Maria Kalogianni
@mariakalogianni
Data scientist with strong mathematics background specializing in ML and DL.
What I'm looking for
I am a data scientist with advanced degrees in Information Systems (Big Data & Analytics) and Pure Mathematics, combining rigorous mathematical training with practical machine-learning and deep-learning expertise. I have developed production-style models including a relational GCN on a large heterogeneous biomedical knowledge graph and deep-learning pipelines for medical imaging, delivering top-ranked novel predictions and validated model outputs.
I bring hands-on experience in NLP, graph analytics, distributed data processing, and statistical modeling, plus applied consulting on agricultural biomass forecasting and uncertainty quantification. I am committed to building robust, explainable models and providing data-driven recommendations that inform strategic decisions.
Experience
Work history, roles, and key accomplishments
Math Tutor
Self Employed
Jan 2007 - Present (19 years 2 months)
Delivered one-on-one and group mathematical instruction across academic levels, developing custom methodologies for subjects including real analysis, linear algebra, numerical approximation, and probability theory.
Data Science Consultant
OPUS Cactus International
Oct 2025 - Dec 2025 (2 months)
Integrated and analyzed agricultural field trial datasets to develop multi-generational biomass forecasting models and performed Monte Carlo uncertainty analysis to inform capital and land planning.
Education
Degrees, certifications, and relevant coursework
University of Piraeus
Master of Science, Information Systems and Services; Big Data and Analytics
2023 - 2025
Grade: 9.21/10
M.Sc. in Information Systems and Services with specialization in Big Data and Analytics, covering deep learning, machine learning, data mining, predictive analytics, and big data processing.
National and Kapodistrian University of Athens
Master of Science, Pure Mathematics
2016 - 2019
Grade: 10/10
M.Sc. in Pure Mathematics from the Department of Mathematics, completed with top ranking and a final grade of 10/10.
National and Kapodistrian University of Athens
Bachelor of Science, Mathematics
2004 - 2009
Grade: 8.94/10
Activities and societies: IKY Performance Scholarship; Hellenic Mathematical Society competition distinctions
Bachelor of Science in Mathematics, graduated with high honors and an overall grade of 8.94/10; awarded IKY Performance Scholarship and distinctions in national mathematics competitions.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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