Physicist with a strong background in computational biophysics and extensive experience in data manipulation, statistical analysis, and data visualization. Skilled in managing and interpreting large-scale datasets through molecular dynamics simulations, enhanced sampling techniques, and advanced analytical methodologies. Proven ability to extract meaningful insights from complex data, apply critical thinking to solve challenging problems, and contribute to interdisciplinary research at the intersection of physics, chemistry, and biology. Highly motivated to apply analytical expertise in data-driven environments and international collaborative projects.
Private tutoring for school, college, and early university levels, in the areas of mathematics, physics, chemistry, and programming.
Research on the free energy of protein folding by applying molecular dynamics simulations and advanced sampling methods. This included optimizing PMF calculations through cluster-guided window selection to enhance umbrella sampling efficiency.
Data analysis
Data visualization and presentations
Large dataset manipulation
Data presentations software: Gnuplot Origin MatLab Wolfram
SQL
C programming
Python programming
R programming
Bash scripting
Tcl scripting
PowerBI
INTERNSHIP - BIOPHYSICS LABORATORY
Nov 2022 – Aug 2023
Conducted research on the free energy of the process protein folding by applying molecular dynamics simulations and Umbrella Sampling method, involving large-scale data generation, processing, and statistical analysis to extract meaningful insights.
RESEARCH PROJECT - CONDENSED MATTER
May 2022 – Sep 2022
Characterisation of zeolite samples impregnated with graphene oxide (GO) and reduced graphene oxide (RGO).
SCHOOL ON BIOLOGICAL PHYSICS AND BIOMOLECULAR SIMULATIONS IN THE MACHINE LEARNING ERA
São Paolo, Brasil [Apr 2025]
Participation and Poster Presentation
SCHOOL ON THE ORIGINS OF LIFE, BEHAVIOR AND COGNITION
São Paolo, Brasil [ Mar 2025 ]
Participation and Poster Presentation
BIOPHYSICAL SOCIETY 69TH ANNUAL MEETING
Los Angeles, California, USA [ Feb 2025 ]
Poster Presentation
SCHOOL OF PROGRAMMING FOR SCIENTIFIC RESEARCH - EPIC IV
Quito, Ecuador
Participation and Oral Presentation
XVIII PHYSICS MEETING
Quito, Ecuador
Participation and Poster Presentation
WORKSHOP NANOANDES
Quito, Ecuador
Participation and Staff
CONGRESS OF APPLIED RESEARCH IN DATA SCIENCE - II NATIONAL CONGRESS OF R USERS GROUP
Quito, Ecuador
Participation
Cluster analysis as an intermediate step in PMF calculations with umbrella sampling
Abstract of a partial interpretation of the results of the research carried out in the Biophysics Laboratory. Forthcoming publication with a broader and extended interpretation of the results.
Marco Vinicio, Bayas Rea, PhD.
marco.bayas@epn.edu.ec
Head of the Biophysics Laboratory and Titular Professor
Escuela Politécnica Nacional