Hi, I'm Mateus
AI Researcher &
Software Engineer

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BIOGRAPHY

AI Researcher and Software Engineer passionate about building transparent and fair AI for complex decision-making. My work bridges advanced research in Explainable AI (XAI), Recommender Systems, and Fairness with practical operational needs.

Currently conducting research at the University of Jaén (UJA), ranked #1 in Spain for Computer Science Research Quality (THE 2025), #40 globally.

Based in Jaén, Spain.

Experience

Experience & Education

Education

PhD Candidate

UJA - Spain 2025 - Present

Master's in Optimization and Decision-Making

PUC Minas - Brazil 2021 - 2023

Bachelor's in Electrical Engineering

PUC Minas - Brazil 2016 - 2020

Work

AI Researcher

University of Jaén - Spain Jan 2025 - Present

Full Stack Engineer (Contractor)

Freelancer - Ireland May 2023 - Sep 2024

Master's Thesis Researcher

Vale Innovation Hub - Brazil Dec 2021 - Sep 2023

Software Engineer & Technical Trainer

SYDLE - Brazil Jan 2020 - Jun 2023

Associate AI Engineer

Omdena - New York Jan 2022 - Apr 2022

Co-Founder & CTO

Looksafe - Brazil Feb 2019 - Feb 2020
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Publications

Research contributions and academic work
Conference

GREX: A Platform for Supporting Explanations in Group Recommender Systems

Toledo, M., Yera, R., Barranco, M.J., Dutta, B.

IDEAL 2025. Lecture Notes in Computer Science, vol 16239. Springer, Cham.

View Publication
Book chapter

On Multicriteria Decision-Making Under Conditions of Uncertainty

Pereira Júnior, J.G., Ekel, P.I., Palhares, R.M., Parreiras, R.O., & Leão, M.T.

2025. Book Chapter, PUC Minas. ISBN 978-65-88547-80-9

View Publication
Book chapter

Scenario Building for Multicriteria Analysis Using Group Decision-Making

Figueiredo, L.R., Frej, E.A., Soares, G.L., Ekel, P.I., & Leão, M.T.

2025. Book Chapter, PUC Minas. ISBN 978-65-88547-80-9

View Publication
Journal

A Multicriteria Decision-Making in Conditions of Uncertainty for Ports' Ore Exportation

Leão, M.T., Ekel, P., & Liborio, M.P.

2023. PARIPEX - Indian Journal of Research, 12(7), 1–5.

View Publication
Thesis

Multicriteria Decision-Making Under Conditions of Uncertainty in Port Ore Flow (Master's Thesis)

Leão, M.T.

2023. PUC Minas, Computer Science Graduate Program

View Thesis
Book chapter

Can Logic Assist in Achieving Legal Certainty in Judicial Decisions?

Toledo, I.H.L., & Leão, M.T.

2022. Studies in Public and Private Law: Volume VI. ISBN 978-65-88331-55-2

View Publication
Thesis

Contracts in the Free Energy Market and Risk Analysis Strategy (Bachelor's Thesis)

Leão, M.T.

2020. PUC Minas, Electrical Engineering

View Thesis

Projects

Open-source projects and contributions
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A python library for explainable group recommender systems.

PYGREX

View Repository
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Portuguese translation of Donald Knuth's book
The Art of Computer Programming (Open Source)

TAOCP Portuguese Translation

View Repository
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Portuguese translation of Interpretable Machine Learning: A Guide for Making Black Box Models Explainable by Christoph Molnar

Interpretable ML Book - Portuguese Translation

View Repository
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Multicriteria optimization model for port planning and export shipment. Achieved 3x accuracy improvement during COVID-19 uncertainty

Port Ore Export Optimization and Decision-Making

View Repository
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Quantitative financial risk analysis strategy
for Brazil's Free Energy Market

Energy Market Risk Analysis

View Repository

Expertise

Technologies and research methodologies

AI/ML Research

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PyTorch

Pro experience
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Scikit-learn

Pro experience
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TensorFlow

Intermediate
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Mlxtend

Pro experience
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Explainable AI

Research focus
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RecSys

Research focus

Optimization & Decision-Making

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Gurobi

Research experience
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PuLP

Research experience
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SciPy

Research experience
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CVXPY

Research experience
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Fuzzy Logic

Prof experience

LLMs & NLP

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LangChain

Research experience
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CRSLab

Research experience
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LLMOps

Certified
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Transformers

Intermediate

Programming Languages

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Python

Prof experience
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JavaScript

Prof experience
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TypeScript

Intermediate

Data Analysis

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Pandas

Prof experience
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NumPy

Prof experience
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Matplotlib

Prof experience
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Seaborn

Prof experience
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JupyterLab

Prof experience

Software Development

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Next.js

Intermediate
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Material UI

Intermediate
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Node.js

Prof experience
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Tornado

Prof experience

Database & Cloud

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MongoDB

Prof experience
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PostgreSQL

Prof experience
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Elasticsearch

Prof experience
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AWS

Prof experience

DevOps & Tools

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Docker

Prof experience
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Git

Prof experience
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Jest

Testing
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Pytest

Testing

Contact Me

Get in touch

Talk to me

Email (email mask, don't worry) hike.agate2262@eagereverest.com Send email
Location Jaén, Spain

Send me a message