Mariia Dobko
Applied Research Scientist at Illumio
San Francisco, California, United States
Summary
👤
Senior🎓
Top SchoolMaria Dobko is an applied research scientist with nine years of cross-industry ML experience, combining deep academic research in computer vision with hands-on engineering across healthcare, cybersecurity, energy, and e-commerce. She has authored seven CV papers, presented at NeurIPS and CVPR, led research teams, and built production-ready pipelines for 3D medical image segmentation and disease classification. Currently at Illumio, she applies LLMs, NLP and graph learning to large-scale network data for cybersecurity, leveraging pre-trained embeddings for customer-facing solutions. Maria co-founded a MedTech startup, contributed open-source CV tools, and teaches applied computer vision—demonstrating an uncommon blend of publishing, product impact, and presales consulting.
9 years of coding experience
5 years of employment as a software developer
Semester of research, Machine Learning, Semester of research, Machine Learning at Czech Technical University in PragueBachelor's degree, Computer Science, Bachelor's degree, Computer Science at Ukrainian Catholic UniversitySummer School, French language and culture, Summer School, French language and culture at ICPMaster of Science Information Systems in Health Tech, Computer and Information Sciences, General, Master of Science Information Systems in Health Tech, Computer and Information Sciences, General at Cornell University
English, Ukrainian, French
Github Skills (14)
image-matching10
kornia10
segmentation9
pytorch-lightning9
pytorch6
classification5
sourcegraph4
self-supervised-learning4
semantic-segmentation3
vision-transformer3
python2
metric-learning2
depth-estimation1
feature-matching1
Programming languages (2)
Github contributions (5)
MarichkaS/Food-Habits-Tendencies
Jan 2018 - Jan 2018
Contributions:32 commits, 29 pushes in 6 days
marichka-dobko/cs231n-course-dobko
Feb 2018 - Apr 2022
Contributions:9 pushes, 1 branch in 4 years 2 months
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