Experience

PhD program in Physics, Statistics and Data Science

Massachusetts Institute of Technology, Cambridge, USA

• Expected graduation 2028

Bachelor of Science Physics

EIA University, Envigado, Colombia

• 4.8/5.0
• Dean's List in all semesters

Astrophysics Diploma

Universidad de Antioquia, Medellín, Colombia

Graduate Courses on Deep Learning

EIA University, Envigado, Colombia

Data Science Diploma DS4A

Correlation One

MIT Research

MIT, Cambridge, USA

• Supervisor prof. Garcia-Ruiz
• Responsibilities
  • Improve Nuclear ab initio models and their uncertainty estimation.
  • Develop a nuclear physics-informed models for the prediction of nuclear properties.
  • Setup Lab for the study of the radioactive molecule cooling via laser spectroscopy.

CERN Intern Researcher

CMS Collaboration (CERN), Vanderbilt University

• Supervisor prof. Francesco Romo
• Responsibilities
  • Study beyond Standard Model Dark Matter proposals and the feasibility of measuring it at the LHC.
  • Investigate improvements on Transformer and GNNs for improved sensibility and extrapolation.
  • Work on data processing pipelines for multivariate anomaly detection with Machine Learning at the BRIL-CMS Luminosity detector.

Research Assistan

EIA University, Envigado, Colombia

• Supervisor prof. Amalia Betancur
• Responsibilities
  • Studied quasi-elastic scattering processes at the future Deep Underground Neutrino Experiment (DUNE) near detector within a scalar Dark Matter doublet model.
  • Researched methods to estimate and improve sensitivity via Machine Learning methods for a phenomenological parameter space.

Summer Student

CERN, Geneva, Switzerland

• Supervisor prof. Andres Delannoy
• Responsibilities
  • Developed an ML algorithm for detecting anomalies in experimental data of instant luminosity using bayesian computation and unsupervised learning.
  • Improved the computational postprocessing pipeline of the data recording for the CMS experiment

Research Intern

UBC, Vancouver, Canada

• Supervisor prof. Christoph Ortner
• Responsibilities
  • Researched applications of the Atomic Cluster Expansion method of material sciences to high energy physics.
  • Investigated the application of different parametric group-symmetry conserving computational models.
  • Explored Clebsch–Gordan coefficients representation to non-compact group representations.

Research Intern

Sivas Cumhuriyet University

• Supervisors prof. Serkan Akkoyun, Murat Koksal
• Responsibilities
  • Researched the feasibility of measuring anomalous magnetic and electric magnetic moments of $\tau$-lepton on future hadronic and electronic colliders.
  • Calculated numerically the expected cross-sections of different proton pdf for virtual-photon models.
  • Investigated Machine Learning methods for understanding unstable atomic decay energy.

Theoretical and Applied Physics Member

EIA University, Envigado, Colombia

• Supervisor prof. Amalia Betancur and Juan G. Suárez
• Responsibilities
  • Explored bounding phenomenological constraints using matrix co-positivity via symbolic restrictions to the quartic couplings of the Standard Model Lagrangian.
  • Surveyed relic density restrictions to different Dark Matter masses via general and dedicated Montecarlo simulations.
  • Developed geometric DL algorithms for particle reconstruction at neutrino experiments.
  • Investigated the time-dependent Schrodinger solutions for different systems via Informed Neural Networks.

Science Research Group Member

Universidad de Medellín, Medellín, Colombia

• Supervisor David V. Forero
• Responsibilities
  • Explored the feasibility of measuring violations to the CP symmetry at the DUNE far detector given neutrino oscillations and the Jarlskog for different lepton mixing.
  • Surveyed state-of-the-art precision proofs of Lepton non-universality.

Econo-physics Research Assistant

EIA University, Envigado, ColombiaA

• Supervisor prof. Nathaly Rendón
• Responsibilities
  • Solved Stochastic Equilibrium Partial Differential equations for modeling macro-econometric evolution.
  • Investigated regression models for GDP via Short-Long Term Neural Networks from network search factors.

• Summer Student Internship, CERN, Switzerland.
• Mitacs Research Scholarship, British Columbia University, Canada.
• Erasmus+ Scholarship, Sivas Cumhuriyet University, Türkiye.

• Dean's List, EIA University, Colombia.
• Regional Research Winner, RedColsi (Colombian Research Network).

• Dean's List, EIA University, Colombia.

• Dean's List, EIA University, Colombia.

• Gold Medal, National Astrophysics Olympiads.
• Honourable Mention, International Olympiads on Astronomy and Astrophysics..
• Silver Medal, Latin American Astronomy Olympiads.
• First Place, National Physics Olympiads.

• Silver Medal, National Astrophysics Olympiads.
• Bronce Medal, Latin American Astronomy Olympiads.

Artificial Intelligence for Fundamental Interactions

• AIFI 2-weeks summer school at Northeastern University.

CERN Summer Student

• A 9-weeks internship at CERN, Switzerland.