CV
Education
- M.S. in Applied Mathematics, Universidad de Chile, 2024
- Master’s Thesis studying ‘symmetries’ in the Mean Field Limit of overparametrized Neural Networks. This work is currently under review for the Neurips 2024 Conference. I finished my masters with a GPA of 4.33 (7.0/7.0).
- B.S. in Mathematical Engineering (Double Degree), Universidad de Chile, 2024
- Engineering curriculum focused on Applied Mathematics (involving Advanced Math Topics and Programming Skills). I obtained an Outstanding Student Award, and finished my undergraduate with a GPA of 4.33 (7.0/7.0).
- B.S. in Mathematical Engineering (Double Degree), CentraleSupélec, 2024
- Pursued the ‘Parcours Recherche’ program. My Research Projet ‘AI for collective decision making’ (advised by Vincent Mousseau and Anaëlle Wilczynski) was published at AAMAS 2023 conference. I obtained a distinction from CS Talents for my remarkable academic results.
- M1 Degree in Pure Mathematics, Institut Orsay (Université Paris-Saclay), 2022.
- During my second year in CentraleSupélec, I pursued this M1 degree thanks to a partnership with the Institu Orsay. I finished the program with excellent grades (19.1/20).
Work experience
- June 2024 - Present: AI Researcher
- ReplAI
- Research-oriented position on a quickly-growing chilean startup which develops advanced AI solutions (involving RAG, Knowledge Graphs, XAI, among other techniques).
- Supervisor: Daniel Pereda and Ricardo Arancibia.
- May 2024 - Present: Research Assistant
- Centro de Modelamiento Matemático (CMM)
- Research Assistant position focused on: 1) condensating my Master’s thesis research (on the symmetries in the mean-field theory of neural networks) into a research paper, 2) getting involved in new research projects (on the use of RKHS in statistical tests for stochastic processes), and 3) supporting the preparation Fondef project on EEG and ECG algorithms for early detection of epilepsy.
- Supervisor: Joaquín Fontbona.
- July 2022 - June 2024: Lead Data Scientist
- ISATEC
- Leader of a Team dedicated to upgrading ISATEC’s electrocardiogram diagnosis procedure by deploying an integrated AI system (Neural Networks + Explainable Methods).
- Supervisor: Claudio Pavanati and Ignacio Calisto.
- February 2022 - March 2022: Portfolio Optimization Project
- Generali Centrale Supélec x Generali
- ‘Stochastic Modelling of financial risks’ project: Optimization of insurance premiums.
- Supervisor: Gaoyue Guo.
- Feb 2021 - May 2021: Data Science Internship
- FCFM, Universidad de Chile
- Internship researching Topological Data Analysis, and applying Machine Learning and Data Science techniques to analyze the astronomical data of the ALeRCE dataset.
- Supervisor: Francisco Forster.
Skills
- Data Science, Machine Learning, Deep Learning and Artificial Intelligence in general.
- Mathematical Abstraction and Modeling.
- Stochastic Processes, Probability Theory, Mean Field Theory, Optimal Transport Theory, Ergodic Theory, Graph Theory, Statistics, Abstract Algebra, among many others.
- Advanced Programming in Python, R, Julia, MATLAB and LaTeX.
- Some useful Python packages:
numpy, matplotlib, pandas, polars, sklearn, xgboost, seaborn, bokeh, pytorch, keras, tensorflow, lightning, jax, sktime, tsai, huggingface, pyod, networkx, igraph, imodels, interpretml, lancedb, langchain, streamlit, chainlit, among many others.
- Some useful Python packages:
- Languages:
- Spanish: Native
- English: C2 (IELTS Band 8.5)
- French: C2
- Others: Piano, Tenor Saxophone and member of a Brass Band.
Publications
Talks
Neurips 2024 - Symmetries in Overparametrized Neural Networks: A Mean Field View
Conference Talk at NeurIPS Conference (online), Vancouver, Canada
Probability Seminar - Symmetries in Overparametrized Neural Networks: A Mean Field View
Talk at Universidad de Chile, Mathematical Engineering Department, Santiago, Chile
Thesis Defense - Symmetries in Overparametrized Neural Networks: A Mean Field View
Talk at Universidad de Chile, Mathematical Engineering Department, Santiago, Chile
AAMAS 2023 - A Hotelling-Downs Game for Strategic Candidacy with Binary Issues
Conference Talk at AAMAS Conference, London, United Kingdom
Summer School on Discrete Mathematics - A Hotelling-Downs Game for Strategic Candidacy with Binary Issues
Talk at Instituto de Sistemas Complejos de Valparaíso (ISCV), Valparaíso, Chile
Fête de la Science 2021 - Les maths et la prise de décision
Tutorial at Collège Roland Garros, Saint-Germain-lès-Arpajon, France