Sohvi Luukkonen

Senior Lecturer Researcher at Johannes Kepler Universität Linz

Linz-Wels-Steyr Area Austria
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Summary

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Senior
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Top School
Sohvi Luukkonen is a Senior Lecturer and researcher based in Linz with nine years of interdisciplinary experience at the intersection of theoretical chemistry, machine learning, and drug discovery. Currently leading research and teaching on language modeling for biological and chemical sequences at JKU Linz, she pairs hands-on AI instruction with student mentorship across bachelor and master programs. Her background includes a PhD in theoretical chemistry from Université Paris-Saclay and postdoctoral work on de novo drug design and large-scale kinase activity modeling, blending simulation-driven solvation expertise with ML-driven QSAR and uncertainty quantification. Sohvi is notable for translating liquid-state theory and molecular simulation methods into AI-enabled pipelines for chemical reasoning—an uncommon cross-disciplinary skill set that bridges fundamental statistical mechanics with practical drug discovery applications.
code9 years of coding experience
job2 years of employment as a software developer
bookEuropean Baccalaureate, European Baccalaureate at EEB2
bookDoctor of Philosophy - PhD, Theoretical Chemistry, Doctor of Philosophy - PhD, Theoretical Chemistry at Université Paris-Saclay
bookMaster's degree, Chemistry, Tres bien (1st), Master's degree, Chemistry, Tres bien (1st) at Pierre and Marie Curie University
languagesFinnish, French, English
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Stackoverflow

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Github Skills (21)

reinforcement-learning9
drug-discovery9
cheminformatics9
solver8
simulation7
deep-learning7
gaussian7
pulp6
stochastic-processes5
api5
gaussian-processes5
machine-learning5
python5
molecular-simulation5
pytorch4

Programming languages (3)

C++Jupyter NotebookPython

Github contributions (5)

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sohviluukkonen/BindingType

Oct 2022 - Jul 2023

A python package to annotate Class A GPCR or Kinase binding types
Contributions:1 review, 12 pushes, 2 branches in 9 months
Contributions:1 PR, 4 pushes, 2 branches in 8 months
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Sohvi Luukkonen - Senior Lecturer Researcher at Johannes Kepler Universität Linz