Curriculum vitae

Mathematical Engineer and MSc in Applied Mathematics. Research Engineer in Digital Health at the Center for Mathematical Modeling, University of Chile.

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Education

• MSc in Applied Mathematics, University of Chile, 2025
• Mathematical Engineering, University of Chile, 2025
• BSc in Engineering Sciences (minor in Mathematics), University of Chile, 2025

Experience

Outreach Coordinator
Center for Mathematical Modeling, University of Chile
January 2026 - July 2026
Coordinate the outreach activities of the Center.

Research Engineer
Center for Mathematical Modeling, University of Chile
January 2026 - Present
Digital Health and Mathematical Education research lines.

Research Visit
NeuroSpin, CEA, Université Paris-Saclay, France
October 2025 - December 2025
Research in multimodal deep learning interpretability and information theory.

Research Engineer
Center for Mathematical Modeling, University of Chile
March 2025 - September 2025
Digital Health research line.

Research Assistant
Center for Mathematical Modeling, University of Chile
September 2023 - March 2025
Mathematical modeling of epidemic processes incorporating population, regional, and group structures. Joint Fund for Chile-Mexico Cooperation. Supervisor: Héctor Ramírez.

Research Assistant
Center for Mathematical Modeling, University of Chile
September 2023 - May 2024
Research on unique continuation principles in the context of Physics-Informed Neural Networks. Supervisor: Gabrielle Nornberg.

Research Assistant
Inria Chile
March 2023 - September 2023
Hybrid optimization algorithms combining Bayesian optimization with evolutionary algorithms for hyperparameter tuning of Physics-Informed Neural Networks. Supervisor: Hugo Carrillo.

Internship
Inria Chile
January 2023 - February 2023
Built a framework for solving differential equations using deep learning methods in Python. Supervisor: Hugo Carrillo.

Programming

• Advanced: Python, scikit-learn, PyTorch, Julia, R, Microsoft Office
• Intermediate: MATLAB, Arduino

Teaching

University courses as Lecturer

From August 2026:

• Machine Learning
  Master in Data Science, University of Chile
• Interdisciplinary Module: Modeling, Data Science and Artificial Intelligence in Health
  Innovation Area, Faculty of Physical and Mathematical Sciences, University of Chile
• Artificial Intelligence in Medicine: Quantitative Foundations and Clinical Reasoning
  Faculty of Medicine, University of Chile

Mini-course in Deep Learning

Lecturer at the National Mathematical Engineering Meeting in December 2024, co-taught with Javier Maass. Materials are available in the course repository.

Mathematics Common Track Courses Coordinator

Coordinated and organized teaching assistants for assessment and exam grading, including recruitment, supervision, and grading. Courses included:

• Advanced Calculus and Applications
• Introduction to Algebra
• Ordinary Differential Equations
• Introduction to Calculus

Teaching Assistant in Mathematics

• Ordinary Differential Equations
• Advanced Calculus and Applications
• Introduction to Calculus
• Statistics
• Multivariable Calculus
• Partial Differential Equations
• Linear Algebra
• Mathematical Optimization
• Machine Learning, Deep Learning, and Neural Networks

Teaching Assistant in Data Science

Teaching Assistant in Machine Learning for the Master in Data Science (Spring 2024 and Fall 2025).

Teaching Assistant in Innovation

Innovation course with multidisciplinary collaboration in the Common Track of Engineering, introducing mathematical models and computational techniques for climate-change problems.

Teaching materials

Created mathematics material for new students in the Common Track of Engineering at the Faculty of Physical and Mathematical Sciences, University of Chile.

Service

Assistants Coordinator
Explora RM Sur Poniente
2019 - 2022
Coordinated assistants for scientific outreach and dissemination activities.