Leonard Ruocco
Data Scientist at UBC Data Science Institute- Claim this Profile
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Bio
Experience
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UBC Data Science Institute
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Canada
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Research Services
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1 - 100 Employee
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Data Scientist
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Aug 2022 - Present
Developing state-of-the-art deep learning models to study healthcare text data as well as establishing causal inference through observational studies. Unsupervised machine learning: topic modelling, clustering, principle component analysis and more. All using state-of-the-art transformer models through transfer learning. Supervised ML on structured datasets: casual inference, survival analysis, churn prediction. Developing state-of-the-art deep learning models to study healthcare text data as well as establishing causal inference through observational studies. Unsupervised machine learning: topic modelling, clustering, principle component analysis and more. All using state-of-the-art transformer models through transfer learning. Supervised ML on structured datasets: casual inference, survival analysis, churn prediction.
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Stewart Blusson Quantum Matter Institute
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Canada
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Research Services
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1 - 100 Employee
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Postdoctoral Research Fellow
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Feb 2020 - Aug 2022
Analytical and numerical modelling of complex, many-bodied quantum mechanics problems within the domains of quantum computing and new generation photovoltaic research. Peer reviewed publications in top physics journals demonstrating new physical processes discovered by our novel modelling techniques. Analytical and numerical modelling of complex, many-bodied quantum mechanics problems within the domains of quantum computing and new generation photovoltaic research. Peer reviewed publications in top physics journals demonstrating new physical processes discovered by our novel modelling techniques.
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The University of British Columbia
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Canada
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Higher Education
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700 & Above Employee
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Doctoral researcher
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Sep 2013 - May 2019
Conducted research in theoretical modelling of open quantum systems and driven topological systems.Thesis title: 'Modelling Exciton Dynamics in Light-Harvesting Molecules'Publications: Leonard Ruocco and Alvaro Gómez-León: Transport signatures in topologicalsystems coupled to ac fields (Phys. Rev. B 95, 064302, 2017)Leonard Ruocco and Philip Stamp: A dual coupling spin-boson model for res-onance energy transfer in light-harvesting molecules (Publication pending, ex-pected fall 2019) Show less
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Instructor
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Sep 2013 - May 2019
Instructed many different undergraduate courses in math, physics and engineering. Responsibilities included, leading classes of between 10-50 students at a time, setting and marking coursework and exams and giving office hours to offer one-to-one help with students coursework.
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University of Sussex
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United Kingdom
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Higher Education
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700 & Above Employee
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Researcher
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Sep 2011 - Aug 2012
Conducted research in to numerical modelling of light-harvesting molecules as open quantum systems as part of Master of Physics degree under the supervision of Prof. Barry Garaway. Thesis title: 'Quantum Dynamics and Decoherence in a Photosynthetic System' Conducted research in to numerical modelling of light-harvesting molecules as open quantum systems as part of Master of Physics degree under the supervision of Prof. Barry Garaway. Thesis title: 'Quantum Dynamics and Decoherence in a Photosynthetic System'
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Education
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The University of British Columbia
Doctor of Philosophy - PhD, Theoretical and Mathematical Physics -
University of Sussex
Master of Physics, Physics