Cecília Eduarda Coelho Machado da Cruz Martins

PhD Student

University of Minho


Bachelor's in Physics and Master's  in Mathematics and Computation, from University of Minho. Currently pursuing a PhD in Mathematics at the University of Minho focused on enhancing the performance of real-world systems modelling (physics, biology, chemistry, finance and engineering) by exploring the symbiosis of differential equations and neural networks and the integration of expert-knowledge, in the form of explicit constraints, into neural networks. 


Research Interests:  Neural Networks; Scientific-Machine Learning;  Neural Ordinary Differential Equations; Physics-Informed Neural Networks; Optimization for Machine Learning; Differential Equations;  Real Systems Modelling, Time Series; Climate AI; Computer Vision