David R. Montalván Hernández

💼 Work experience


Instituto Tecnológico Autónomo de México (ITAM), Mexico City, Mexico – (Oct 2019 - June 2020)

Economic Data Analyst

Bloomberg L.P., Mexico City, Mexico – (Aug 2015 - Aug 2017)

Stock Indexes Analyst

Mexican Stock Exchange, Mexico City, Mexico – (Jul 2013 - Feb 2015)

Teacher Assistant

Universidad Nacional Autónoma de México (UNAM), Mexico City, Mexico – (Aug 2012 - Jun 2013)

🎓 Education

PhD Candidate in Computer Science

Uncertainty in Artificial Intelligence, Eindhoven University of Technology, Eindhoven, The Netherlands - (Nov 2020 - current)

Currently exploring topics related uncertainty quantitification in generative models, including but not limited to:

Mainly working with Probabilistic Circuits

Master's Degree in Computer Science

Computer Research Center, Instituto Polítecnico Nacional (IPN), Mexico City, Mexico - (Aug 2017 - Nov 2019)

In my master’s I was part of the Artificial Intelligence Laboratory.

Thesis: Automated learning of trading rules for the stock market

Bachelor's Degree in Actuarial Science

Faculty of Sciences, Universidad Nacional Autónoma de México (UNAM), Mexico City, Mexico - (Aug 2008 - Jul 2012)

During my bachelor’s studies I focused on financial derivatives theory.

Thesis: Merton's jump diffusion model for pricing european options: A martingale approach.

🛠️ Skills and tools


I have several years of working experience with mainstream packages used in machine learning and data science such as


Working experience with the tidyverse collection of packages for data science.

Other tools and programming languages



Tensorflow in practice specialization (Certificate)

This specialization comprehends the following courses:

John Hopkins University



This writing is done for my own use, notes here may contain (a lot of) errors and imprecisions.

👨‍🏫 Teaching