Gabriele Santin
Assistant Professor at Università Ca' Foscari Venezia
Venice, Veneto, Italy
Summary
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Senior🎓
Top SchoolGabriele Santin is an applied mathematician and Assistant Professor in Venice with nine years of research experience at the intersection of machine learning, approximation theory, and simulation for social sciences. He combines theoretical work on greedy kernel-based algorithms and surrogate modelling with practical graph-ML expertise, contributing PyTorch Geometric tutorials that cover GNN basics, spectral methods, autoencoders and node embedding techniques. His background spans academic appointments and collaborative roles—currently an associate member of Stuttgart’s SimTech cluster—where he forges multidisciplinary links between engineers and applied scientists. Fluent in both rigorous analysis and hands-on implementation, he increasingly focuses on network data problems that bridge computational methodology and real-world social-systems modeling.
8 years of coding experience
8 years of employment as a software developer
Doctor of Philosophy (PhD), Computational Mathematics, Doctor of Philosophy (PhD), Computational Mathematics at Università degli Studi di PadovaGeneral Studies, General Studies at Liceo Scientifico
Github Skills (10)
pytorch10
machine-learning10
pytorch-geometric10
deep-learning10
graph-neural-network10
autoencoder9
spec8
spectral8
spectra8
spectrum8
Programming languages (2)
Github contributions (5)
AntonioLonga/PytorchGeometricTutorial
Feb 2021 - Oct 2021
Pytorch Geometric Tutorials
Role in this project:
ML Engineer
ML EngineerContributions:35 commits, 28 pushes in 8 months
Contributions summary:Gabriele added several tutorials related to PyTorch Geometric, specifically focusing on foundational PyTorch concepts, including datasets, models, losses, and optimizers. They then expanded on graph convolutional layers, spectral methods, and autoencoders (ARGA and ARVGA). Furthermore, the user implemented tutorials for DeepWalk and node2vec, further demonstrating expertise in graph neural network techniques.
pytorchgnnpytorch-geometricgeometricgraph-embedding
DigitalContactTracing/covid_code
Jul 2020 - Sep 2020
Contributions:62 commits, 24 pushes in 2 months
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