma boa AI ser\u00e1 lan\u00e7ada. Por intelig\u00eancia AI \u201cboa\u201d, queremos dizer justo e preciso.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">O problema \u00e9 a complexidade e a quantidade de dados usados para treinar modelos de AI e aprendizado de m\u00e1quina. \u00c9 muito para gerenciar. Da\u00ed a necessidade de governan\u00e7a de dados de AI, que \u00e9 basicamente as maneiras, ou seja, pol\u00edticas e processos, as organiza\u00e7\u00f5es garantem que os dados que alimentam em seus modelos de AI sejam seguros, precisos, relevantes e completos.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Uma boa governan\u00e7a de dados de AI melhora o desempenho do modelo, aumenta a confiabilidade, cria confian\u00e7a e leva a resultados \u00e9ticos de AI que n\u00e3o s\u00e3o tendenciosos de forma alguma. Todas as grandes vit\u00f3rias, certo?\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Continue lendo para explorar todos os elementos essenciais da governan\u00e7a de dados de AI para dados de treinamento, incluindo:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Os principais princ\u00edpios e objetivos da governan\u00e7a de dados de AI para dados de treinamento<\/li>\n\n\n\n<li>Desafios comuns na governan\u00e7a de dados de AI <\/li>\n\n\n\n<li>Pr\u00e1ticas recomendadas para estabelecer estruturas eficazes de governan\u00e7a de dados de AI <\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-key-components-of-ai-data-governance\">Principais componentes da governan\u00e7a de dados de AI <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Provavelmente n\u00e3o \u00e9 dif\u00edcil imaginar o que compreende governan\u00e7a de dados, mas definir e explorar esses termos pode ser \u00fatil.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">H\u00e1 uma \u201cqualidade de dados\u201d geral, \u00e9 claro. Isso pode ser muito subjetivo, mas se resume essencialmente \u00e0 consist\u00eancia, integridade e corre\u00e7\u00e3o dos dados, o que significa a elimina\u00e7\u00e3o de erros, duplicatas e informa\u00e7\u00f5es irrelevantes. A qualidade tamb\u00e9m envolve dados inadequados. Por exemplo, isso j\u00e1 faz um tempo, mas em 2016 o chatbot de AI da Microsoft, Tay, se transformou em um desastre de rela\u00e7\u00f5es p\u00fablicas quando <a href=\"https:\/\/spectrum.ieee.org\/in-2016-microsofts-racist-chatbot-revealed-the-dangers-of-online-conversation\" target=\"_blank\" rel=\"noreferrer noopener\">come\u00e7ou a cuspir respostas racistas<\/a>. Por qu\u00ea? Porque ela aprendeu seus valores e linguagem no Twitter.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Uma boa governan\u00e7a de dados tamb\u00e9m prioriza a conformidade com regulamentos de privacidade, como <a href=\"https:\/\/blog.everpuredata.com\/perspectives\/gdpr-data-encryption-dilemma\/\" target=\"_blank\" rel=\"noreferrer noopener\">GDPR<\/a> ou CCPA. A auditoria est\u00e1 aqui para garantir a anonimiza\u00e7\u00e3o e minimiza\u00e7\u00e3o de dados, o consentimento do usu\u00e1rio e a transpar\u00eancia sobre o uso de dados. As multas do GDPR <a href=\"https:\/\/www.itpro.com\/security\/gdpr\/gdpr-fines-mightve-dipped-last-year-but-dont-get-complacent-personal-liability-risks-are-rising\" target=\"_blank\" rel=\"noreferrer noopener\">podem ter ca\u00eddo<\/a>, mas isso n\u00e3o significa que as organiza\u00e7\u00f5es ainda n\u00e3o devam estar atentas.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A seguran\u00e7a \u00e9 outro aspecto importante da governan\u00e7a de dados de AI. Proteger dados de treinamento confidenciais e propriet\u00e1rios contra acesso ou viola\u00e7\u00f5es n\u00e3o autorizados envolve a implementa\u00e7\u00e3o de mecanismos robustos <a href=\"https:\/\/www.purestorage.com\/knowledge\/what-is-file-level-encryption.html\" target=\"_blank\" rel=\"noreferrer noopener\">de criptografia<\/a> e controle de acesso e monitoramento de vulnerabilidades e uso n\u00e3o autorizado de dados. As empresas tamb\u00e9m precisam garantir armazenamento e transmiss\u00e3o seguros de conjuntos de dados de treinamento.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-ai-data-governance-challenges\">Desafios da governan\u00e7a de dados de AI <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Certas coisas comuns tendem a tornar a governan\u00e7a de dados de AI desafiadora.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Todos j\u00e1 ouvimos falar de \u201csilos de dados\u201d, por exemplo. Os silos de dados dificultam o gerenciamento coeso dos dados de treinamento de AI, levando a inconsist\u00eancias e inefici\u00eancias. O que pode ajudar com silos de dados? Implementa\u00e7\u00e3o de reposit\u00f3rios de dados centralizados ou arquiteturas de data lake para consolidar conjuntos de dados. Voc\u00ea tamb\u00e9m pode usar ferramentas e plataformas de integra\u00e7\u00e3o de dados para simplificar o acesso e garantir consist\u00eancia.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A falta de padroniza\u00e7\u00e3o \u00e9 outro problema. Diferentes fontes e formatos de dados podem dificultar o gerenciamento e a governan\u00e7a com efic\u00e1cia, reduzindo a interoperabilidade e complicando os fluxos de trabalho de pr\u00e9-processamento e treinamento. \u00c0s vezes, \u00e9 dif\u00edcil saber de onde seus dados est\u00e3o vindo. Padronizar formatos, r\u00f3tulos e metadados pode ajudar muito a facilitar isso.\u00a0 Voc\u00ea tamb\u00e9m pode desenvolver pr\u00e1ticas robustas de documenta\u00e7\u00e3o e manter uma trilha de auditoria clara para todos os processos de dados. Use ferramentas que rastreiam a linhagem, as transforma\u00e7\u00f5es e o uso de dados durante todo o ciclo de vida da AI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Al\u00e9m disso, a grande quantidade e a variedade de dados de treinamento necess\u00e1rios para modelos de AI e ML podem ser surpreendentes. <a href=\"https:\/\/www.purestorage.com\/knowledge\/what-is-unstructured-data.html\" target=\"_blank\" rel=\"noreferrer noopener\">Dados n\u00e3o estruturados<\/a>, por exemplo, (por exemplo, texto, imagens, v\u00eddeo) apresentam seu pr\u00f3prio conjunto de problemas para armazenamento e an\u00e1lise. Investir em infraestrutura escal\u00e1vel, como plataformas baseadas em nuvem e <a href=\"https:\/\/www.purestorage.com\/knowledge\/what-is-tiered-data-storage.html\" target=\"_blank\" rel=\"noreferrer noopener\">armazenamento de dados em camadas<\/a>, pode ajudar com isso.\u00a0<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-conclusion\">Conclus\u00e3o<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Lembre-se: entrada de lixo, sa\u00edda de lixo. Garantir que voc\u00ea n\u00e3o esteja alimentando o lixo dos modelos de AI \u00e9 um esfor\u00e7o de toda a empresa que exige colabora\u00e7\u00e3o cruzada massiva. Esse tipo de informa\u00e7\u00e3o \u00e9 desnecess\u00e1rio, mas sua empresa deve ter pol\u00edticas abrangentes que abranjam coleta, armazenamento, uso e reten\u00e7\u00e3o de dados.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Uma grande parte de todas as op\u00e7\u00f5es acima \u00e9 ter a infraestrutura de dados certa para dar suporte \u00e0s suas iniciativas de AI. A <a href=\"https:\/\/www.purestorage.com\/pure-advantage\/platform.html\" target=\"_blank\" rel=\"noreferrer noopener\">plataforma da Pure Storage <\/a> ajuda as organiza\u00e7\u00f5es a maximizar o desempenho e a efici\u00eancia, unificar seus dados, simplificar o gerenciamento do armazenamento de dados e resolver a imprevisibilidade do crescimento da AI. O <a href=\"https:\/\/www.purestorage.com\/products\/unstructured-data-storage.html\" target=\"_blank\" rel=\"noreferrer noopener\">FlashBlade<\/a><sup>\u00ae<\/sup> da Pure Storage<sup>\u00ae<\/sup> \u00e9 uma <a href=\"https:\/\/blog.everpuredata.com\/products\/simplify-enterprise-ai-with-certified-pure-storage-and-nvidia-dgx-superpod\/\" target=\"_blank\" rel=\"noreferrer noopener\">solu\u00e7\u00e3o de armazenamento certificada para NVIDIA DGX SuperPOD<\/a>, e a Pure Storage foi uma das primeiras fornecedoras de armazenamento corporativo a trabalhar com a NVIDIA em solu\u00e7\u00f5es de infraestrutura pronta para intelig\u00eancia artificial certificadas que expandem e aceleram a ado\u00e7\u00e3o da AI.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Saiba mais sobre como voc\u00ea pode <a href=\"https:\/\/www.purestorage.com\/solutions\/ai.html\" target=\"_blank\" rel=\"noreferrer noopener\">se preparar para o futuro e acelerar seus resultados de AI <\/a> com a Pure Storage.\u00a0<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group box-shadow is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-cover is-light\" style=\"min-height:300px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-0 has-background-dim\"><\/span><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"305\" class=\"wp-block-cover__image-background wp-image-152548\" alt=\"AI Data Platform\" src=\"https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2024\/12\/AI-Data-Platform-1024x305.png\" style=\"object-position:82% 49%\" data-object-fit=\"cover\" data-object-position=\"82% 49%\" srcset=\"https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2024\/12\/AI-Data-Platform-1024x305.png 1024w, https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2024\/12\/AI-Data-Platform-728x217.png 728w, https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2024\/12\/AI-Data-Platform-768x229.png 768w, https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2024\/12\/AI-Data-Platform-1536x458.png 1536w, https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2024\/12\/AI-Data-Platform-2048x611.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><div class=\"wp-block-cover__inner-container has-global-padding is-layout-constrained wp-container-core-cover-is-layout-52e20806 wp-block-cover-is-layout-constrained\">\n<div class=\"wp-block-columns is-not-stacked-on-mobile is-layout-flex wp-container-core-columns-is-layout-1c666923 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-container-core-column-is-layout-9053edae wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\" style=\"margin-top:0px;margin-bottom:0px;padding-top:0px;padding-bottom:0px\">\n<p class=\"has-contrast-color has-text-color has-link-color wp-elements-1 wp-block-paragraph\" style=\"font-size:0.6rem\">Whitepaper sobre neg\u00f3cios da Pure Storage <\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading has-contrast-color has-text-color has-link-color wp-elements-2\" id=\"h-the-pure-storage-platform-for-ai-accelerates-and-simplifies-ai-deployments\" style=\"margin-top:0px;margin-bottom:20px;font-size:clamp(1.352rem, 1.352rem + ((1vw - 0.2rem) * 1.413), 2.2rem);line-height:1.2\">A Pure Storage<br\/>Plataforma para AI acelera <br\/>e simplifica as implanta\u00e7\u00f5es de AI <\/h2>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-left is-nowrap is-layout-flex wp-container-core-buttons-is-layout-0fdbba7e wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-font-size\" style=\"font-size:clamp(0.875rem, 0.875rem + ((1vw - 0.2rem) * 0.208), 1rem);line-height:1.2\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/www.purestorage.com\/content\/dam\/pdf\/en\/white-papers\/bwp-the-pure-data-storage-platform-for-ai.pdf\" style=\"background:linear-gradient(190deg,rgba(252,185,0,1) 0%,rgba(255,105,0,1) 100%);padding-top:10px;padding-right:14px;padding-bottom:10px;padding-left:14px\" target=\"_blank\" rel=\"noreferrer noopener\">Leia o whitepaper<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:30%\">\n<div class=\"wp-block-group sticky-content has-mint-green-500-background-color has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"border-radius:20px;padding-top:20px;padding-right:20px;padding-bottom:20px;padding-left:20px\">\n<h2 class=\"wp-block-heading has-text-align-center has-ash-gray-500-color has-text-color has-link-color wp-elements-3\" id=\"h-title\" style=\"font-size:px\">Power AI Success<\/h2>\n\n\n\n<p class=\"has-text-align-center has-ash-gray-500-color has-text-color has-link-color wp-elements-4 wp-block-paragraph\" style=\"font-size:clamp(0.875rem, 0.875rem + ((1vw - 0.2rem) * 0.208), 1rem);\">Learn how Pure Storage can help you accelerate your AI results.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-f8bdad00 wp-block-buttons-is-layout-flex\" style=\"margin-top:1em;margin-bottom:1em\">\n<div class=\"wp-block-button is-style-outline button-sticky is-style-outline--2\"><a class=\"wp-block-button__link has-cloud-white-500-color has-basil-green-500-background-color has-text-color has-background has-link-color has-inter-font-family has-custom-font-size wp-element-button\" href=\"https:\/\/www.purestorage.com\/solutions\/ai.html\" style=\"border-style:none;border-width:0px;border-radius:4px;padding-top:14px;padding-right:16px;padding-bottom:14px;padding-left:16px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.208), 16px);\" target=\"_blank\" rel=\"noreferrer noopener\">Explore AI Solutions<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Neste guia sobre governan\u00e7a de dados de AI, analisamos o que \u00e9, os desafios comuns em torno deles e algumas pr\u00e1ticas recomendadas que as organiza\u00e7\u00f5es podem aproveitar para estabelecer pr\u00e1ticas s\u00f3lidas de governan\u00e7a de dados.<\/p>\n","protected":false},"author":685,"featured_media":155282,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[14594],"tags":[14581],"content-position":[15621],"ppma_author":[14047],"class_list":["post-156337","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-purely-educational","tag-ai-and-machine-learning-pt-br","content-position-featured-articles-ai-and-machine-learning-pt-br"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.4 (Yoast SEO v28.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Guia para governan\u00e7a de dados de AI \u00a0 | Everpure Blog<\/title>\n<meta name=\"description\" content=\"Neste guia sobre governan\u00e7a de dados de AI, analisamos o que \u00e9, os desafios comuns em torno deles e algumas pr\u00e1ticas recomendadas que as 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