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mateuscarestiato/README.md
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🏗️ Building data pipelines and automations that drive real business impact.

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👨‍💻 About Me

Data Engineer & RPA Developer currently interning at Cyrela — one of Brazil's largest real estate companies — where I build intelligent automation pipelines and end-to-end data solutions that support executive decision-making.

With a hands-on approach, I work across the full data stack: from API integrations and legacy system connectors to Lakehouse architecture and executive-level dashboards in Power BI.

  • 🔭 Currently working on: ETL pipelines in Databricks + dbt and RPA automations integrating SAP, Microsoft CRM, Pipefy & Outlook
  • 🌱 Learning: Analytics Engineering, MLOps, LLM Fine-Tuning & Agents
  • 🤖 Background in: Computer Vision, Reinforcement Learning, Generative AI evaluation (RLHF)
  • 🏆 3x Oracle Certified | Azure AZ-900 | GitHub Foundations | 4x Databricks Certified
  • 🌍 Fluent English | Based in Rio de Janeiro, Brazil
  • 🎯 Open to: Data Engineering, Analytics Engineering, RPA & BI roles

💼 Professional Experience

🏢 Cyrela | RPA & Business Intelligence Intern

(Jun. 2025 – Present)

  • RPA & Python Automation: Developed scripts that reduced critical back-office process time by 87% (from 15 min to 2 min per operation), integrating Pipefy, Microsoft CRM, SAP, Outlook and Excel via APIs.
  • Data Engineering: Built data catalogs and migrated tables into a Lakehouse architecture on Databricks using dbt and SQL, enabling scalable, governed data consumption.
  • Business Intelligence: Designed and maintained strategic Power BI dashboards tracking essential company KPIs, used by leadership across Commercial, Legal and Post-Sales departments.

🤖 Outlier AI | Freelancer — AI Evaluation & Prompt Engineering

(Dec. 2024 – May 2025)

  • Worked directly on the quality improvement of Generative AI systems through Human-in-the-Loop (RLHF) evaluation.
  • Designed complex prompt-based test scenarios and critically evaluated LLM outputs for quality, safety (alignment), and adherence to global content guidelines.

🚀 Featured Projects

🤖 Detecção de Celulares e Classificação de Risco em Tempo Real — YOLOv8

Sistema de visão computacional para detecção de telefones em webcam em tempo real com classificação automática de situações de risco (SAFE / THREAT). Pipeline ponta a ponta com treinamento YOLOv8n, filtro anti-flicker e exportação ONNX. Python YOLOv8 OpenCV ONNX View Project


💱 Plataforma de Exchange de Moedas — Cloud & CI/CD

Aplicação Spring Boot para compra/venda de moedas com deploy em nuvem, pipeline CI/CD via GitHub Actions e containerização com Docker. Inclui relatórios analíticos integrados ao Power BI. Java Spring Boot Docker GitHub Actions AWS/Cloud Power BI View Project


🧠 Reinforcement Learning — CliffWalking-v1

Estudo comparativo de 6 algoritmos de RL (Monte Carlo, SARSA, Q-Learning, DQN) com análise estatística de convergência e modelagem formal de MDP. Acompanhado de artigo científico documentando a metodologia. Python PyTorch Gymnasium Reinforcement Learning View Project


📱 Detecção de Spam em SMS com RNN

Classificador de texto com RNN (LSTM/GRU) sobre o dataset UCI SMS Spam. Pipeline completo de NLP com limpeza, tokenização e embedding. Acurácia de 98,1%. Python TensorFlow NLTK NLP Deep Learning View Project


🌦️ Classificação de Imagens Meteorológicas

Modelo de visão computacional com Transfer Learning (EfficientNetB0) para classificação de condições climáticas com data augmentation e fine-tuning seletivo. Python TensorFlow Keras Computer Vision EfficientNet View Project


🛒 API de Gerenciamento de Pedidos

API REST com arquitetura em camadas e CRUD completo, utilizando o padrão Data Mapping para desacoplamento entre camadas técnica e de negócio. Node.js Express MongoDB REST API Backend View Project


🚀 Tech Stack & Tools

🐍 Languages & Core

☁️ Data Engineering & Cloud

📊 BI & Automation


🎓 Education & Certifications

Academic Background:

  • 🏛️ IBMEC | B.Sc. in Data Science & Artificial Intelligence (2023 – Present)
  • 🗣️ BRASAS English School | Fluent English (2013 – 2020)

Industry Certifications:

  • 🔹 Databricks: AI Agent Fundamentals | Data Governance Fundamentals | Databricks Fundamentals | Prompt Engineering
  • 🔹 Microsoft: Azure Fundamentals (AZ-900) | GitHub Foundations
  • 🔹 Oracle: OCI Certified Foundations Associate | OCI Certified AI Foundations Associate | Java Foundations
  • 🔹 AWS: AWS Educate Machine Learning Foundations

Recognition:

  • 🏅 Medal of Academic Merit | International Kangaroo Mathematics Olympiad (2021)
  • 🤝 Volunteer Work | Support for homeless individuals and underprivileged children, Parish N.S. Copacabana (2023)

📈 GitHub Stats

Trophies
GitHub Stats Top Languages
GitHub Streak Activity Graph

Open to new opportunities — let's build something great together.

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  1. API_Gerenciamento_De_Pedidos API_Gerenciamento_De_Pedidos Public

    JavaScript 1

  2. Classificacao_Imagens_Meteorologicas Classificacao_Imagens_Meteorologicas Public

    1

  3. Plataforma-Exchange-Cloud Plataforma-Exchange-Cloud Public

    Forked from amandfernandes/Projeto_Cloud

    Java 1

  4. RL_Cliff_Walking-v1 RL_Cliff_Walking-v1 Public

    Jupyter Notebook 1

  5. Deteccao-de-Spam-em-SMS Deteccao-de-Spam-em-SMS Public

    Jupyter Notebook

  6. Deteccao-Celulares-YOLOv8 Deteccao-Celulares-YOLOv8 Public

    Forked from Brenowisk97/AP1-Visao-computacional

    Jupyter Notebook 1