Leonardo Martins
Senior Staff Research Scientist at Equilibrium Energy
São Paulo, Brazil
Summary
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Senior🎓
Top SchoolLeonardo Martins is a Senior Staff Research Scientist with nine years of experience developing mathematical optimization and statistical methods for energy, geoscience, and large-scale dynamical systems. He has a PhD in Electrical and Electronics Engineering and a proven track record at IBM and Equilibrium Energy designing convex and semidefinite relaxations, physics-informed surrogates, and predictive models for hydrology, power systems, and subsurface characterization. His work spans theory and practice—from primal-dual interior-point solvers and Tikhonov regularization for nonlinear operators to applied electricity demand and sustainability modeling—resulting in publications including an ICML-featured contribution. Based in São Paulo, he brings deep expertise translating complex physical constraints into scalable ML and optimization pipelines for industrial clients. Less obvious: he repeatedly bridges disciplines by combining signal/image processing, optimization theory, and domain physics to produce robust, interpretable models that operate under real-world constraints.
9 years of coding experience
13 years of employment as a software developer
Master of Science - MS Computer Engineering, Master of Science - MS Computer Engineering at Universidade Federal de GoiásDoctor of Philosophy - PhD Electrical and Electronics Engineering, Doctor of Philosophy - PhD Electrical and Electronics Engineering at Universidade Estadual de Campinas
Portuguese, English, Spanish
Github Skills (65)
simulation9
physics-informed-neural-networks9
machine-learning8
physics8
earthquake7
sublime-text7
signal-processing7
data-driven7
solver7
python7
python-interface7
science6
seismology6
sublime6
julia5
Programming languages (5)
Github contributions (5)
snitramodranoel/leonardomartins-com
Aug 2017 - Nov 2022
Source code for http://leonardomartins.com
Contributions:2 PRs, 14 pushes, 1 branch in 5 years 3 months
francodecampos/francodecampos-com-br
Nov 2020 - Feb 2021
Contributions:8 pushes, 1 branch in 3 months
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