{"id":6515,"date":"2025-10-26T11:35:38","date_gmt":"2025-10-26T11:35:38","guid":{"rendered":"https:\/\/www.myshirtai.com\/archives\/6515"},"modified":"2025-10-26T11:35:38","modified_gmt":"2025-10-26T11:35:38","slug":"deepanalyze%ef%bc%9a%e8%ae%a9ai%e6%88%90%e4%b8%ba%e4%bd%a0%e7%9a%84%e4%b8%93%e5%b1%9e%e6%95%b0%e6%8d%ae%e7%a7%91%e5%ad%a6%e5%ae%b6%ef%bc%81%e5%bc%80%e6%ba%90%e9%a1%b9%e7%9b%ae%e6%b7%b1%e5%ba%a6-2","status":"publish","type":"post","link":"https:\/\/www.myshirtai.com\/pt\/archives\/6515","title":{"rendered":"DeepAnalyze: deixe a IA tornar-se o seu cientista de dados exclusivo! An\u00e1lise aprofundada de projectos de c\u00f3digo aberto"},"content":{"rendered":"<p>Nesta era de explos\u00e3o de dados, a an\u00e1lise de dados tornou-se o n\u00facleo da tomada de decis\u00f5es empresariais. No entanto, a escassez de cientistas de dados, os elevados custos laborais e o limiar de aprendizagem das ferramentas tradicionais de an\u00e1lise de dados t\u00eam dissuadido muitas empresas. Hoje, gostaria de vos apresentar uma<strong>Projeto revolucion\u00e1rio de fonte aberta<\/strong>--DeepAnalyze, que facilita a obten\u00e7\u00e3o de um<strong>Cientista de dados de IA em linha 24\/7<\/strong>!<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u4ec0\u4e48\u662fdeepanalyze\">O que \u00e9 o DeepAnalyze?<\/h2>\n\n\n\n<p>O DeepAnalyze \u00e9<strong>O primeiro modelo lingu\u00edstico de grande dimens\u00e3o baseado em agentes para a ci\u00eancia de dados aut\u00f3noma<\/strong>(Agentic LLM), desenvolvido conjuntamente por uma equipa da Universidade Renmin da China e da Universidade de Tsinghua. N\u00e3o s\u00f3 executa tarefas tradicionais de an\u00e1lise de dados, como tamb\u00e9m actua como um cientista de dados humano<strong>Programa\u00e7\u00e3o e otimiza\u00e7\u00e3o aut\u00f3nomas<\/strong>Verdadeira automatiza\u00e7\u00e3o \"end-to-end\" de todo o processo de ci\u00eancia de dados, desde os dados em bruto at\u00e9 aos relat\u00f3rios de investiga\u00e7\u00e3o ao n\u00edvel dos analistas.<\/p>\n\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/502958904-04184975-7ee7-4ae0-8761-7a7550c5c8fe.mp4\"><\/video><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\ud83d\udca1 <strong>Principais avan\u00e7os<\/strong>DeepAnalyze-8B (apenas 8B par\u00e2metros) supera os grandes modelos comerciais, como o GPT-4o-mini, em v\u00e1rios par\u00e2metros de refer\u00eancia, tornando-se o primeiro a completar o<strong>Investiga\u00e7\u00e3o sobre dados abertos<\/strong>O modelo de fonte aberta.<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-deepanalyze\u7684\u4e94\u5927\u6838\u5fc3\u80fd\u529b\">Os cinco principais recursos do DeepAnalyze<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-\u7aef\u5230\u7aef\u6570\u636e\u79d1\u5b66\u7ba1\u9053\">1\ufe0f\u20e3 Pipeline de ci\u00eancia de dados de ponta a ponta<\/h3>\n\n\n\n<p>O DeepAnalyze automatiza todo o processo de ci\u00eancia de dados:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Prepara\u00e7\u00e3o dos dados<\/strong>: tratamento autom\u00e1tico de valores em falta, elimina\u00e7\u00e3o de duplica\u00e7\u00f5es, convers\u00e3o de formatos<\/li>\n\n\n\n<li><strong>an\u00e1lise de dados<\/strong>C\u00e1lculo de indicadores estat\u00edsticos, identifica\u00e7\u00e3o de padr\u00f5es de dados<\/li>\n\n\n\n<li><strong>Modela\u00e7\u00e3o de dados<\/strong>Desenvolver modelos de previs\u00e3o e avaliar o desempenho<\/li>\n\n\n\n<li><strong>Visualiza\u00e7\u00e3o de dados<\/strong>Gerar gr\u00e1ficos e relat\u00f3rios de visualiza\u00e7\u00e3o profissionais<\/li>\n\n\n\n<li><strong>Gera\u00e7\u00e3o de relat\u00f3rios<\/strong>Produ\u00e7\u00e3o de relat\u00f3rios profissionais de n\u00edvel anal\u00edtico<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/image-14.png\" alt=\"\" class=\"wp-image-2440\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-\u5f00\u653e\u5f0f\u6570\u636e\u7814\u7a76\">2\ufe0f\u20e3 Investiga\u00e7\u00e3o de dados abertos<\/h3>\n\n\n\n<p>Ao contr\u00e1rio das ferramentas tradicionais, o DeepAnalyze n\u00e3o se limita a processos predefinidos, ele pode:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>explora\u00e7\u00e3o aut\u00f3noma<\/strong>Fontes de dados que \"pensam\" como um cientista de dados humano<\/li>\n\n\n\n<li><strong>resposta flex\u00edvel<\/strong>V\u00e1rios formatos de dados: CSV, Excel, JSON, base de dados, Markdown, etc.<\/li>\n\n\n\n<li><strong>profundamente enraizado<\/strong>A hist\u00f3ria por detr\u00e1s dos dados, fornecendo an\u00e1lises verdadeiramente perspicazes<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Depois de carregar v\u00e1rios ficheiros de dados, o DeepAnalyze analisa automaticamente os padr\u00f5es de inscri\u00e7\u00e3o dos estudantes, as redes de transfer\u00eancias institucionais e gera relat\u00f3rios de investiga\u00e7\u00e3o aprofundados com gr\u00e1ficos e quadros profissionais.<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/image-17.png\" alt=\"\" class=\"wp-image-2443\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u7684\u81ea\u4e3b\u6027\">3\ufe0f\u20e3 Autonomia sem interven\u00e7\u00e3o humana<\/h3>\n\n\n\n<p>As carater\u00edsticas mais poderosas do DeepAnalyze s\u00e3o<strong>Programa\u00e7\u00e3o e otimiza\u00e7\u00e3o aut\u00f3nomas<\/strong>Capacidade:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>primeiro<strong>planear (como fazer algo)<\/strong>An\u00e1lise de traject\u00f3rias<\/li>\n\n\n\n<li>ent\u00e3o (depois)<strong>explora\u00e7\u00e3o proactiva<\/strong>n\u00fameros<\/li>\n\n\n\n<li>continuar a fazer algo<strong>entendimentos<\/strong>estrutura de dados<\/li>\n\n\n\n<li>efetuar<strong>Prepara\u00e7\u00e3o e an\u00e1lise de dados<\/strong><\/li>\n\n\n\n<li>eventual<strong>Gerar relat\u00f3rios profissionais<\/strong><\/li>\n<\/ul>\n\n\n\n<p>Todo o processo n\u00e3o requer um fluxo de trabalho pr\u00e9-definido e pensa como um ser humano, mas \u00e9 mais eficiente e preciso do que um ser humano!<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/image-16.png\" alt=\"\" class=\"wp-image-2442\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-\u591a\u6570\u636e\u6e90\u652f\u6301\">4\ufe0f\u20e3 Suporte a m\u00faltiplas fontes de dados<\/h3>\n\n\n\n<p>O DeepAnalyze pode lidar com uma ampla gama de formatos de dados:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud83d\udcca <strong>Dados estruturados<\/strong>: CSV, Excel, base de dados<\/li>\n\n\n\n<li>\ud83d\udce6 <strong>dados semi-estruturados<\/strong>: JSON, XML, YAML<\/li>\n\n\n\n<li>\ud83d\udcdd <strong>Dados n\u00e3o estruturados<\/strong>: TXT, Markdown<\/li>\n<\/ul>\n\n\n\n<p>Independentemente do formato dos seus dados, o DeepAnalyze \"apanha-os\" e analisa-os em profundidade.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/image-18.png\" alt=\"\" class=\"wp-image-2444\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-\u5b8c\u5168\u5f00\u6e90\">5\ufe0f\u20e3 C\u00f3digo aberto completo<\/h3>\n\n\n\n<p>Os maiores pontos fortes do DeepAnalyze s\u00e3o<strong>Totalmente de c\u00f3digo aberto<\/strong>::<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pesos do modelo C\u00f3digo aberto<\/li>\n\n\n\n<li>O c\u00f3digo \u00e9 completamente aberto<\/li>\n\n\n\n<li>Os dados de forma\u00e7\u00e3o est\u00e3o dispon\u00edveis ao p\u00fablico<\/li>\n\n\n\n<li>Tutoriais de implanta\u00e7\u00e3o em pormenor<\/li>\n<\/ul>\n\n\n\n<p>N\u00e3o precisa de depender de nenhuma API de fonte fechada para ter o seu pr\u00f3prio assistente de ci\u00eancia de dados!<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/image-19.png\" alt=\"\" class=\"wp-image-2445\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-deepanalyze\u5982\u4f55\u5de5\u4f5c-\u6280\u672f\u89e3\u6790\">Como \u00e9 que o DeepAnalyze funciona? An\u00e1lise t\u00e9cnica<\/h2>\n\n\n\n<p>A inova\u00e7\u00e3o do DeepAnalyze \u00e9 a sua<strong>Forma\u00e7\u00e3o de agentes baseada em curr\u00edculos<\/strong>(Forma\u00e7\u00e3o Ag\u00eantica baseada no Curr\u00edculo) e<strong>S\u00edntese de traject\u00f3rias guiada por dados<\/strong>Tecnologia:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u4e94\u79cd\u6838\u5fc3\u4ea4\u4e92\u52a8\u4f5c\">Cinco ac\u00e7\u00f5es de intera\u00e7\u00e3o fundamentais<\/h3>\n\n\n\n<p>O DeepAnalyze funciona de forma aut\u00f3noma atrav\u00e9s de cinco etiquetas de a\u00e7\u00e3o especiais:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>\u27e8Analisar\u27e9<\/code>: An\u00e1lise e planeamento<\/li>\n\n\n\n<li><code>\u27e8Compreender\u27e9<\/code>Compreens\u00e3o das estruturas de dados<\/li>\n\n\n\n<li><code>\u27e8C\u00f3digo\u27e9<\/code>Gerar c\u00f3digo de an\u00e1lise de dados<\/li>\n\n\n\n<li><code>\u27e8Executar\u27e9<\/code>Executar o c\u00f3digo e obter o resultado<\/li>\n\n\n\n<li><code>\u27e8Resposta\u27e9<\/code>Gerar o relat\u00f3rio final<\/li>\n<\/ul>\n\n\n\n<p>Estas ac\u00e7\u00f5es permitem ao DeepAnalyze agir como um ser humano<strong>Pensar-Atuar-Reflex\u00e3o<\/strong>O processo de an\u00e1lise \u00e9 continuamente optimizado.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/image-22.png\" alt=\"\" class=\"wp-image-2448\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u8bfe\u7a0b\u5f0f\u8bad\u7ec3\u65b9\u6cd5\">M\u00e9todos de forma\u00e7\u00e3o baseados em cursos<\/h3>\n\n\n\n<p>O DeepAnalyze emprega uma estrat\u00e9gia de treinamento \"simples para complexo\":<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Afina\u00e7\u00e3o de capacidade \u00fanica<\/strong>Aquisi\u00e7\u00e3o de compet\u00eancias b\u00e1sicas em primeiro lugar (por exemplo, compreens\u00e3o de dados, gera\u00e7\u00e3o de c\u00f3digo)<\/li>\n\n\n\n<li><strong>Forma\u00e7\u00e3o de agentes multicompetentes<\/strong>Aprender a combinar m\u00faltiplas compet\u00eancias para resolver problemas complexos<\/li>\n\n\n\n<li><strong>Otimiza\u00e7\u00e3o da aprendizagem melhorada<\/strong>Melhoria cont\u00ednua da tomada de decis\u00f5es em ambientes reais<\/li>\n<\/ol>\n\n\n\n<p>Este m\u00e9todo de forma\u00e7\u00e3o resolve o problema da \"escassez de recompensas\" do LLM tradicional em tarefas de dados complexas e permite que o modelo aprenda verdadeiramente a \"pensar como um cientista de dados\".<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/image-21.png\" alt=\"\" class=\"wp-image-2447\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u5982\u4f55\u90e8\u7f72deepanalyze-\u624b\u628a\u624b\u6559\u7a0b\">Como implantar o DeepAnalyze: um tutorial pr\u00e1tico<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u51c6\u5907\u5de5\u4f5c\">\ud83d\udce6 Preparativos<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Clonagem da base de c\u00f3digo<\/strong>::<\/li>\n<\/ol>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">git clone https:\/\/github.com\/ruc-datalab\/DeepAnalyze.git\ncd DeepAnalyze<\/code><\/pre><\/div>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>Criar um ambiente virtual<\/strong>::<\/li>\n<\/ol>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">conda create -n deepanalyze python=3.12 -y\nconda activate deepanalyze<\/code><\/pre><\/div>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>Instala\u00e7\u00e3o de depend\u00eancias<\/strong>::<\/li>\n<\/ol>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">pip install -r requirements.txt\nDepend\u00eancias de forma\u00e7\u00e3o do #\n(cd . \/deepanalyze\/ms-swift\/ &amp;&amp; pip install -e .)\n(cd . \/deepanalyze\/SkyRL\/ &amp;&amp; pip install -e .)<\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u90e8\u7f72\u6a21\u578b\">Modelo de implanta\u00e7\u00e3o<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Modelos para descarregar<\/strong>::<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>O DeepAnalyze-8B est\u00e1 dispon\u00edvel para download direto.<\/li>\n\n\n\n<li>ou afinado com base no DeepSeek-R1-0528-Qwen3-8B<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>In\u00edcio dos servi\u00e7os<\/strong>::<\/li>\n<\/ol>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">cd demo\/chat\nnpm install\ncd .\nbash start.sh<\/code><\/pre><\/div>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>interface de acesso<\/strong>::<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Abra o seu browser para aceder <code><a href=\"http:\/\/localhost:4000\">http:\/\/localhost:4000<\/a><\/code><\/li>\n\n\n\n<li>Carregar ficheiros de dados e introduzir instru\u00e7\u00f5es de an\u00e1lise<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-api\u8c03\u7528\u65b9\u5f0f\">M\u00e9todos de chamada da API<\/h3>\n\n\n\n<p>Tamb\u00e9m \u00e9 poss\u00edvel integr\u00e1-lo no seu pr\u00f3prio sistema atrav\u00e9s da API:<\/p>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">python demo\/backend.py<\/code><\/pre><\/div>\n\n\n\n<p>Em seguida, utilize o curl para testar a API:<\/p>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">curl -X POST http:\/\/localhost:8200\/chat\/completions \\\n-H \"Content-Type: application\/json\" \\\n-d '{\"messages\": [{\"role\": \"user\", \"content\": \"Generate a data science report.\"}], \"workspace\": \"example\/student_loan\/\"}'<\/code><\/pre><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u4e09\u6b65\u751f\u6210\u4e13\u4e1a\u62a5\u544a\">Crie um relat\u00f3rio profissional em tr\u00eas passos<\/h2>\n\n\n\n<p>Vejamos um cen\u00e1rio de utiliza\u00e7\u00e3o na vida real:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Preparar dados<\/strong>Colocar os ficheiros de dados a analisar no diret\u00f3rio de trabalho (por exemplo<code>exemplo\/empr\u00e9stimo_estudante\/<\/code>)<\/li>\n\n\n\n<li><strong>Apresenta\u00e7\u00e3o de mandatos<\/strong>::<\/li>\n<\/ol>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">from deepanalyze import DeepAnalyzeVLLM\n\nprompt = \"\"\"Instru\u00e7\u00e3o #\nGerar um relat\u00f3rio de ci\u00eancia de dados.\n\nDados do #\nFicheiro 1: {\"name\": \"bool.xlsx\", \"size\": \"4.8KB\"}\nFicheiro 2: {\"name\": \"person.csv\", \"size\": \"10.6KB\"}\n... (mais descri\u00e7\u00f5es de ficheiros)\"\"\"\"\n\nespa\u00e7o de trabalho = \"\/caminho\/para\/seu\/espa\u00e7o de trabalho\"\ndeepanalyze = DeepAnalyzeVLLM(\"path\/to\/DeepAnalyze-8B\/\")\nresposta = deepanalyze.generate(prompt, workspace=workspace)<\/code><\/pre><\/div>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>Obter resultados<\/strong>::<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Obter\u00e1 uma lista de<strong>Gr\u00e1ficos profissionais, an\u00e1lises estat\u00edsticas e conselhos comerciais<\/strong>e o relat\u00f3rio completo do Comit\u00e9 para a Elimina\u00e7\u00e3o da Discrimina\u00e7\u00e3o contra as Mulheres<\/li>\n\n\n\n<li>Suporta a exporta\u00e7\u00e3o para o formato PDF para utiliza\u00e7\u00e3o direta em relat\u00f3rios<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/report-scaled.png\" alt=\"\" class=\"wp-image-2450\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u4e3a\u4ec0\u4e48\u9009\u62e9deepanalyze\">Por que escolher o DeepAnalyze?<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>carateriza\u00e7\u00e3o<\/th><th>DeepAnalyze<\/th><th>Ferramentas tradicionais<\/th><th>API de fonte fechada<\/th><\/tr><\/thead><tbody><tr><td><strong>autonomia<\/strong><\/td><td>Coreografia aut\u00f3noma de todo o processo<\/td><td>Necessidade de orienta\u00e7\u00e3o manual<\/td><td>\u26a0\ufe0f Autonomia limitada<\/td><\/tr><tr><td><strong>Suporte de formato de dados<\/strong><\/td><td>V\u00e1rios formatos<\/td><td>\u26a0\ufe0f Apoio limitado<\/td><td>\u2705 Apoio<\/td><\/tr><tr><td><strong>aumentar os recursos financeiros<\/strong><\/td><td>Totalmente de c\u00f3digo aberto<\/td><td>\u2705<\/td><td>\u274c<\/td><\/tr><tr><td><strong>custos (de fabrico, de produ\u00e7\u00e3o, etc.)<\/strong><\/td><td>Implementa\u00e7\u00e3o \u00fanica<\/td><td>\u2705<\/td><td>Taxas de utiliza\u00e7\u00e3o elevadas<\/td><\/tr><tr><td><strong>personaliza\u00e7\u00e3o<\/strong><\/td><td>Totalmente personaliz\u00e1vel<\/td><td>\u26a0\ufe0f Limitada<\/td><td>\u274c<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u62e5\u62b1\u81ea\u4e3b\u6570\u636e\u79d1\u5b66\u65b0\u65f6\u4ee3\">Abra\u00e7ar a nova era da ci\u00eancia de dados aut\u00f3noma<\/h2>\n\n\n\n<p>O DeepAnalyze representa uma nova dire\u00e7\u00e3o na ci\u00eancia dos dados - a<strong>Do fluxo de trabalho \u00e0 autonomia da IA<\/strong>. N\u00e3o \u00e9 apenas uma ferramenta, \u00e9 a sua<strong>Equipa de ci\u00eancia de dados em linha 24 horas por dia<\/strong>O utilizador deve ser capaz de compreender as necessidades da sua empresa e assumir a responsabilidade por tarefas complexas de an\u00e1lise de dados.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\ud83c\udf1f <strong>a\u00e7\u00e3o imediata<\/strong>: Acesso <a href=\"https:\/\/github.com\/ruc-datalab\/DeepAnalyze\">Reposit\u00f3rio GitHub<\/a> Obtenha o c\u00f3digo completo e os tutoriais e comece hoje mesmo a sua jornada para a an\u00e1lise de dados aut\u00f3noma!<\/p>\n<\/blockquote>\n\n\n\n<table style=\"width: 100%;border-collapse: collapse;border: 1px solid #ddd\">\n<thead>\n<tr style=\"height: 48px;background-color: #f5f5f5\">\n<th style=\"width: 50%;height: 48px;border: 1px solid #ddd;padding: 8px\">\n<h4 style=\"margin: 0\">Para mais produtos, consultar<\/h4>\n<\/th>\n<th style=\"width: 50%;height: 48px;border: 1px solid #ddd;padding: 8px\">\n<h4 style=\"margin: 0\">Ver mais em<\/h4>\n<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr style=\"height: 63px\">\n<td style=\"width: 50%;height: 63px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/pt\/\" data-linktype=\"2\">ShirtAI - Intelig\u00eancia penetrante<\/a><\/td>\n<td style=\"width: 50%;height: 63px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/pt\/archives\/4425\/\" data-linktype=\"2\">O Grande Modelo do AIGC: inaugurando uma era de dupla revolu\u00e7\u00e3o na engenharia e na ci\u00eancia - Penetrating Intelligence<\/a><\/td>\n<\/tr>\n<tr style=\"height: 61px\">\n<td style=\"width: 50%;height: 61px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/pt\/\" data-linktype=\"2\">1:1 Restaura\u00e7\u00e3o de Claude e GPT Site oficial - AI Cloud Native<\/a><\/td>\n<td style=\"width: 50%;height: 61px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.bluelsqkj.com\/archives\/2876\" data-linktype=\"2\">Aplica\u00e7\u00e3o de jogos em direto Leitor de visualiza\u00e7\u00e3o de desporto HD global (recomendado) - Blueshirt Technology<\/a><\/td>\n<\/tr>\n<tr style=\"height: 54px\">\n<td style=\"width: 50%;height: 54px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/api.mygptmeta.com\/\" data-linktype=\"2\">Servi\u00e7o de tr\u00e2nsito baseado na API oficial - API GPTMeta<\/a><\/td>\n<td style=\"width: 50%;height: 54px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.zhihu.com\/question\/621055223\/answer\/3633615705\" data-linktype=\"2\">Ajuda, algu\u00e9m pode dar algumas dicas sobre como fazer perguntas no GPT? - Conhecimento<\/a><\/td>\n<\/tr>\n<tr style=\"height: 70px\">\n<td style=\"width: 50%;height: 70px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/shop.blueshirtmap.com\/\" data-linktype=\"2\">Loja digital de bens virtuais globais - Global SmarTone (Feng Ling Ge)<\/a><\/td>\n<td style=\"width: 50%;height: 70px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.bilibili.com\/video\/BV1efpneYE54\/?spm_id_from=333.1387.homepage.video_card.click\" data-linktype=\"2\">Qu\u00e3o poderosa \u00e9 a funcionalidade Claude airtfacts que o GPT instantaneamente n\u00e3o cheira bem? -BeepBeep<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>DeepAnalyze\u662f\u7531\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u4e0e\u6e05\u534e\u5927\u5b66\u56e2\u961f\u8054\u5408\u5f00\u53d1\u7684\u5f00\u6e90\u4ee3\u7406\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u9996\u4e2a\u9762\u5411\u81ea\u4e3b\u6570\u636e\u79d1\u5b66\u7684\u7aef\u5230\u7aef\u89e3\u51b3\u65b9\u6848\u3002\u5176\u6838\u5fc3\u80fd\u529b\u5305\u62ec\u81ea\u52a8\u5b8c\u6210\u6570\u636e\u51c6\u5907\u3001\u5206\u6790\u3001\u5efa\u6a21\u3001\u53ef\u89c6\u5316\u53ca\u62a5\u544a\u751f\u6210\u5168\u6d41\u7a0b\uff0c\u652f\u6301CSV\u3001Excel\u7b49\u591a\u683c\u5f0f\u6570\u636e\u6e90\uff0c\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u3002DeepAnalyze-8B\uff088B\u53c2\u6570\uff09\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u8d85\u8d8aGPT-4o-mini\u7b49\u5546\u4e1a\u6a21\u578b\uff0c\u4e14\u6a21\u578b\u6743\u91cd\u3001\u4ee3\u7801\u4e0e\u8bad\u7ec3\u6570\u636e\u5b8c\u5168\u5f00\u6e90\uff0c\u53ef\u90e8\u7f72\u4e3a\u4e13\u5c5e\u6570\u636e\u79d1\u5b66\u52a9\u624b\u3002<\/p>","protected":false},"author":1,"featured_media":6509,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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