Undergraduate Physics (2020-2024) and Computer Science student (2021-2025) at Universidad de los Andes. My interest has focused on quantum computing, statistical physics and artificial intelligence during the last semesters of my degree in Physics. Currently, I am dedicated to exploring image generation models, also known as Diffusion Probabilistic Models, and their foundations in statistical physics. I seek to promote a connection between physics and machine learning, thereby stimulating the interest of fellow physicists and promoting a deeper understanding of these algorithms. I am passionate about the possible applications and knowledge resulting from this interdisciplinary convergence.