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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.

Mexico
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What I'm looking for

I'm looking to transition into a Machine Learning Engineer role where I can apply my skills in data science and optimization. I'm eager to join a forward-thinking team and am building my cloud computing skills to deploy and scale machine learning models.

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

UM

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

UM

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

UM

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

UM

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

UM

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

UM

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

UM

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

UM

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

UM

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

GC

Google Cloud

Google Cloud Computing Foundations Certificate

Mar 2026

BS

BIG school

AI Development: From 0 to Production

Mar 2026

CF

Código Facilito

Bootcamp desarrollo de software basado en agentes con Kiro

Jun 2026 · Expired Jul 2026

AN

Anthropic

Claude Code in Action

Feb 2026

UM

Universidad Nacional Autónoma de México

Bachelor's degree, Information Technologies for the Sciences

2021 - 2025

UD

Udemy

Ultimate Docker: From Zero to Deployment Guide

Jan 2025

UD

Udemy

Web Development from scratch: HTML5, CSS3, and JavaScript

Jan 2025

UD

Udemy

LaTeX - The definitive course

Aug 2024

CO

CONDUSEF

Diploma in Financial Education

Jul 2024

GO

Google

Google: Artificial Intelligence and Productivity

Jul 2024

ME

MIT Professional Education

Internet of Things

Jul 2024

EI

Emtech Institute

Introduction to Emerging Technologies: 2024 Edition

Jul 2024

ES

Esade

Negotiation

Jul 2024

AS

ANUIES - Asociación Nacional de Universidades e Instituciones de Educación Superior

Skills for Employability

Jul 2024

SA

Santander Open Academy

Effective and Persuasive Writing

Jul 2024

IU

IE University

Introduction to Data Science

Jun 2024

MO

Mexican Mathematical Olympiad

Course for Coaches of the Mexican Mathematical Olympiad

Mar 2024

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