I am a 1st year Mathematics PhD student at Imperial College London, supervised by Felipe Tobar. My research interests are ethics and safeness in generative models, mathematical modelling of language and images.

I hold a Masters degree in Data Science and a BSE in Mathematical Engineering from Universidad de Chile, Double degree with CentraleSupélec (General Engineering + Research Track).

I am the cofunder of AEDIA: Association for Ethics in Data science and Artificial Intelligence (Es).

In my free time I like to read books (mostly fiction) and I am an amateur barista and french horn player.

MSc thesis
Safe sampling for score based models: classifier unguidance with conditional diffusion trajectory correction. [PDF] [Viva slides] Supervised by Felipe Tobar and Joaquín Fontbona.

Projects

 Natural language processing of EthicApp text data (2023)

  Alongside Unidad de Ética, ETHICS FCFM (Es)

  Repository (Es)

 Entity recognition in medical prescriptions (Spring 2022)

  MDS7201 Data Science Project - Alongside Chilean Health Ministry (MINSAL)

  HuggingFace Spaces demo (currently down, but will be fixed soon) - Project repository

 Emoji prediction in tweets (Fall 2022)

  Project for CC5205 Data Mining - Project webpage (Es)

Teaching

 MDS7203 Deep Generative Models

  Teaching Assistant (Spring 2023) - Course repository (Es)

 MDS7104 Machine Learning

  Teaching Assistant (Fall 2023) - Course repository (Es)

  Ellaboration of a book chapter: Adaptive Basis Models (Es) (Tree-based models)
  Full handout in the course repository

 MA4402 Stochastic Simulation: Theory and Laboratory

  Elaboration of a course book, supervised by Joaquín Fontbona (Fall 2022)
  Apuntes curso Simulación Estocástica (Es)

  Teaching Assistant (Spring 2022) - Course repository (Es)

  Tutorials: Git usage (Es) and Conda environment installation (Es)