About Me
Hi, my name is Davide and I am a PhD student in Mathematics at the University of Münster - Cluster of Excellence Mathematics (Germany).
Research
University of Muenster - Cluster of Excellence Mathematics
PhD in Applied Mathematics
July 2023 - Current
University profile
The PhD focuses on exploring novel techniques in Machine Learning and their mathematical understanding. Supervisor: Arnulf Jentzen.
Preprints
- Davide Gallon, Arnulf Jentzen, Philippe von Wurstemberger. An overview of diffusion models for generative artificial intelligence. [ArXiv] (2024).
- Davide Gallon, Arnulf Jentzen, Felix Lindner. Blow up phenomena for gradient descent optimization methods in the training of artificial neural networks. [ArXiv] (2022).
News
(September 2024) I attended the Mediterranean Machine Learning Summer School in Milan.
(August 2024) I attended the Deep Learning Theory Summer School at Princeton.
(April 2024 - September 2024) I am the teaching assistant for the course Numerical Optimization at the University of Münster.
Experience
Inspire the next
My primary responsibility was to design and implement innovative solutions to complex data-related problems, working closely with a international team of researchers and engineers. One of the major projects I have worked on is the development of a machine learning model to predict transformer’s performance. The resulting model was integrated into the company’s application.
Education
University of Padua
Master degree in Mathematical Engineering
October 2019 - March 2022
Graduated with 110/110 cum laude. I have dedicated my studies to numerical methods for differential equations, dynamic simulations, neural networks for deep learning, numerical methods for big data, stochastic equations.
University of Padua
Bachelor degree in Mathematics
October 2016 - September 2019
The Bachelor in Mathematics program provided me a comprehensive education in theoretical and applied mathematics.
A Little More About Me
I have a deep interest in staying informed about the latest AI technological advancements.