01. WORK EXPERIENCE

Quantitative Developer / AI Developer

Jan 2025 β€” current

Northpool B.V. • Leiden, The Netherlands

Design of pipelines for training and deploying statistical and deep learning models used for trading in the energy markets.

Create real-time monitoring dashboards to track data drift and, model's performance.

Code and containerize production-ready APIs using tools such as Docker, Kubernetes, and FastAPI.

Data Science & AI Lecturer

Oct 2019 β€” Jun 2020

ITAM • Mexico City

Taught graduate-level data science modules for industry professionals, covering python programming, machine learning, and statistical modeling.

Mentored students on how to deploy the models using tools such as Docker, Kubernetes and FastAPI.

Economic Data Analyst / Developer

Aug 2015 β€” Aug 2017

Bloomberg • Mexico City

Accelerated data acquisition workflows by leveraging vendor APIs, reducing acquisition times from 30 minutes to less than 1 minute.

Built internal dashboards to process time-series datasets and detect data outliers.

Stock Indexes Analyst

Jul 2013 β€” Feb 2015

Mexican Stock Exchange • Mexico City

I improved the optimization process for the S&P/BMV Bursa Optimo Index, reducing computation time from 8 hours to 10 minutes.

Managed the full life-cycle of stock indexes maintenance, including constituents selection and weights determination.

03. Tech Stack

//Languages

Python C++ R Javascript Matlab VBA

// Data science and AI

PyTorch TensorFlow NumPy SciPy PySpark Scikit-Learn LangChain RAG

// MLOps and others

Linux Git AWS Cloud Docker Kubernetes FastAPI

02. EDUCATION

2020 β€” 2024

PhD Candidate in Computer Science

Eindhoven University of Technology (TU/e)

Uncertainty in Artificial Intelligence Group Thesis: Deep Credal Probabilistic Circuits: Inference, learning and applications.

2017 β€” 2019

Master's Degree in Computer Science

Computer Research Center, IPN

Thesis: Automated Learning of Trading Rules for the Mexican Stock Market.

2008 β€” 2012

Bachelor's Degree in Actuarial Science

Faculty of Sciences, UNAM

Thesis: On Merton’s jump diffusion model for pricing European options.

04. PUBLICATIONS AND SOFTWARE

⚑
Clustering App

Clustering & 2D Classification Dataset Application

Web tool for the quick and easy creation of 2D clustering and classification datasets

8th International Conf. on Belief Functions • 2024

Dempster-Shafer Credal Probabilistic Circuits

ACM International Conference on AI in Finance (ICAIF) • 2023

Portfolio Optimization via Credal Probabilistic Circuits

International Journal of Approximate Reasoning (IJAR) • 2023

Beyond tree-shaped credal probabilistic circuits

05. Writing