
Mario Alberto Martinez Oliveros
@marioalbertomartinez
Machine Learning Engineer pursuing optimization research at Universidad Nacional Autónoma de México; co-authored a MICAI 2025 paper on wave energy farms.
What I'm looking for
At Universidad Nacional Autónoma de México, I developed a surrogate-model-based optimization framework for Wave Energy Farms to reduce the computational cost of hydrodynamic simulations. My regression models captured over 92% of the variance in energy output predictions, and the research was presented at MICAI 2025.
I co-authored the paper Optimization of Wave Energy Farms Using Surrogate Models and Metaheuristics. I implemented models including SVM, CatBoost, and deep neural networks, and tuned Differential Evolution and Particle Swarm Optimization using Optuna.
I also developed the official website for the Bachelor's in Information Technologies for the Sciences using Next.js and React. After completing my degree in Information Technologies for the Sciences, I'm building on my foundation in optimization and automation and studying cloud computing to prepare for deploying and scaling machine learning models.
Experience
Work history, roles, and key accomplishments
Teaching Assistant
Universidad Nacional Autónoma de México
Jan 2026 - May 2026 (4 months)
• I assisted the professor in teaching the linear algebra course, facilitating students’ understanding of fundamental concepts and techniques.
• I provided academic support to students in solving activities, in-class exercises, assignments, and projects.
• I led study sessions and Q&A spaces, strengthening theoretical understanding and practical skills related to the course topics.
• I supported t
Teaching Assistant
Universidad Nacional Autónoma de México
Aug 2025 - Dec 2025 (4 months)
• I assisted in teaching fundamental programming concepts (Algorithms & Programming Class), facilitating student understanding of control structures, data types (strings, lists, dictionaries), file handling, and exception handling.
• I mentored students in solving computational logic puzzles and coding challenges via HackerRank, fostering their algorithmic thinking skills.
• I introduced students
Coordination Assistant
Universidad Nacional Autónoma de México
Aug 2025 - Dec 2025 (4 months)
• I spearheaded the end-to-end development of the official website for the Bachelor's in Information Technologies for the Sciences, leveraging Next.js and React for optimal performance and SEO.
• I implemented an AI-Augmented development workflow, utilizing v0 for rapid UI prototyping and refining User Experience (UX) through iterative feedback loops with Gemini and Claude.
• I managed the project
Research Internship
Universidad Nacional Autónoma de México
Jan 2025 - Dec 2025 (11 months)
• I developed a surrogate-model-based optimization framework for Wave Energy Farms, leveraging Machine Learning to minimize the high computational costs of traditional hydrodynamic simulations.
• I implemented and benchmarked advanced regression models (SVM, CatBoost, and Deep Neural Networks with residual connections) using Python and PyTorch, successfully capturing over 92% of the variance in en
Teaching Assistant
Universidad Nacional Autónoma de México
Jan 2025 - May 2025 (4 months)
• I assisted the professor in teaching the linear algebra course, facilitating students’ understanding of fundamental concepts and techniques.
• I provided academic support to students in solving activities, in-class exercises, assignments, and projects.
• I led study sessions and Q&A spaces, strengthening theoretical understanding and practical skills related to the course topics.
• I supported t
Coordination Assistant
Universidad Nacional Autónoma de México
Jan 2025 - May 2025 (4 months)
• I collaborated as an assistant in the coordination of the Bachelor’s Degree in Information Technologies for the Sciences at the National School of Higher Studies, Morelia Unit.
• I organized and managed workshops and informational events aimed at high school students interested in the program.
• I worked alongside team members to develop and implement outreach strategies to promote the academic
Teaching Assistant
Universidad Nacional Autónoma de México
Aug 2024 - Dec 2024 (4 months)
• I assisted the professor in teaching the neural networks course, facilitating the understanding of key concepts and techniques.
• I helped students resolve doubts related to activities, in-class exercises, assignments, and projects presented during the course.
• I conducted study sessions and clarification meetings to improve understanding of the topics and problem-solving skills.
• I provided s
Research Internship
Universidad Nacional Autónoma de México
Jan 2024 - Dec 2024 (11 months)
• I participated in the research project "Multi-serial Didactic Design to Enhance Mathematical Modeling Skills and Critical Thinking in the Learning of Artificial Intelligence".
• I designed practice manuals in LaTeX for teaching various topics in artificial intelligence, aimed at both students and teachers.
• I conducted a literature review to identify potential improvements in existing materia
Research Internship
Universidad Nacional Autónoma de México
Aug 2023 - Dec 2023 (4 months)
• I participated in the research project "Case Studies for AI in the Classroom: Didactic Developments with Feminist Methodologies".
• I conducted a literature review to identify similar research and establish an appropriate framework.
• I used the "Multi-Dimensional Gender Bias Classification" dataset for the research, preparing the dataset through prior data exploration and cleaning.
• I devel
Education
Degrees, certifications, and relevant coursework
Google Cloud
Google Cloud Computing Foundations Certificate
Mar 2026
BIG school
AI Development: From 0 to Production
Mar 2026
Código Facilito
Bootcamp desarrollo de software basado en agentes con Kiro
Jun 2026 · Expired Jul 2026
Anthropic
Claude Code in Action
Feb 2026
Universidad Nacional Autónoma de México
Bachelor's degree, Information Technologies for the Sciences
2021 - 2025
Udemy
Ultimate Docker: From Zero to Deployment Guide
Jan 2025
Udemy
Web Development from scratch: HTML5, CSS3, and JavaScript
Jan 2025
Udemy
LaTeX - The definitive course
Aug 2024
CONDUSEF
Diploma in Financial Education
Jul 2024
Google: Artificial Intelligence and Productivity
Jul 2024
MIT Professional Education
Internet of Things
Jul 2024
Emtech Institute
Introduction to Emerging Technologies: 2024 Edition
Jul 2024
Esade
Negotiation
Jul 2024
ANUIES - Asociación Nacional de Universidades e Instituciones de Educación Superior
Skills for Employability
Jul 2024
Santander Open Academy
Effective and Persuasive Writing
Jul 2024
IE University
Introduction to Data Science
Jun 2024
Mexican Mathematical Olympiad
Course for Coaches of the Mexican Mathematical Olympiad
Mar 2024
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Location
Authorized to work in
Salary expectations
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