Dimitrios-Paraskevas Gerakinis obtained his Diploma in Applied Mathematical and Physical Sciences from the National Technical University of Athens (NTUA), Greece in 2020 and an MSc Degree in “Science and Technology of Materials” from the School of Chemical Engineering at NTUA in 2022. He is currently a PhD student at the Molecular Thermodynamics and Modelling of Materials Laboratory under the supervision of Dr. Niki Vergadou. His PhD topic focuses on the integration of Machine Learning techniques in soft-matter molecular simulation methods.