Teaching

Courses
Workshops
Students
Educational material

Courses

Intermediate Data Science.
Diplomado en Ciencia de Datos.
2022, 2023, DGTIC-UNAM.
Specialization. 30 hours.
Link to course material.
Computational tools (intro to ML).
2023, CICATA-Legaria, IPN.
Postgraduate (online). 30 hours.
Link to course material.
Evolutionary Computation.
Diplomado en Inteligencia Artificial Aplicada.
2023, DGTIC-UNAM.
Specialization. 20 hours.
Link to course material.
Probabilistic Reasoning.
Diplomado en Inteligencia Artificial Aplicada.
2023, DGTIC-UNAM.
Specialization. 10 hours.
Link to course material.
Deep Learning.
2022, Centro de Investigación en Matemáticas (CIMAT), unidad Aguascalientes.
Master in Process Modeling and Optimization.
Co-teaching with Dra. Liliana Guadarrama Bustos. 45 hours.
Link to course material.
Research seminar I, II.
Maestría en Ciencias (Astrofísica).
2024, Universidad de Guanajuato.
8 hours.
.
High school physics and mathematics courses (2013-2014).
CECyT-8 of the Instituto Politécnico Nacional and other institutions.
Courses of Algebra, Physics, Differential equations, etc.

Workshops

Organizing Committee of the HPC-ML Workshop.
II-Mini Workshop on HPC in Science and Engineering.
2023, Instituto de Ciencias Físicas, UNAM.
From 16-18 August.
20 hours.
Link to workshop material.
Machine Learning Basics.
2021, 3rd edition of Mexican Astro-Cosmo-Statistics School.
Universidad de Guanajuato.
From June 28 to July 2.
4.5 hours.
Link to workshop material.
Cosmology with SimpleMC.
2020, .
15 hours.
Link to workshop material.

Supervised students

Thesis Committee

Jazhiel Chacón (2023 - in process).
PhD in Computer Sciences.
CIC, Instituto Politécnico Nacional.
Thesis project: Comparing cosmological structure formation models with deep learning.
Juan de Dios Rojas Olvera (2024).
Master in Astronomy.
Institute of Astronomy. UNAM.
Thesis (Spanish version): Optimization of Astrophysical and Cosmological Systems with Physically Informed Neural Networks.

Co-supervised

Rodrigo Mendez (2022-).
Master in Astrophysics.
Universidad de Guanajuato.
Thesis project: Analysis of the relationship between entropy estimators based on the dynamical properties of galaxies and the ICM using machine learning.
Co-supervised with Cesar Caretta.
Francisco Tamayo (2022-).
PhD in Educational Physics.
CICATA-IPN.
Thesis project: Educational data mining to analyze academic performance in physics..
Co-supervised with Ricardo García.
Erika Montero (2022-).
PhD in Educational Physics.
CICATA-IPN.
Thesis project: Machine Learning to analyze PISA tests in physics..
Co-supervised with Ricardo García.
José Luis López (2022-).
PhD in Advanced Technology.
CICATA-IPN.
Thesis project: Training athletes with Artificial Intelligence..
Co-supervised with Ricardo García.
Daniel Barrera (2023-).
PhD in Advanced Technology.
CICATA-IPN.
Thesis project: Deep Learning in medical diagnosis..
Co-supervised with Ricardo García.
Raquel Cabezuelo Ortí (2023).
Master in Astrophysics.
Valencia International University (VIU).
Thesis (Spanish version): Dynamical analysis of a homogeneous and isotropic cosmological model coupled with nonlinear electrodynamics.
Co-supervised with Ricardo García Salcedo.
José Luis López López (2021-2023).
Master in Process Modeling and Optimization.
Centro de Investigación en Matemáticas (CIMAT), unidad Aguascalientes.
Thesis (Spanish version): Prediction of skateboard tricks in images using neural networks.
Co-supervised with Dra. Lilí Guadarrama.
Julen Pastor Rodriguez (2022-2023).
Master in Astrophysics.
Valencia International University (VIU).
Thesis (Spanish version): Cosmological analysis of supernovae with neural networks.
Co-supervised with Ricardo García Salcedo.
Luis Marín Díaz (2022-2023).
Master in Astrophysics.
Valencia International University (VIU).
Thesis (Spanish version): Reconstruction of the SNIa distance module with observational data and Gaussian processes.
Co-supervised with Ricardo García Salcedo.
Daniel Barrera Hernández (2021-2023).
Master in Advanced Technology.
CICATA-Legaria, Instituto Politécnico Nacional.
Thesis (Spanish version): Application of machine learning to the diagnosis of cardiovascular diseases using electrocardiograms.
Co-supervised with Ricardo García Salcedo.
Francisco Javier Montaño (2021-2022).
Master in Astrophysics.
Valencia International University (VIU).
Thesis (Spanish version): Cosmological analysis with SNeIa and neural networks
. Co-supervised with Ricardo García Salcedo.

Supervised:

Esteban Elías Gonzalez Mendez (2023).
Summer research stay for undergraduate students.
ICF-UNAM.
Physics engineering (Universidad Tecnológica de la Mixteca).

Educational material

Textbooks

One main textbook and four supplementary materials, including guides for teachers and students, designed to complement the primary textbook used in courses. See the full list in the Textbooks Publication Section or on the ISBN-INDAUTOR website.

Matemáticas 3, Travesías Series, Castillo Editions is a mathematics textbook for high school. It has been approved by the Secretaría de Educación Pública (SEP) and included in the repository of the Comisión Nacional de Libros de Texto Gratuitos (CONALITEG). You can purchase it on Amazon or at El Sótano. It is also available in the CONALITEG repository.

Figura

Papers

See the full list in the Educational and outreach publications section.

Digital resources

MOOC course

Development of the MOOC course “Formación docente para la enseñanza de Matemáticas básicas” for the MexicoX platform.

In collaboration with: UPEV-IPN, Dr. Daniel Sanchez Guzman, Dr. Ricardo García Salcedo and Ricardo Medel Esquivel.

Augmented Reality app

Didactic exploration of Augmented Reality. Development with Unity-3D, vuforia and C#.