{"id":10469,"date":"2021-02-17T08:00:53","date_gmt":"2021-02-17T16:00:53","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/?p=10469"},"modified":"2025-06-13T21:01:54","modified_gmt":"2025-06-14T04:01:54","slug":"enable-ai-driven-insights-using-couchbase-a-practical-framework","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/pt\/enable-ai-driven-insights-using-couchbase-a-practical-framework\/","title":{"rendered":"Habilite insights orientados por IA usando o Couchbase: Uma estrutura pr\u00e1tica"},"content":{"rendered":"<p>Chris Galy, diretor de pessoal da Couchbase, explicou em um artigo que pode ser encontrado com uma r\u00e1pida pesquisa no Google que nossa miss\u00e3o \u00e9 <strong>canalizar nossa paix\u00e3o para resolver problemas dif\u00edceis para que nossos clientes possam inovar e mudar o mundo<\/strong>.<\/p>\n<p>Tudo isso parece muito empolgante, n\u00e3o \u00e9 mesmo? Mas o que \u00e9 inova\u00e7\u00e3o hoje? Esse \u00e9 o tipo de pergunta que pode ser feita a 20 pessoas diferentes e que recebe 20 respostas diferentes.<\/p>\n<p><strong>Gartner<\/strong> vem em nosso socorro, com seu relat\u00f3rio anual sobre a<a href=\"https:\/\/www.gartner.com\/smarterwithgartner\/gartner-top-10-strategic-technology-trends-for-2020\/\"><strong> principais tend\u00eancias tecnol\u00f3gicas estrat\u00e9gicas<\/strong><\/a>um quadro bastante preciso vindo diretamente dos l\u00edderes do setor. Para este artigo, li os relat\u00f3rios que v\u00e3o de 2018 a 2021 e, embora n\u00e3o v\u00e1 me aprofundar nos detalhes, identifiquei <strong>quatro for\u00e7as motrizes<\/strong>:<\/p>\n<ol>\n<li><strong>Automa\u00e7\u00e3o e aumento das opera\u00e7\u00f5es di\u00e1rias<\/strong><\/li>\n<li><strong>Opera\u00e7\u00f5es de nuvem h\u00edbrida e integra\u00e7\u00e3o global<\/strong><\/li>\n<li><strong>Tomada de decis\u00e3o aut\u00f4noma<\/strong><\/li>\n<li><strong>Impulsionar o comportamento do cliente<\/strong><\/li>\n<\/ol>\n<p>\u00c9 justo dizer que a IA e o aprendizado de m\u00e1quina podem desempenhar um papel importante no suporte a pelo menos tr\u00eas dessas quatro \u00e1reas. Ent\u00e3o, vamos falar sobre a <strong>Oportunidade de IA<\/strong>.<\/p>\n<h2>A oportunidade da IA<\/h2>\n<p>Vamos come\u00e7ar com alguns n\u00fameros fornecidos pela McKinsey; em seu estudo \"<a href=\"https:\/\/www.mckinsey.com\/featured-insights\/artificial-intelligence\/notes-from-the-ai-frontier-modeling-the-impact-of-ai-on-the-world-economy\"><em>Modelagem do impacto da IA na economia mundial<\/em><\/a>\", eles estimam que <strong>A IA proporcionar\u00e1 13 trilh\u00f5es de d\u00f3lares em produ\u00e7\u00e3o econ\u00f4mica adicional at\u00e9 2030, aumentando o PIB global em 1,2% por ano<\/strong>.<\/p>\n<p>Se esses n\u00fameros n\u00e3o o assustam o suficiente, considere que isso significa que h\u00e1 13 empresas em potencial do tamanho da Amazon ou do Google que s\u00e3o <strong>ainda a ser criado<\/strong>.<\/p>\n<p>Em 2018, a Consumer Technology Association realizou um estudo sobre os benef\u00edcios obtidos pela Intelig\u00eancia Artificial em empresas de varejo em todo o mundo; os tr\u00eas principais benef\u00edcios identificados pelos entrevistados foram:<\/p>\n<ul>\n<li>economia de custos<\/li>\n<li>aumento da produtividade<\/li>\n<li>aumento da receita<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-10475 size-full\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/2021\/01\/Screen-Shot-2021-01-25-at-11.36.43-AM.png\" alt=\"\" width=\"785\" height=\"738\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-25-at-11.36.43-AM.png 785w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-25-at-11.36.43-AM-300x282.png 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-25-at-11.36.43-AM-768x722.png 768w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-25-at-11.36.43-AM-20x20.png 20w\" sizes=\"auto, (max-width: 785px) 100vw, 785px\" \/><\/p>\n<p>Talvez voc\u00ea queira conversar com seu amigo com forma\u00e7\u00e3o em economia e neg\u00f3cios (todos n\u00f3s temos uma) para confirmar como esses benef\u00edcios est\u00e3o afetando diretamente os fatores cr\u00edticos de lucro.<\/p>\n<p>Em outros termos, <strong>A IA gera lucro<\/strong>.<\/p>\n<p>Isso deve ser suficiente para que qualquer CTO do mundo d\u00ea o pontap\u00e9 inicial nas iniciativas orientadas por IA, mas ent\u00e3o por que h\u00e1 um sentimento comum de que o estado da IA n\u00e3o est\u00e1 \u00e0 altura do hype?<\/p>\n<p><strong>Andrew NG<\/strong>O Dr. K., cofundador da Coursera, Deeplearning.ai, professor em Stanford e ex-diretor do laborat\u00f3rio de IA, compartilhou suas ideias sobre esse assunto em uma carta para a Harvard Business Review. Ele identificou oito motivos principais que est\u00e3o impedindo as empresas de adotar a an\u00e1lise avan\u00e7ada:<\/p>\n<ol>\n<li>Habilidades<\/li>\n<li>Escolhendo os projetos certos<\/li>\n<li>Ades\u00e3o do CEO<\/li>\n<li>Fluxos de trabalho e processos de IA<\/li>\n<li>Infraestrutura de TI<\/li>\n<li>Regulamenta\u00e7\u00e3o<\/li>\n<li>Cultura orientada por dados<\/li>\n<li>Medo de se tornar redundante<\/li>\n<\/ol>\n<p>Para o escopo do artigo de hoje, e para respeitar o tempo dos leitores, abordarei tr\u00eas desses componentes: projetos, medo e arquitetura.<\/p>\n<h2>Escolhendo os projetos certos<\/h2>\n<p>Como come\u00e7ar? Como muitas coisas na vida, come\u00e7ar \u00e9 geralmente a etapa mais desafiadora. A Forbes compartilhou um estudo comparando a efic\u00e1cia do aprendizado de m\u00e1quina com a an\u00e1lise cl\u00e1ssica e mostrou quatro casos de uso principais em que a IA superar\u00e1 o BI cl\u00e1ssico:<\/p>\n<ul>\n<li>Identifica\u00e7\u00e3o proativa de ataques<\/li>\n<li>Segmenta\u00e7\u00e3o proativa de clientes<\/li>\n<li>Previs\u00e3o de padr\u00f5es de gastos<\/li>\n<li>Impulsionar a experi\u00eancia e o comportamento do cliente<\/li>\n<\/ul>\n<p>Como espero que voc\u00ea perceba, esses casos de uso s\u00e3o praticamente aplic\u00e1veis em todas as verticais de neg\u00f3cios - portanto, independentemente do seu setor, h\u00e1 uma oportunidade de explorar a IA.<\/p>\n<h2>Medo de se tornar redundante<\/h2>\n<p>O segundo bloqueador que vou abordar \u00e9 o medo. O medo da mudan\u00e7a, o medo de se tornar redundante, o medo da interrup\u00e7\u00e3o. Vou pegar emprestadas algumas palavras de sabedoria de <strong>Ben Pring<\/strong>Diretor de lideran\u00e7a de pensamento da Cognizant e autor do livro \"<em>O que fazer quando as m\u00e1quinas fazem tudo<\/em>\".<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-10474 size-full alignleft\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/2021\/01\/images.jpg\" alt=\"\" width=\"225\" height=\"225\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/images.jpg 225w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/images-150x150.jpg 150w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/images-65x65.jpg 65w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/images-50x50.jpg 50w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/images-20x20.jpg 20w\" sizes=\"auto, (max-width: 225px) 100vw, 225px\" \/>O Sr. Pring nos mostra o que normalmente acontece quando uma inven\u00e7\u00e3o d\u00e1 origem a uma inova\u00e7\u00e3o imprevista, apresentando-nos o chamado <strong>Efeito de brotamento<\/strong>: Edwin Budding \u00e9 o inventor do cortador de grama. Quando patenteou sua inven\u00e7\u00e3o em 1830, ele provavelmente nunca teria imaginado como o cortador de grama serviria como um momento decisivo para o setor esportivo.<\/p>\n<p>Antes do cortador de grama, n\u00e3o havia campos de r\u00fagbi, campos de futebol ou quadras de t\u00eanis: o setor esportivo moderno nasceu de alguma forma com o Budding.<\/p>\n<p>Em termos mais gerais, os efeitos da Budding Effects afirmam que <strong>a inova\u00e7\u00e3o cria a disrup\u00e7\u00e3o<\/strong>ou um v\u00e1cuo, se preferir, <strong>que traz oportunidades para aqueles dispostos a preencher essa lacuna ou atender a novas necessidades<\/strong>. N\u00e3o se trata de uma linha de chegada, mas de um novo come\u00e7o, sempre e sempre.<\/p>\n<p>Ben Pring identifica a IA como o combust\u00edvel subjacente da <strong>Quarta Revolu\u00e7\u00e3o Industrial<\/strong>Ao fazer isso, ele prev\u00ea que alguns empregos provavelmente desaparecer\u00e3o, como sempre aconteceu em qualquer Revolu\u00e7\u00e3o Industrial, mas a quantidade geral de riqueza aumentar\u00e1 para a maioria das pessoas. Os empregos com transforma\u00e7\u00e3o e os seres humanos poder\u00e3o se concentrar mais naquilo que os torna especiais: intui\u00e7\u00e3o e criatividade.<\/p>\n<p>Em outros termos, pode-se pensar que a IA dar\u00e1 origem a <strong>um novo Renascimento digital<\/strong>. Que \u00e9poca emocionante para se viver!<\/p>\n<h2>Arquiteturas de TI<\/h2>\n<p>Antes de come\u00e7ar, foi importante esbo\u00e7ar um plano e abordar nossas preocupa\u00e7\u00f5es. Agora vamos nos concentrar nas ferramentas de que precisaremos.<\/p>\n<p>Conforme ilustrado no diagrama abaixo, o surgimento das arquiteturas orientadas por eventos acabou nos permitindo criar um mecanismo de feedback para o aprimoramento cont\u00ednuo dos servi\u00e7os digitais, combinando dados e decis\u00f5es orientadas por eventos.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-10470 size-large\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/2021\/01\/Screen-Shot-2021-01-19-at-10.35.31-PM-1024x437.png\" alt=\"\" width=\"900\" height=\"384\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-19-at-10.35.31-PM-1024x437.png 1024w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-19-at-10.35.31-PM-300x128.png 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-19-at-10.35.31-PM-768x328.png 768w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-19-at-10.35.31-PM-1536x656.png 1536w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-19-at-10.35.31-PM-20x9.png 20w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-19-at-10.35.31-PM-1320x564.png 1320w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-19-at-10.35.31-PM.png 1892w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/p>\n<ul>\n<li>As decis\u00f5es baseadas em dados s\u00e3o fundamentais para impulsionar as opera\u00e7\u00f5es di\u00e1rias dos servi\u00e7os<\/li>\n<li>As decis\u00f5es orientadas por eventos, por outro lado, fornecem insights sobre oportunidades desconhecidas e, portanto, impulsionam a estrat\u00e9gia<\/li>\n<\/ul>\n<p>As organiza\u00e7\u00f5es dispostas a liderar a Quarta Revolu\u00e7\u00e3o Industrial precisar\u00e3o de plataformas de TI capazes de fornecer dados e informa\u00e7\u00f5es orientadas por eventos, prontas para se adaptar \u00e0s demandas aceleradas dos clientes de hoje, aproveitando a escalabilidade el\u00e1stica maci\u00e7a fornecida por arquiteturas distribu\u00eddas e sem servidor.<\/p>\n<p>Adivinhe s\u00f3? O Couchbase oferece todos esses recursos e muito mais!<\/p>\n<h2>Uma estrutura pr\u00e1tica para implanta\u00e7\u00e3o de IA usando o Couchbase<\/h2>\n<p>Como tudo isso pode se concretizar na vida real, voc\u00ea pode se perguntar. Bem, nosso site oferece v\u00e1rias hist\u00f3rias de sucesso de clientes, incluindo o incr\u00edvel trabalho realizado por <strong>Seenit<\/strong> que eu recomendo dar uma olhada <strong><a href=\"https:\/\/www.youtube.com\/embed\/ZZaFSuZduhE\">aqui<\/a><\/strong>.<\/p>\n<p>No entanto, vou orient\u00e1-lo em um caso de uso comum que surgiu muitas vezes recentemente, sobre o uso do Couchbase e da IA para melhorar a segmenta\u00e7\u00e3o e a experi\u00eancia do cliente (lembra-se das quatro for\u00e7as motrizes de que falamos?).<\/p>\n<p>Vamos supor que haja um aplicativo t\u00edpico de central de servi\u00e7os em execu\u00e7\u00e3o no Couchbase. Em uma abordagem \"tradicional\", pr\u00e9-AI, o diagrama de alto n\u00edvel de sua implementa\u00e7\u00e3o provavelmente ter\u00e1 a seguinte apar\u00eancia:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-10471 size-large\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/2021\/01\/Screen-Shot-2021-01-19-at-10.52.27-PM-1024x721.png\" alt=\"\" width=\"900\" height=\"634\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-19-at-10.52.27-PM-1024x721.png 1024w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-19-at-10.52.27-PM-300x211.png 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-19-at-10.52.27-PM-768x541.png 768w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-19-at-10.52.27-PM-20x14.png 20w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-19-at-10.52.27-PM.png 1196w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/p>\n<p>O <strong>fluxo de trabalho ass\u00edncrono<\/strong> seria o seguinte:<\/p>\n<ol>\n<li>O cliente faz uma chamada<\/li>\n<li>O agente do Help Desk gerencia a chamada, coletando alguns metadados (ID do chamador, notas, etc.)<\/li>\n<li>Quando a chamada termina, as anota\u00e7\u00f5es dos agentes do Help Desk s\u00e3o armazenadas no Couchbase<\/li>\n<li>A grava\u00e7\u00e3o da chamada \u00e9 colocada em uma solu\u00e7\u00e3o dedicada de armazenamento de linha fria<\/li>\n<li>O URL da grava\u00e7\u00e3o \u00e9 gravado de volta no Couchbase, no documento relacionado<\/li>\n<\/ol>\n<p>Essa abordagem funciona bem porque permite tirar proveito da capacidade do Couchbase de armazenar dados de forma ass\u00edncrona, em um formato n\u00e3o estruturado, em uma velocidade e volume alucinantes. Em uma abordagem de BI tradicional, gra\u00e7as ao <strong>Escala multidimensional (MDS)<\/strong> voc\u00ea poderia estar usando mais tarde <strong>N1QL<\/strong> consultas, <strong>Pesquisa de texto completo<\/strong>ou <strong>An\u00e1lises<\/strong> sobre o cluster do Couchbase sem afetar o estado operacional do seu aplicativo de Help Desk.<\/p>\n<p>E quanto \u00e0 IA? Fico feliz que tenha perguntado, vamos expandir um pouco nosso fluxo de trabalho - veja o diagrama abaixo; o novo fluxo de trabalho se baseia na implementa\u00e7\u00e3o tradicional, acrescentando a capacidade de executar modelos de aprendizado de m\u00e1quina e IA para extrair a conversa real, compar\u00e1-la e obter insights sobre-humanos.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-10473 size-large\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/2021\/01\/Screen-Shot-2021-01-19-at-10.58.11-PM-1024x497.png\" alt=\"\" width=\"900\" height=\"437\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-19-at-10.58.11-PM-1024x497.png 1024w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-19-at-10.58.11-PM-300x146.png 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-19-at-10.58.11-PM-768x373.png 768w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-19-at-10.58.11-PM-1536x745.png 1536w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-19-at-10.58.11-PM-20x10.png 20w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-19-at-10.58.11-PM-1320x640.png 1320w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2021\/01\/Screen-Shot-2021-01-19-at-10.58.11-PM.png 1818w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/p>\n<p>A vers\u00e3o atualizada <strong>fluxo de trabalho ass\u00edncrono<\/strong> seria o seguinte:<\/p>\n<ol>\n<li>O cliente faz uma chamada<\/li>\n<li>O agente do Help Desk gerencia a chamada, coletando alguns metadados (ID do chamador, notas, etc.)<\/li>\n<li>Quando a chamada termina, as anota\u00e7\u00f5es dos agentes do Help Desk s\u00e3o armazenadas no Couchbase<\/li>\n<li>A grava\u00e7\u00e3o da chamada \u00e9 colocada em uma solu\u00e7\u00e3o dedicada de armazenamento de linha fria<\/li>\n<li>O URL da grava\u00e7\u00e3o \u00e9 gravado de volta no Couchbase, no documento relacionado<\/li>\n<li>Um algoritmo de aprendizado de m\u00e1quina \u00e9 executado sobre a grava\u00e7\u00e3o, seja por meio de MLaaS ou de um modelo propriet\u00e1rio, minerando a pr\u00f3pria grava\u00e7\u00e3o (prefer\u00edvel, pois permite capturar nuances na conversa) ou uma transcri\u00e7\u00e3o; al\u00e9m disso, lembre-se de que:\n<ul>\n<li>Diferentes modelos podem ser executados para diferentes finalidades. <strong>estrat\u00e9gia de v\u00e1rios modelos<\/strong><\/li>\n<li>Diferentes modelos podem ser combinados para melhorar os resultados. <strong>estrat\u00e9gia de liquidificador<\/strong><\/li>\n<\/ul>\n<\/li>\n<li>Os metadados gerados pelo modelo s\u00e3o armazenados no documento do Couchbase relacionado<\/li>\n<li>Os analistas podem ent\u00e3o executar consultas N1QL, Full-Text Search, Analytics ou at\u00e9 mesmo criar acionadores de eventos com base no conjunto de dados enriquecido<\/li>\n<li>Os cientistas de dados podem obter insights aprimorados sobre a efic\u00e1cia dos modelos de previs\u00e3o e agir de acordo com eles;<\/li>\n<\/ol>\n<p>Essa abordagem se baseia na <strong>vantagem da orquestra\u00e7\u00e3o sobre o isolamento<\/strong>Isso significa usar quantas ferramentas especializadas forem necess\u00e1rias para realizar o trabalho, em vez de for\u00e7ar uma abordagem do tipo \"uma ferramenta para tudo\", que normalmente leva a for\u00e7ar uma solu\u00e7\u00e3o a realizar um trabalho para o qual n\u00e3o foi projetada.<\/p>\n<p>Al\u00e9m disso, observe como decidi executar modelos de previs\u00e3o em uma abordagem reativa (na grava\u00e7\u00e3o da chamada), embora fosse poss\u00edvel execut\u00e1-los de forma proativa (ou seja, em tempo real); para o prop\u00f3sito deste artigo, optei por manter as coisas o mais simples poss\u00edvel, com o objetivo de falar com um p\u00fablico disposto a iniciar sua jornada na an\u00e1lise orientada por IA.<\/p>\n<h2>Chamado \u00e0 a\u00e7\u00e3o: crie uma ruptura!<\/h2>\n<p>Espero que voc\u00ea tenha gostado desta leitura, mas aqui est\u00e3o mais alguns recursos para voc\u00ea come\u00e7ar:<\/p>\n<ul>\n<li>Identifique o caso de uso certo: isso pode ser t\u00e3o simples quanto expandir um caso de uso existente para o qual voc\u00ea j\u00e1 est\u00e1 aproveitando o Couchbase; entre em contato com seu engenheiro de vendas para iniciar uma conversa ou confira nosso <strong><a href=\"https:\/\/www.couchbase.com\/blog\/pt\/customers\/\">Estudos de casos de clientes<\/a><\/strong>;<\/li>\n<li>No entanto, muitos provedores de nuvem oferecem solu\u00e7\u00f5es de MLaaS democratizadas que permitir\u00e3o que voc\u00ea comece com um or\u00e7amento limitado:\n<ul>\n<li>O Google <strong><a href=\"https:\/\/cloud.google.com\/ai-platform\">Plataforma de IA<\/a><\/strong> e <strong><a href=\"https:\/\/cloud.google.com\/automl\">Recursos do AutoML<\/a><\/strong><\/li>\n<li>Compara\u00e7\u00e3o entre as ofertas da AWS, GCP e IBM - <strong><a href=\"https:\/\/www.altexsoft.com\/blog\/datascience\/comparing-machine-learning-as-a-service-amazon-microsoft-azure-google-cloud-ai-ibm-watson\/\">clique aqui<\/a><\/strong><\/li>\n<\/ul>\n<\/li>\n<li>Como uma alternativa ao MLaaS, aproveite o Splunk - como explicamos em nosso <a href=\"https:\/\/www.couchbase.com\/blog\/pt\/when-couchbase-meets-splunk-the-real-time-ai-driven-data-analytics-platform\/\"><strong>postagem no blog<\/strong><\/a><\/li>\n<\/ul>\n<p>Se tiver alguma d\u00favida, entre em contato conosco em <strong><a href=\"mailto:info@couchbase.com\">info@couchbase.com<\/a><\/strong><\/p>","protected":false},"excerpt":{"rendered":"<p>Chris Galy, Chief People Officer at Couchbase, explained in an article you can find with a quick Google search that our mission is about channeling our passion to solve hard problems so our customers can innovate and change the world. [&hellip;]<\/p>","protected":false},"author":68758,"featured_media":13873,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[10122,1815,2294,1821,2225,1816,2165,9417,2389,1812,2201],"tags":[1829,1832,2039,1848,2140,1725,1562],"ppma_author":[9116],"class_list":["post-10469","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence-ai","category-best-practices-and-tutorials","category-analytics","category-couchbase-architecture","category-cloud","category-couchbase-server","category-full-text-search","category-performance","category-solutions","category-n1ql-query","category-tools-sdks","tag-bi","tag-cloud9charts","tag-digital-transformation","tag-infer","tag-machine-learning","tag-nosql-database","tag-replication"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.0 (Yoast SEO v26.0) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Enable AI-driven Insights Using Couchbase: A Practical Framework - The Couchbase Blog<\/title>\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.couchbase.com\/blog\/pt\/enable-ai-driven-insights-using-couchbase-a-practical-framework\/\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Enable AI-driven Insights Using Couchbase: A Practical Framework\" \/>\n<meta property=\"og:description\" content=\"Chris Galy, Chief People Officer at Couchbase, explained in an article you can find with a quick Google search that our mission is about channeling our passion to solve hard problems so our customers can innovate and change the world. 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