Campinas, Brazil

Rafael
Melo

Engineer & researcher, building at the edge of AI, robotics and entrepreneurship.

I'm a Mechatronics Engineering student at Unicamp (Top 2 in class) working at the intersection of AI, engineering and entrepreneurship. I've built autonomous perception systems, generative models for medical imaging and quantitative finance models, and I've published research. I also lead the largest entrepreneurship organization at my university.

NowPresident, Unicamp Entrepreneurship League·Previously Tivio Capital, NVIDIA · LIDS
0+Students impacted
0Research projects
0Papers
0Books published
01

Work & Research

A path across autonomous systems, generative AI, quantitative finance, research and leadership.

Jul 2026 – Aug 2026

Tivio Capital

Fund of Funds Summer Analyst, Quantitative Finance

São Paulo, Brazil

Quantitative modeling of the investment process (Total Portfolio Approach)

Summer analyst on the Fund of Funds team, applying quantitative finance and data science to the investment process. Built quantitative models based on the Total Portfolio Approach (TPA), developed a monitoring scorecard using rolling windows, z-scores and percentiles, and compared TPA portfolios against the existing Strategic Asset Allocation.

Quantitative FinanceData SciencePythonPortfolio ModelingTPA
Aug 2025 – Present Present

Unicamp Entrepreneurship League

President

Campinas, Brazil

Manage a 30-person team developing startups and products to enhance the university's entrepreneurial ecosystem. Impacted 3,000+ students. Interact with Brazil's most influential entrepreneurs and C-suite executives, receiving individualized mentorship and organizing high-impact events. Partners: Itaú, XP, Nubank, Fundação Estudar, Kaszek Ventures, Atlantico VC.

LeadershipEntrepreneurshipStartupsTeam Management
Jan 2026 – Mar 2026

University of West Bohemia

Exchange Visiting Researcher

Plzeň, Czech Republic

3D Vision System for Autonomous Mars Rover (European Rover Challenge)

Selected for a merit-based two-month exchange program focusing on robotics and computer vision. Developed the 3D Vision System for an Autonomous Mars Rover to compete in the European Rover Challenge (ERC), using image processing and spatial awareness algorithms. The project resulted in 2 scientific papers submitted to international academic journals.

Computer Vision3D VisionRoboticsPythonImage Processing
Jun 2025 – Aug 2026

NVIDIA · LIDS, Laboratory of Image Data Science at Unicamp

Undergraduate Research, Computer Vision

Campinas, Brazil

Synthesis of 3D Brain MRI using Diffusion Models

Selected for a research position by Prof. Dr. Alexandre Xavier Falcão (one of Brazil's most cited CS researchers in Computer Vision). Engaged in graduate-level studies in Deep Learning, Computer Vision, Medical Imaging and Diffusion Models, including auditing a graduate-level Image Processing and Deep Learning course. Research supported by NVIDIA.

Diffusion ModelsDeep LearningMedical ImagingPyTorchComputer Vision
Jun 2025 – Jun 2026

LAMAR, Laboratory of Rotating Machines at Unicamp

Undergraduate Research, Machine Learning & AI

Campinas, Brazil

Numerical Modeling of Journal Short Bearings using ML & AI

Ranked 2nd in a Statics class of 71 students, leading the professor to invite me to research journal bearing dynamics. The study involves numerical modeling of hydrodynamic behavior using Reynolds' equations to build a dataset for ML in predicting dynamic coefficients. Presenting at the MECSOL 2026 International Congress at ITA in Oct/26.

Machine LearningNumerical ModelingPythonData AnalysisReynolds Equations
2025 – May 2026

Geomatics, Natural Hazards & Risk (International Journal)

Researcher, Remote Sensing & Environmental Monitoring

Brazil

Flood-pulse confounding in wetland disturbance monitoring: Pantanal (2020–2025)

Published article in Geomatics, Natural Hazards & Risk (May 2026): "A reproducible regime-aware unsupervised framework to reduce flood-pulse confounding in wetland disturbance monitoring: Pantanal (2020–2025)". Applied remote sensing and unsupervised machine learning to monitor environmental disturbances in the world's largest tropical wetland.

Remote SensingEnvironmental MonitoringUnsupervised MLPythonPantanal
Apr 2024 – Jul 2025

Unicamp E-racing, Formula Student Team

Perception Division, Autonomous Vehicles & Robotics

Campinas, Brazil

Cone detection with YOLO + LiDAR fusion on ROS2 for autonomous Formula car

Developed and implemented perception systems for a fully autonomous (driverless) Formula electric car. Progressed from basic to advanced proficiency in Python, Linux, Git, ROS2, Computer Vision and Image Processing in six months. The project secured 3rd place in Brazil's National Autonomous Vehicles Competition against the top 20 universities.

PythonROS2YOLOLiDARComputer VisionLinux
Jan 2025 – Mar 2025Volunteer

Harvard Business School, Aspire Leaders Program

Program Participant, Business & Leadership

Online (Global)

Participated in Harvard University's Aspire Leaders Program. Interacted with a diverse global cohort and connected directly with top educators from Harvard, MIT and Stanford, gaining significant insights into entrepreneurship, robotics and AI.

LeadershipEntrepreneurshipBusinessHarvard · MIT · Stanford
Jan 2021 – Nov 2021Volunteer

High School Independent Project

Project Lead, Documentary Film

Barueri, Brazil

Barueri: Comércio e Educação, Documentary on Social Inequality

Led a team of 10 in producing the first feature-length documentary exploring a sociological perspective on my hometown, highlighting social inequality and the consequences of limited education access. Honored with a school-wide award for its impact and pioneering nature.

Film ProductionLeadershipSocial Impact
Jan 2018 – Dec 2021Volunteer

3 Published Books

Co-Author & Project Coordinator

Brazil

Além de Belas Palavras · Jovens Entre(linhas) · Cofre de Pensamentos

Co-authored three books during high school, serving as project coordinator for two and leading teams of 50+ people each. Wrote about social, literary and philosophical topics, including societal pressure on individuals and the perception of time in modernity.

WritingLeadershipPhilosophyLiterature
02

Education

Mechatronics Engineering (Control & Automation)

State University of Campinas (Unicamp), BEng

Top 3%Top 2 in class
2024 – 2029|GPA 3.6 / 4.0

Perfect grades in

  • Algorithms & Programming (Python)
  • Data Structures (C)
  • Calculus I, II & III
  • Linear Algebra

Also covered

  • ·Digital Logic Circuits (VHDL / FPGA)
  • ·Physics Laboratory (NumPy, Matplotlib)
  • ·Statics & Dynamics

Visiting Student, Exchange Program

University of West Bohemia, Plzeň, Czech Republic

Merit-Based
Jan 2026 – Mar 2026

Two-month merit-based exchange in robotics and computer vision. Developed a 3D Vision System for an Autonomous Mars Rover for the European Rover Challenge (ERC), resulting in 2 scientific papers submitted to international journals.

03

Selected Projects

Click any image to enlarge it.

Dark Lands, Narrative RPG

Turn-based narrative RPG on the high seas where you battle marine creatures like the Enchanting Mermaid, the Fish-Man and the Kraken across three stages with random events and dropped weapons. Built in Java 21 using the Strategy and Builder design patterns, with Gradle, JAXB and JUnit 5.

Java 21Design PatternsGradleJAXBJUnit 5

PantanalBurns, Wetland Disturbance Monitoring

Reproducible regime-aware unsupervised framework that separates fire disturbance from seasonal flood-pulse signals in the Brazilian Pantanal, using Landsat NDVI/NBR time series, K-means eco-spectral regimes and a Random Forest. Published in Geomatics, Natural Hazards & Risk (2026).

PythonRemote SensingRandom ForestScikit-learnLandsat

Night-Task Navigation for Competition Rovers

Sim-to-Real pipeline evaluating ArUco marker detection in near-zero-lux conditions for the European Rover Challenge Night Task, using ROS2 Jazzy and Gazebo Harmonic and validated against physical experiments at the University of West Bohemia. Developed for the Artificial Life and Robotics journal.

PythonROS2GazeboOpenCVComputer Vision

ML for Journal Bearing Dynamics

Numerical modeling of hydrodynamic behavior in journal short bearings using Reynolds' equations and machine learning to predict dynamic coefficients. Presenting at MECSOL 2026 at ITA.

PythonScikit-learnNumerical ModelingNumPy

Brazilian Fixed-Income Fund Ranking

Data pipeline that ranks Brazilian fixed-income funds by retail client profile using public CVM and Central Bank data, validating 6.3M rows and producing reproducible top-five rankings for any reference date, with CI and quality reports.

PythonData EngineeringFinanceCI

3D Brain MRI Synthesis (Diffusion Models)

NVIDIA-supported research generating synthetic 3D brain MRI scans using Diffusion Models at LIDS/Unicamp, addressing data scarcity in medical imaging. Graduate-level research.

PyTorchDiffusion ModelsMedical ImagingDeep Learning

Autonomous Perception (E-racing)

Cone detection pipeline using YOLO and LiDAR sensor fusion with ROS2 for a Formula Student driverless electric car. Secured 3rd place in Brazil's National Autonomous Vehicles Competition.

PythonROS2YOLOLiDARComputer Vision

'Ifome' Food Delivery App

iFood replica in Java with advanced OOP concepts, design patterns and data structures. MC322, Unicamp.

JavaOOPData StructuresDesign Patterns

Rubik's Cube Solver

Graphical and gamified Rubik's Cube solving algorithm with step-by-step visualization.

PythonAlgorithmsGame Development
04

Skills

Programming

PythonPython
CC
JavaJava
SQLSQL
VHDL

AI & Machine Learning

PyTorchPyTorch
Scikit-learnScikit-learn
NumPyNumPy
PandasPandas
Matplotlib

Tools & Platforms

GitGit
LinuxLinux
GitHubGitHub
ROS2
WindowsWindows

Languages

🇧🇷

Portuguese

Native

🇺🇸

English

Fluent (C1)

🇫🇷

French

Intermediate

🇪🇸

Spanish

Intermediate

05

Awards & Publication

Published · May 2026Geomatics, Natural Hazards & Risk

A reproducible regime-aware unsupervised framework to reduce flood-pulse confounding in wetland disturbance monitoring: Pantanal (2020–2025)

Remote sensing and unsupervised machine learning to monitor environmental disturbances in the Pantanal, the world's largest tropical wetland, using satellite time-series from 2020 to 2025.

Read paper (DOI)

Top 2 in Class, Mechatronics Engineering

2024–26

GPA 3.6/4.0, ranked Top 2 in the Mechatronics Engineering class at Unicamp (Top 3% of the program).

Super Liga X, 1st Place National

2025

Entrepreneurship competition with 90+ universities and 290+ participants across Brazil. My team won 1st place.

Robocar Race, 3rd Place National

2025

Autonomous vehicle competition against the 20 best universities in Brazil, combining robotics, AI and computer vision.

Merit-Based Research Selections (×2)

2025

Selected for Computer Vision research after the highest grade in Data Structures; selected for ML research after ranking 2nd in Statics (71 students).

06

Contact

Always open to research collaborations, interesting projects, or a good conversation.