{"id":14551,"date":"2024-10-23T15:55:19","date_gmt":"2024-10-23T15:55:19","guid":{"rendered":"https:\/\/cheesecakelabs.com\/blog\/inteligencia-artificial-alem-da-genai\/"},"modified":"2026-08-15T06:57:33","modified_gmt":"2026-08-15T06:57:33","slug":"inteligencia-artificial-alem-da-genai","status":"publish","type":"post","link":"https:\/\/cheesecakelabs.com\/blog\/br\/inteligencia-artificial-alem-da-genai\/","title":{"rendered":"Intelig\u00eancia artificial al\u00e9m da GenAI: o estado da tecnologia"},"content":{"rendered":"\n<p>A Cheesecake Labs publicou um novo material para executivos de tecnologia: <a href=\"https:\/\/content.cheesecakelabs.com\/ai-tech-research\" target=\"_blank\" rel=\"noreferrer noopener\">Artificial Intelligence Beyond GenAI: State of Tech Research in 2024.<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/content.cheesecakelabs.com\/ai-tech-research\" target=\"_blank\" rel=\"noreferrer noopener\"><img decoding=\"async\" width=\"1200\" height=\"630\" src=\"https:\/\/ckl-website-static.s3.amazonaws.com\/wp-content\/uploads\/2024\/10\/ai-report-beyond-gen-ai.jpg\" alt=\"ia al\u00e9m do hype insights pr\u00e1ticos para profissionais de tecnologia constru\u00edrem e escalarem melhor\" class=\"wp-image-12335\" srcset=\"https:\/\/ckl-website-static.s3.amazonaws.com\/wp-content\/uploads\/2024\/10\/ai-report-beyond-gen-ai.jpg 1200w, https:\/\/ckl-website-static.s3.amazonaws.com\/wp-content\/uploads\/2024\/10\/ai-report-beyond-gen-ai-600x315.jpg 600w, https:\/\/ckl-website-static.s3.amazonaws.com\/wp-content\/uploads\/2024\/10\/ai-report-beyond-gen-ai-768x403.jpg 768w, https:\/\/ckl-website-static.s3.amazonaws.com\/wp-content\/uploads\/2024\/10\/ai-report-beyond-gen-ai-760x399.jpg 760w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Por que este relat\u00f3rio importa<\/strong><\/h2>\n\n\n\n<p>A IA \u00e9 um mercado projetado em <a href=\"https:\/\/www.pwc.com\/gx\/en\/issues\/artificial-intelligence.html\" target=\"_blank\" rel=\"noreferrer noopener\">US$ 15,7 trilh\u00f5es at\u00e9 2030<\/a>. Mas, com o volume de not\u00edcias e opini\u00f5es em torno da tecnologia, como identificar o que de fato importa?<\/p>\n\n\n\n<p>Nosso relat\u00f3rio \u00e9 direto e cobre o que voc\u00ea precisa saber como l\u00edder de tecnologia:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Conhe\u00e7a o ecossistema t\u00e9cnico que sustenta a inova\u00e7\u00e3o em IA<\/li>\n\n\n\n<li>Veja a IA aplicada no mundo real e identifique oportunidades para o seu neg\u00f3cio<\/li>\n\n\n\n<li>Entenda os modelos de precifica\u00e7\u00e3o de IA para dimensionar o custo do seu projeto<\/li>\n<\/ul>\n\n\n\n<p>Se voc\u00ea est\u00e1 come\u00e7ando em IA ou quer aprimorar funcionalidades baseadas em IA nos produtos que j\u00e1 tem, este whitepaper ajuda a direcionar suas iniciativas.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><a href=\"https:\/\/content.cheesecakelabs.com\/ai-tech-research\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Leia o relat\u00f3rio completo.<\/strong><\/a><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>As ferramentas que sustentam o crescimento da IA<\/strong><\/h2>\n\n\n\n<p>O relat\u00f3rio destrincha as ferramentas essenciais em projetos de IA para voc\u00ea se situar. Mostramos o stack t\u00e9cnico que engenheiros e cientistas de dados usam para desenvolver modelos de IA, incluindo:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Linguagem principal e bibliotecas centrais<\/strong><\/h3>\n\n\n\n<p><strong>Python<\/strong> segue como a principal linguagem de desenvolvimento em IA porque tem bibliotecas amplas, otimizadas para machine learning local e de baixo custo computacional, entre elas:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Pandas<\/strong> para an\u00e1lise e manipula\u00e7\u00e3o de dados de forma r\u00e1pida e intuitiva<\/li>\n\n\n\n<li><strong>Scikit-learn<\/strong> para minera\u00e7\u00e3o e an\u00e1lise de dados com efici\u00eancia<\/li>\n\n\n\n<li><strong>Matplotlib<\/strong> para visualiza\u00e7\u00f5es est\u00e1ticas, animadas e interativas<\/li>\n\n\n\n<li><strong>Streamlit<\/strong> para construir aplica\u00e7\u00f5es web e dashboards<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Frameworks de deep learning<\/strong><\/h3>\n\n\n\n<p>Os times de desenvolvimento usam estas ferramentas para construir e treinar <a href=\"https:\/\/cheesecakelabs.com\/blog\/construindo-redes-neurais-do-zero\/\">redes neurais<\/a>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>TensorFlow <\/strong>para deploys em produ\u00e7\u00e3o em larga escala, especialmente projetos com TPU<\/li>\n\n\n\n<li><strong>PyTorch <\/strong>para treinar modelos mais r\u00e1pido com suporte a GPU e CPU, adequado a modelos grandes e aplica\u00e7\u00f5es em tempo real<\/li>\n\n\n\n<li><strong>JAX <\/strong>para machine learning de alto desempenho, com \u00e1lgebra linear acelerada e diferencia\u00e7\u00e3o autom\u00e1tica<\/li>\n\n\n\n<li><strong>Keras <\/strong>para construir e treinar redes neurais em cima de TensorFlow, PyTorch ou JAX<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Bancos de dados vetoriais<\/strong><\/h3>\n\n\n\n<p>Esses bancos lidam com os grandes volumes de dados que sustentam as aplica\u00e7\u00f5es de IA de hoje:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>ChromaDB<\/strong> para armazenamento flex\u00edvel, pensado para quem desenvolve em Python e JavaScript<\/li>\n\n\n\n<li><strong>FAISS<\/strong> (do time de pesquisa em IA da Meta) para buscas por similaridade eficientes e clusteriza\u00e7\u00e3o de vetores densos, acess\u00edvel por um wrapper em Python<\/li>\n\n\n\n<li><strong>Pinecone <\/strong>para gest\u00e3o de dados escal\u00e1vel na nuvem<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Servi\u00e7os de IA prontos para uso<\/strong><\/h3>\n\n\n\n<p>Esses modelos prontos podem ser customizados para tarefas espec\u00edficas, o que permite fazer o deploy de solu\u00e7\u00f5es de IA rapidamente, sem um treinamento extenso:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Amazon SageMaker <\/strong>para criar, treinar e experimentar novos modelos fundacionais de ML e modelos open source<\/li>\n\n\n\n<li><strong>Google Colab<\/strong> para programar em time, com acesso gratuito a Jupyter Notebooks online<\/li>\n\n\n\n<li><strong>Amazon Bedrock<\/strong> para conectar a diversos modelos fundacionais das principais empresas de IA, com treinamento usando dados pr\u00f3prios e provisionamento sob demanda ou por tempo contratado<\/li>\n\n\n\n<li><strong>Amazon Kendra <\/strong>para solu\u00e7\u00f5es de busca intelig\u00edvel usando LLMs<\/li>\n\n\n\n<li><strong>Predibase<\/strong> para criar e fazer fine-tune de inst\u00e2ncias com modelos fundacionais open source usando dados pr\u00f3prios<\/li>\n\n\n\n<li><strong>Google Vertex AI<\/strong> para criar inst\u00e2ncias de modelos open source e de terceiros, treinar modelos customizados e desenvolver c\u00f3digo experimental<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><a href=\"https:\/\/content.cheesecakelabs.com\/ai-tech-research\"><strong>Leia o relat\u00f3rio completo.<\/strong><\/a><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Casos de uso de IA no mundo real<\/strong><\/h2>\n\n\n\n<p>A IA est\u00e1 em toda parte, de assistentes virtuais a diagn\u00f3sticos m\u00e9dicos. O relat\u00f3rio examina alguns dos principais <a href=\"https:\/\/cheesecakelabs.com\/services\/ai-development\">avan\u00e7os em IA<\/a> e seus usos pr\u00e1ticos:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Plataformas de processamento de linguagem natural <\/strong>capazes de gerar linguagem humana (como Google Cloud NL API e IBM Watson) j\u00e1 s\u00e3o amplamente aplicadas em filtragem de e-mails, assistentes inteligentes, texto preditivo, tradu\u00e7\u00e3o de idiomas e extra\u00e7\u00e3o de dados.<\/li>\n\n\n\n<li><strong>Tecnologias de speech-to-text <\/strong>como o Apple SiriKit convertem fala em texto para comandos de voz e transcri\u00e7\u00f5es, enquanto <strong>tecnologias de text-to-speech <\/strong>como o AVSpeechSynthesizer, da Apple, transformam texto escrito em \u00e1udio para dispositivos controlados por voz.<\/li>\n\n\n\n<li><strong>Plataformas de chatbot <\/strong>como Dialogflow e Pandorabots simulam conversas humanas para dar respostas e suporte automatizados em diferentes setores.<\/li>\n\n\n\n<li><strong>Ferramentas de gera\u00e7\u00e3o de conte\u00fado <\/strong>como o OpenAI GPT aceleram a produ\u00e7\u00e3o de materiais de marketing, como posts de blog, conte\u00fado para redes sociais e descri\u00e7\u00f5es de produto.<\/li>\n\n\n\n<li><strong>Sistemas de recomenda\u00e7\u00e3o<\/strong> como Amazon Personalize e Google Recommendations analisam dados de uso para sugerir produtos, servi\u00e7os e conte\u00fados direcionados.<\/li>\n\n\n\n<li><strong>Ferramentas de an\u00e1lise preditiva<\/strong> como Google Cloud AI Platform e Microsoft Azure Machine Learning cruzam dados e algoritmos para prever resultados futuros, o que as torna \u00fateis em detec\u00e7\u00e3o de fraude, segmenta\u00e7\u00e3o de clientes, modelagem de risco e sa\u00fade.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/content.cheesecakelabs.com\/ai-tech-research\" target=\"_blank\" rel=\"noreferrer noopener\"><img decoding=\"async\" width=\"1157\" height=\"506\" src=\"https:\/\/ckl-website-static.s3.amazonaws.com\/wp-content\/uploads\/2024\/10\/ai-tech-research-ckl.png\" alt=\"insights aprofundados, solu\u00e7\u00f5es de ia no mundo real, baixe o guia\" class=\"wp-image-12331\" srcset=\"https:\/\/ckl-website-static.s3.amazonaws.com\/wp-content\/uploads\/2024\/10\/ai-tech-research-ckl.png 1157w, https:\/\/ckl-website-static.s3.amazonaws.com\/wp-content\/uploads\/2024\/10\/ai-tech-research-ckl-600x262.png 600w, https:\/\/ckl-website-static.s3.amazonaws.com\/wp-content\/uploads\/2024\/10\/ai-tech-research-ckl-768x336.png 768w, https:\/\/ckl-website-static.s3.amazonaws.com\/wp-content\/uploads\/2024\/10\/ai-tech-research-ckl-760x332.png 760w\" sizes=\"(max-width: 1157px) 100vw, 1157px\" \/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>O custo de inovar com IA<\/strong><\/h2>\n\n\n\n<p>Qual \u00e9 o desembolso financeiro de um projeto de IA? O relat\u00f3rio detalha os modelos de precifica\u00e7\u00e3o mais comuns para ajudar voc\u00ea a escolher tecnologias com custo eficiente:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Precifica\u00e7\u00e3o por recurso <\/strong>cobra pelo tempo total e pelos recursos computacionais consumidos no desenvolvimento do modelo.<\/li>\n\n\n\n<li><strong>Precifica\u00e7\u00e3o por unidade de computa\u00e7\u00e3o <\/strong>cobra os recursos de nuvem conforme o tipo de hardware usado (TPU ou GPU).<\/li>\n\n\n\n<li><strong>Precifica\u00e7\u00e3o de modelos generativos <\/strong>calcula a cobran\u00e7a pelo volume de dados processados, considerando itens como as sa\u00eddas de embeddings.<\/li>\n<\/ul>\n\n\n\n<p>Tamb\u00e9m inclu\u00edmos exemplos reais de precifica\u00e7\u00e3o do Amazon SageMaker e do Amazon Bedrock para mostrar como os custos se estruturam na pr\u00e1tica.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Um case exclusivo da Cheesecake Labs<\/strong><\/h2>\n\n\n\n<p>Veja como constru\u00edmos um chatbot de base de conhecimento que usa o conte\u00fado dos nossos blogs para responder perguntas sobre os servi\u00e7os da Cheesecake Labs.<\/p>\n\n\n\n<p>Detalhamos o percurso t\u00e9cnico do projeto, incluindo como usamos LangChain, ChromaDB e Amazon Bedrock para desenvolver e refinar esse modelo de LLM. O processo pode render ideias para o seu pr\u00f3prio trabalho com IA.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/content.cheesecakelabs.com\/ai-tech-research\" target=\"_blank\" rel=\"noreferrer noopener\"><img decoding=\"async\" width=\"1157\" height=\"506\" src=\"https:\/\/ckl-website-static.s3.amazonaws.com\/wp-content\/uploads\/2024\/10\/ai-tech-research-cheesecake-labs.png\" alt=\"domine as tecnologias de ia e tome decis\u00f5es melhores, baixe agora\" class=\"wp-image-12329\" srcset=\"https:\/\/ckl-website-static.s3.amazonaws.com\/wp-content\/uploads\/2024\/10\/ai-tech-research-cheesecake-labs.png 1157w, https:\/\/ckl-website-static.s3.amazonaws.com\/wp-content\/uploads\/2024\/10\/ai-tech-research-cheesecake-labs-600x262.png 600w, https:\/\/ckl-website-static.s3.amazonaws.com\/wp-content\/uploads\/2024\/10\/ai-tech-research-cheesecake-labs-768x336.png 768w, https:\/\/ckl-website-static.s3.amazonaws.com\/wp-content\/uploads\/2024\/10\/ai-tech-research-cheesecake-labs-760x332.png 760w\" sizes=\"(max-width: 1157px) 100vw, 1157px\" \/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Acertar em IA no seu neg\u00f3cio<\/strong><\/h2>\n\n\n\n<p>Projetos de IA bem-sucedidos partem de uma leitura clara de onde essa tecnologia<em> est\u00e1<\/em> e <em>para onde ela vai.<\/em><\/p>\n\n\n\n<p><a href=\"https:\/\/content.cheesecakelabs.com\/ai-tech-research\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Baixe o relat\u00f3rio completo<\/strong><\/a> para entender melhor o cen\u00e1rio de IA e come\u00e7ar a planejar seu stack t\u00e9cnico e seu or\u00e7amento.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Tem um projeto de IA e precisa de um parceiro de desenvolvimento para tirar do papel? <a href=\"https:\/\/cheesecakelabs.com\/contact\/\" target=\"_blank\" rel=\"noreferrer noopener\">Vamos conversar.<\/a><\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>A Cheesecake Labs publicou um novo material para executivos de tecnologia: Artificial Intelligence Beyond GenAI: State of Tech Research in 2024. Por que este relat\u00f3rio importa A IA \u00e9 um mercado projetado em US$ 15,7 trilh\u00f5es at\u00e9 2030. Mas, com o volume de not\u00edcias e opini\u00f5es em torno da tecnologia, como identificar o que de [&hellip;]<\/p>\n","protected":false},"author":92,"featured_media":12333,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_yoast_wpseo_title":"Intelig\u00eancia artificial al\u00e9m da GenAI: estado da tecnologia","_yoast_wpseo_metadesc":"Intelig\u00eancia artificial al\u00e9m da GenAI: o relat\u00f3rio da Cheesecake Labs sobre as ferramentas que sustentam o crescimento e os casos de uso reais.","_yoast_wpseo_meta-robots-noindex":"","_yoast_wpseo_canonical":"","ai_summary":"O post apresenta o relat\u00f3rio \"Artificial Intelligence Beyond GenAI: State of Tech Research in 2024\", voltado a executivos de tecnologia, que cobre o ecossistema t\u00e9cnico da IA, casos de uso reais e modelos de precifica\u00e7\u00e3o, em um mercado projetado em US$ 15,7 trilh\u00f5es at\u00e9 2030.\nO relat\u00f3rio detalha o stack t\u00e9cnico usado em projetos de IA, incluindo Python e bibliotecas centrais, frameworks de deep learning (TensorFlow, PyTorch, JAX, Keras), bancos de dados vetoriais (ChromaDB, FAISS, Pinecone) e servi\u00e7os prontos para uso como Amazon SageMaker, Bedrock e Google Vertex AI.\nS\u00e3o examinados casos de uso pr\u00e1ticos, como processamento de linguagem natural, speech-to-text e text-to-speech, chatbots, gera\u00e7\u00e3o de conte\u00fado, sistemas de recomenda\u00e7\u00e3o e an\u00e1lise preditiva, al\u00e9m de modelos de precifica\u00e7\u00e3o por recurso, por unidade de computa\u00e7\u00e3o e para modelos generativos.\nO material inclui um case de um chatbot de base de conhecimento constru\u00eddo com LangChain, ChromaDB e Amazon Bedrock, que usa o conte\u00fado dos blogs para responder perguntas sobre os servi\u00e7os da empresa.","ai_summary_en":"","ai_summary_pt-br":"O post apresenta o relat\u00f3rio \"Artificial Intelligence Beyond GenAI: State of Tech Research in 2024\", voltado a executivos de tecnologia, que cobre o ecossistema t\u00e9cnico da IA, casos de uso reais e modelos de precifica\u00e7\u00e3o, em um mercado projetado em US$ 15,7 trilh\u00f5es at\u00e9 2030.\nO relat\u00f3rio detalha o stack t\u00e9cnico usado em projetos de IA, incluindo Python e bibliotecas centrais, frameworks de deep learning (TensorFlow, PyTorch, JAX, Keras), bancos de dados vetoriais (ChromaDB, FAISS, Pinecone) e servi\u00e7os prontos para uso como Amazon SageMaker, Bedrock e Google Vertex AI.\nS\u00e3o examinados casos de uso pr\u00e1ticos, como processamento de linguagem natural, speech-to-text e text-to-speech, chatbots, gera\u00e7\u00e3o de conte\u00fado, sistemas de recomenda\u00e7\u00e3o e an\u00e1lise preditiva, al\u00e9m de modelos de precifica\u00e7\u00e3o por recurso, por unidade de computa\u00e7\u00e3o e para modelos generativos.\nO material inclui um case de um chatbot de base de conhecimento constru\u00eddo com LangChain, ChromaDB e Amazon Bedrock, que usa o conte\u00fado dos blogs para responder perguntas sobre os servi\u00e7os da empresa.","footnotes":"","ckl_wpml_lang":"br","ckl_wpml_source_id":12328,"ckl_wpml_status":"ok: lang=br trid=54438 source=12328 at 2026-08-14 16:55:42"},"categories":[1422],"tags":[1287,1296,1295],"class_list":["post-14551","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-implementation","tag-artificial-intelligence","tag-genai","tag-ia-app-development"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Intelig\u00eancia artificial al\u00e9m da GenAI: estado da tecnologia<\/title>\n<meta name=\"description\" content=\"Intelig\u00eancia artificial al\u00e9m da GenAI: o relat\u00f3rio da Cheesecake Labs sobre as ferramentas que sustentam o crescimento e os casos de uso reais.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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