Projects
Work
ML Systems @ FIT – Instituto de Tecnologia
Design and maintenance of scalable machine learning systems on Google Cloud Platform, covering the full model lifecycle from experimentation to production. Architecture of end-to-end AI pipelines with production-grade MLOps: CI/CD, model versioning, automated retraining, and canary deployments. Integration and fine-tuning of LLMs and VLMs for domain-specific enterprise applications.
Industrial Energy Analytics @ Evolution Institute
ML systems for large-scale industrial energy analytics, processing real-time IoT sensor streams. End-to-end data pipelines orchestrated with Dagster covering ingestion, transformation, feature engineering, and model training. Forecasting, anomaly detection, and pattern recognition models to optimize industrial energy consumption.
Data & AI Platform @ RedMaxx Business Intelligence
Scalable data platforms integrating AI-powered automation for business intelligence workflows. High-performance ETL pipelines and intelligent data extraction systems. REST and GraphQL APIs using FastAPI and Django. Containerized microservices with Docker and Kubernetes. Interactive dashboards with React and Next.js for operational decision support.
Apoema Libras – Sign Language AI (IFAM)
Deep learning system for real-time Brazilian Sign Language (Libras) translation into natural language text. Keypoint extraction pipelines using MediaPipe; sequence classification models trained with PyTorch and TensorFlow. Large-scale gesture recognition dataset curation and preprocessing for robust training under distribution variability.
Assistive Navigation System for Visually Impaired (IFAM Research)
Computer vision systems enabling real-time obstacle detection and scene understanding for visually impaired users. Deep learning object detection pipelines using YOLO and OpenCV, optimized for low-latency inference. Model compression techniques (pruning, quantization) for deployment on resource-constrained embedded devices.
ERP Backend Modules
Development of new back-end modules and data queries for a commercial ERP application using Python, Delphi, and Microsoft SQL Server.
Full-Stack IoT Dashboard
Full-stack development with Django and Bootstrap, integrating a PostgreSQL database with sensors providing real-time data streams.
Messaging Bot Server
Script server for message conversion and web scraping (data collection) for WhatsApp and Telegram chats.
Management Data Dashboard
Business management data dashboard with metrics for tracking sales and inventory performance.
Side projects
RVV-SIMD — Vector Processing Library for RISC-V
Optimized vector processing library leveraging RISC-V SIMD extensions (RVV) to accelerate high-performance ML workloads on embedded and edge hardware.
YARA — Automated Reporting Agent for QIIME 2
AI framework integrating NLP and LLMs to interpret bioinformatics artifacts produced by QIIME 2, automating the generation of structured scientific reports from microbiome analyses.
Web App for Image & Video Processing
Web application for image and video processing using Django on the backend and Vue.js on the frontend.
Image Data Extraction & Manipulation Toolkit
Tool for efficient extraction and manipulation of image data for visual analysis workflows.
Scheduling System
Scheduling system with full CRUD functionality for time slots — create, update, delete, and query appointments.
CORA — Locker Management System
Simple locker management system written in C++. Features include occupying, releasing, querying status, and listing lockers.
Content Management System (CMS)
Lightweight CMS with a FastAPI backend and Nuxt.js frontend using Material UI.
Genetic Syndrome Classification from Image Embeddings
Genetic syndrome classification based on image embeddings. Includes data preprocessing, visualization, KNN classification, and metrics such as AUC and F1-score.
Order Management Platform
Full-stack order management platform focused on robust API development and scalable data management. Clean, maintainable architecture throughout.
Image Sentiment Analysis System
System for detecting emotions in media using computer vision to analyze facial expressions and sentiments in images and videos.
Object Recognition Data Insights Dashboard
Object recognition models to identify and classify objects, generating data-driven insights. Integrated with interactive dashboards for enhanced visualization.
Medical Image Anomaly Detection System
System for recognizing patterns in medical images and detecting anomalies. Combines computer vision and data analysis to improve diagnostic accuracy.
Image-Based Product Recommendation System
Recommendation system that suggests similar products based on image analysis, providing personalized user experiences through visual similarity search.
Real-Time Sensor Data Analytics Dashboard
Real-time monitoring dashboard that processes sensor data to generate actionable insights for informed decision-making.
Tiny Retry Utility (JavaScript)
Lightweight JavaScript utility for implementing retry mechanisms in Node.js applications. Handles transient errors and network instability in async operations.
Custom YOLOv8 Model Training
Fine-tuning of a YOLOv8 model to add custom object classes through transfer learning and dataset curation.