Teaching & Talks

Outreach and Academic conferences.

Talks

A list of Conference Talks I have given:

  • Graph ML for Many Body Systems Special Colloquim. University of Florida. University of Florida, (Gainsville, US), March 22 2024.

  • Equivariant ML for Nuclear and Particle Physics Oral talk. AIFI 2023 Massachusetts Institute of Technology, (Cambridge, US), 20 November 2024.

  • G-Invariant Graph Neural Networks for Jet Tagging Oral talk. CMS BTV Workshop 2023. BUV University, (Brussels, Belgium), 24 July 2023.

  • Enhancing Parameter Exclusion and Extrapolation in Physics Applications with Advanced Machine Learning Techniques: A Phenomenological Perspective Oral talk. MOCa2023.

  • Interpretability in Jet Tagging using BIPs, recovering symbolic forms. Oral talk. ML4Jets2022 (New Jersey, USA), Rutgers University, 1–4 Nov 2022.

  • BIPs Efficient Invariant representation of Jets. Oral talk. ACAT2022 21st International Workshop on Advanced Computing and Analysis Techniques in Physics Research (Bari, Italy), 23–28 Oct 2022.

  • Boost-Invariant Polynomials: an efficient and interpretable approach to jet tagging. Poster. BOOST2022 14th International Workshop on Boosted Object Phenomenology, Reconstruction, Measurements, and Searches in HEP, University of Hamburg (Hamburg, Germany), 15–19 Aug 2022.

  • Global Jet Descriptors with Jet Tagging Seminar. ACE Seminar Series, UBC, 14 Dec 2021.

  • Symbolic learning nuclear relations Flash talk. Nuclear Physics Seminar, 2021. —

Courses given

A list of courses I have given:

  • Astronomy course at Colegio Colombo Británico, 2019.
  • ML for PDEs at EIA University, 2023.
  • Qualia ML courses on transformers and generative models, 2023.
  • Calculus I at EIA University TA, 2022.
  • Physics I at EIA University TA, 2021.
  • Physics II at EIA University TA, 2020.
  • Calculus II at EIA University TA, 2022.

YouTube Videos

  • The power of Graph Neural Networks. YouTube Video.Link
  • 7 tricks you need too train Neural Networks. YouTube Video. Link
  • Astronomy Colloquium. YouTube Video. Link
  • Cosmic Rays: Medellin’s Planetarium. YouTube Video. Link
  • Interview Teleantioquia. YouTube Video. Link