Antonio Reche
Hi! This is Antonio Reche. I like to train deep neural networks and use them to solve scientific problems. Here you can find my projects, experiences, and other things about me. You can also read my blog where I'll be documenting my thoughts, learning, experiences, and any other random stuff I do.
Research
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Solar filament detection, classification, and tracking with deep learning
Experience & Education
University of Alcalá, Nov. 2023 - Present
Research Fellow
Calar Alto Observatory, Nov. 2022
Observational Internship
Conducted a remote observational campaign to study the orbital properties of the binary star system V1301 Cas.
Valencian International University, 2022 - 2023
Master's Degree in Astronomy and Astrophysics
While working at Medicsen, I enrolled in a second Msc 🤦🏼. I ended up doing research in solar physics using deep learning to detect and analyze magnetic structures in the Sun's poles.
Medicsen, 2017 - 2022
Chief Analytics Officer (CAO)
I led the development of all the AI and data analysis technologies at Medicsen, a medical startup developing a needle-free drug delivery device. I spent most of my time building SugginAI, an AI-powered glucose prediction system that got certified as a medical device by the Spanish regulatory organism AEMPS. It was used by real patients and got coverage in some news: ConSalud, Nubentos.
I also researched, built, and got to explore some other ideas: a voice interface where patients could just talk about their meals, drug intake, and physical exercise instead of manually logging everything, simulations of the human metabolism for drug delivery optimization... I also initiated the development of a closed-loop artificial pancreas for automated insulin delivery.
Almería City Council, May - Aug. 2017
Database Developer
Started the development of a database and management software for the city's animal center.
University of Granada, 2015 - 2016
Master's Degree in Physics and Mathematics
I developed a neural network 'unlearning' process to simulate the emerging phenomenology of Alzheimer's disease. The thesis was called 'Emerging Phenomenology in a Physical-Mathematical Model of a Degenerative Neural Network'.
JEDA Granada, 2013 - 2016
Science Communication and Outreach
JEDA Granada was a junior enterprise dedicated to scientific outreach. During my undergrad and first Msc. I was part of it. I conducted astronomy workshops, observations, and taught some software courses.
Università Degli Studi di Torino, 2013 - 2014
Bachelor's Degree in Physics: Erasmus Programme
I did one year abroad in Italy while studying my BSc in Physics. This is where I first discovered deep learning, through an elective course I took called 'Reti Neurale' (Neural Networks).
University of Granada, 2010 - 2015
Bachelor's Degree in Physics
Thesis: Dynamic Light Scattering and Brownian Motion for Measuring the Size of Colloidal Particles.
Side Projects
Conferences & Seminars
- ESWW25 Oral Presentation & Poster, 2025
- MCH25 Oral Presentation, 2025
- SPAICE 2024 (ESA ECSAT) Oral Presentation, 2024
- XVI SEA Oral Presentation, 2024
- VIII REFSH Oral Presentation, 2023
- Stanford Solar Seminar Invited Speaker, 2023
- CEU San Pablo University Invited Speaker, 2022