Higher Education Courses

Data Science

• Introduction to Data Science with R (40 hours materials, optative course);
  Both postgraduate programs, CINVESTAV Irapuato, Mexico [2018].

section 1: Data mining and preprocessing section 2: Exploratory data analysis
section 3: Unsupervised learning
section 4: Supervised learning (1/2)
section 5: Supervised learning (2/2)
section 6: Neural networks
section 7: Text mining
section 8: Data visualization
Data Science Team Challenge

Chemical Biology, Chemoinformatics & Bioinformatics

• Multidisciplinary Scientific Reasoning Course, Chemical Biology, Module 1 (8 hours);
  Integrative Biology postgraduate program, CINVESTAV Irapuato, Mexico [2019-2023].

Concepts of chemistry and thermodynamics
Metabolism: regulation
Structure and function of macromolecules - peptides and proteins
Introduction to enzyme kinetics
Analytical methods

• Multidisciplinary Scientific Reasoning Course, Chemical Biology, Module 2 (6 hours);
  Integrative Biology postgraduate program, CINVESTAV Irapuato, Mexico. [2020-2023]

Chemoinformatics - definitions and applications
Encoding molecules - molecular representations
Databases and Chemical Space
Computer-Aided Drug Design: ligand-based and structure-based approaches
Practice: Docking / Virtual Screening challenge

• Multidisciplinary Scientific Reasoning Course, Computational Biology, Module 2 (10 hours);
  Integrative Biology postgraduate program, CINVESTAV Irapuato, Mexico. [2020-2023]
  Bachelor in Genomic Sciences, LIIGH, ENES-UNAM Queretaro, Mexico. [2020-2024]
  Plant Biotechnology postgraduate program, CINVESTAV Irapuato, Mexico. [2021-2023]

Introduction to Structural Bioinformatics
Homology / Comparative modeling
Tutorial: Comparative modeling with Rosetta
Ab initio / De novo modeling
Tutorial: Ab initio modeling with Rosetta
AlphaFold2 in details
Protein Structure Prediction with AlphaFold2
Computational Protein Design

General

• Multidisciplinary Scientific Reasoning Course, Scientific Writing, Module 3 (7 hours);
  Integrative Biology Postgraduate program, CINVESTAV Irapuato, Mexico [2020-2023].

• The AI Toolbox for Drug Hunters and Protein Designers (2 hours);
  CHEM3801 Medicinal Chemistry, Macquarie University - Sydney, NSW, Australia [2025]