01. WORK EXPERIENCE
Quantitative Developer / AI Developer
Jan 2025 β currentNorthpool 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 2020ITAM • 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 2017Bloomberg • 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 2015Mexican 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
// Data science and AI
// MLOps and others
02. EDUCATION
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.
Master's Degree in Computer Science
Computer Research Center, IPN
Thesis: Automated Learning of Trading Rules for the Mexican Stock Market.
Bachelor's Degree in Actuarial Science
Faculty of Sciences, UNAM
Thesis: On Mertonβs jump diffusion model for pricing European options.
04. PUBLICATIONS AND SOFTWARE
Clustering & 2D Classification Dataset Application
Web tool for the quick and easy creation of 2D clustering and classification datasets
Dempster-Shafer Credal Probabilistic Circuits
Portfolio Optimization via Credal Probabilistic Circuits
Beyond tree-shaped credal probabilistic circuits
05. Writing
// Just some notes and fun