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Os resultados visuais são incorporados diretamente no relatório PDF final. Interface Gráfica (GUI) e UX: Construção de uma interface desktop responsiva com PySide6 (Qt for Python), focada na usabilidade para carregamento de arquivos (templates, dados, imagens), configuração de parâmetros de geração (idioma, modelo, estrutura), visualização de prévias em HTML e monitoramento do progresso. Arquitetura Multilíngue: Sistema configurável para geração de relatórios em diversos idiomas, ajustando prompts e potencialmente o pós-processamento. Pipeline de Processamento de Dados: Implementação de rotinas para extração e normalização de dados de múltiplas fontes: Extração de texto de PDFs utilizando PyMuPDF, com fallback para OCR (EasyOCR) em documentos baseados em imagem. Parsing e conversão de dados tabulares de arquivos CSV e Excel (XLSX) usando Pandas. Processamento de entrada de texto livre e identificação de metadados de arquivos de imagem. Geração e Estilização de Documentos PDF: Conversão de conteúdo intermediário (Markdown) para PDF via WeasyPrint, aplicando estilos CSS customizáveis (cores, fontes, layout) e permitindo a incorporação de logos da empresa. Retrieval-Augmented Generation (RAG): Implementação de um sistema RAG opcional utilizando ChromaDB como vector store e Google Generative AI Embeddings. Permite consultar uma base de conhecimento interna para enriquecer o conteúdo gerado pela IA com informações contextuais relevantes, aumentando a precisão e a especificidade do relatório. Gerenciamento de Processamento Assíncrono: Utilização de QThreadPool e workers QRunnable para executar tarefas computacionalmente intensivas (chamadas à API do LLM, processamento de imagem, I/O de arquivos) em threads separadas, garantindo a fluidez e responsividade contínua da interface principal. Interação com API e Gerenciamento de Recursos: Implementação de estratégias de retry com backoff exponencial para lidar com erros transitórios da API (e.g., ResourceExhausted, ServiceUnavailable). Contagem de tokens de entrada (Tiktoken) e mecanismos de truncamento para operar dentro dos limites da API do LLM. Validação de Saída: Implementação de validadores (regex, lógica estrutural) para verificar a qualidade da saída do LLM, detectando problemas como placeholders não substituídos ou tabelas Markdown malformadas, e acionando retentativas de geração se necessário. Tecnologias Principais: Linguagem: Python IA & LLM: Google Generative AI API, Langchain, Google Embeddings Visão Computacional & Imagem: PyTorch, Dlib, Pillow, EasyOCR GUI: PySide6 (Qt for Python) Processamento de Dados: Pandas, PyMuPDF (fitz), Openpyxl, NumPy Geração de Documentos: WeasyPrint, Markdown Banco de Dados Vetorial: ChromaDB Utilitários: Tiktoken, Dotenv, Requests, Appdirs Impacto Técnico: O projeto demonstra proficiência na integração de sistemas de IA de ponta (linguagem e visão) com desenvolvimento de software tradicional (GUI, manipulação de arquivos). Supera desafios técnicos como o gerenciamento de processos assíncronos, a orquestração de múltiplas APIs e bibliotecas, o tratamento de diversos formatos de dados e a implementação de mecanismos de validação e resiliência em pipelines de IA. 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Leer más","explain":"Un freelancer Gold ya ha trabajado con por lo menos 4 clientes diferentes y consiguió muy buenos resultados. Para estos profesionales, su reputación es muy importante. ¡No te pierdas la oportunidad de conocer su talento en tu próximo proyecto! 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Me chamo Diego Borges e sou profissional da área de Tecnologia da Informação, com ampla experiência em desenvolvimento web, aplicativos, plataformas, automação, integração de sistemas, produção de conteúdo digital e marketing. Sou certificado pela EBAC – Escola Britânica de Artes Criativas e Tecnologia, uma das instituições mais reconhecidas do setor, com formação em Desenvolvedor Full Stack Python. Formado em Gestão da Tecnologia da Informação pela Faculdade Impacta de Tecnologia. Minhas Especialidades Técnicas: Desenvolvimento Web (Front-End / Back-End / Full Stack) Linguagens: JavaScript, TypeScript, Python, PHP, HTML5, CSS3 Frameworks e Ferramentas: React, Next, Node, Flask, Django, Bootstrap, SASS (SCSS), Gulp, Parcel Banco de Dados: MySQL, PostgreSQL, SQL Server, Redis, Firebase (Firestore / Realtime Database) Integrações e Automação: Tecnologias de Integração: API REST, Webhooks, RPA com Automation Anywhere. Plataformas de Automação: Automações avançadas com Make, integrações com Notion e CRMs (Brevo). Especialista em Ecossistema E-commerce: Integração completa com Bling (ERP), Mercado Pago (Gateway de Pagamento) e Frenet (Cálculo de Frete). Capacidades: Desenvolvimento de aplicativos, plataforma web, painel admin, criação de fluxos personalizados, manipulação de dados, envio de mensagens, machine learning, sincronização entre plataformas e muito mais. Cloud & DevOps: Microsoft Azure Servidor privado na DigitalOcean com deploy automático (CI/CD) Render, Vercel, Railway, Docker Deploys otimizados e escaláveis para aplicações web Versionamento e controle de código com Git (GitHub / GitLab) Dados, Dashboards e Marketing Digital: Power BI (dashboards interativos e automatizados) Notion Excel Tráfego pago: Google Ads, Meta Ads CRM & E-mail Marketing: Twilio, Brevo (Sendinblue), com segmentações, campanhas automatizadas e lead scoring UX/UI Design & Prototipagem: Criação de interfaces responsivas e intuitivas com foco em usabilidade e conversão Prototipagem de fluxos e experiências otimizadas para web e mobile Foco em experiência do usuário com protótipos navegáveis e design responsivo Ferramentas: Figma, Canva, Photoshop Metodologias Ágeis: SCRUM e entrega contínua com foco em resultado O que você pode esperar do meu trabalho: Transparência total no processo e na comunicação Dedicação integral e foco em resultado Alinhamento estratégico com os objetivos do projeto Diálogo constante para garantir que sua ideia seja executada da melhor forma possível Minha missão: Trazer vida, estratégia e criatividade aos seus projetos, com total comprometimento com qualidade, prazo e originalidade. Cada cliente é único — e trato cada projeto como se fosse meu. Valores que me guiam: Excelência Originalidade Compromisso com prazos Respeito às regras e diretrizes da Workana Toda negociação, dúvida e planejamento são tratados exclusivamente pela plataforma, garantindo segurança para ambas as partes. Se você está em busca de um freelancer apaixonado, proativo e confiável, estou pronto para transformar suas ideias em soluções digitais incríveis. 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Nessa jornada, participei de projetos estratégicos e técnicos, liderando entregas que envolveram: Criação de Sistemas e Aplicações Web e mobile: Desenvolvimento de soluções personalizadas, desde sites institucionais, aplicativos web, mobile e plataformas educacionais com React e Vue, Next, até sistemas de backend robustos, sempre com foco em performance, usabilidade e escalabilidade. Desenvolvimento de E-commerces: Criação de lojas virtuais profissionais em plataformas como Nuvemshop, WooCommerce e Shopify, além do desenvolvimento de soluções de e-commerce totalmente personalizadas. Integrações de Sistemas e APIs: Conexão de sistemas via API REST e Webhooks com Node. Especializado na integração do ecossistema de e-commerce brasileiro, incluindo Bling (ERP), checkout (Pagamentos) e Frenet (Frete). Automações Inteligentes (RPA): Implementação de automações com Make, conectando CRMs (Brevo), Google Sheets, Notion e outras plataformas para otimizar processos e eliminar tarefas manuais. Automação de Comunicação: Desenvolvimento de fluxos com WATI para envio de mensagens automatizadas via Wtp, integrando com CRMs, formulários e sistemas internos. Infraestrutura e DevOps: Hospedagem e deploy automatizado em servidores privados (DigitalOcean) e plataformas de nuvem (Render, Vercel, Railway), utilizando Docker e pipelines de CI/CD para aplicações web e páginas dinâmicas. Análise de Dados e Business Intelligence: Criação de dashboards interativos com Power BI para visualização de dados e apoio à tomada de decisão estratégica. Estratégias Digitais: Criação de conteúdo estratégico para mídias sociais, vídeos institucionais e gestão de campanhas de tráfego pago (Meta Ads e Google Ads). O que começou como um hobby evoluiu para uma carreira sólida. 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