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dimigeorgiou/README.md

Hi ๐Ÿ‘‹ I am Dimitrios

Senior Machine Learning Engineer ๐Ÿ‘จ๐Ÿฝโ€๐Ÿ’ป focusing on Bioinformatics ๐Ÿงฌ

I've been coding since 2015. What pulled me toward bioinformatics was the sheer amount of biological data out there and how much ML can do with it. Today I build production AI systems in industry and research multi-modal AI for precision medicine in my PhD. I'm broadly interested in AI systems that are accurate, interpretable, and reliable enough for real clinical use.


๐ŸŽ“ Education

  • PhD in Computer Science ยท Bioinformatics & Multi-modal AI
    Ionian University, Corfu ยท 2025 โ€“ Present
    Thesis: "Advancing AI for Integrative Bioinformatics in Precision Medicine". Developing interpretable, scalable multi-modal AI that integrates medical imaging, clinical text, and omics data for clinical decision support, disease stratification, biomarker discovery, and personalized treatment. Supervised by Prof. Andreas Kanavos.

  • Diploma (M.Eng) in Electrical & Computer Engineering
    National Technical University of Athens (NTUA) ยท 2015 โ€“ 2022
    GPA 9.11/10 (top 5%). Thesis: Machine & Deep Learning Classification and Visual Explanation of Dyslexia and Spelling Deficiency using fMRI data (GLM 1st Level Analysis, Atlas Analysis, Graph CNNs, Grad-CAM).

  • Minor in Finance
    Deree, American College of Greece ยท 2017 โ€“ 2020
    GPA 3.82/4. Investments, Portfolio Management, Machine Learning. Stavros Niarchos Foundation scholarship.

  • Summer Program: Foundations of Neuroscience
    Harvard University ยท 2021


๐Ÿ”ฌ Research Experience

  • PhD Researcher ยท Ionian University ยท 2025 โ€“ Present
    Multi-modal AI for precision medicine: CNNs for medical imaging, transformers for clinical NLP, explainable AI (SHAP, Grad-CAM), and LLM + RAG systems over medical literature and omics databases.

  • AI Researcher & Tech Consultant, Mental Health Projects ยท KLIMAKA NGO ยท 2025 โ€“ Present
    Building LLM-powered tools for suicide prevention and crisis response, including adaptive questionnaires developed with Laiko General Hospital for emergency clinical use. Built an internal AI platform (DSM-5 RAG chatbot, Whisper speech-to-text pipelines) and ensure sensitive data is handled securely and in line with GDPR.

  • Machine Learning Research Assistant ยท Biomedical Research Foundation, Academy of Athens (BRFAA) ยท 2021
    ML/DL classification of Parkinson's disease on tabular data from the Greek Parkinson's Database. Under the supervision of Ioannis Michalopoulos, co-built an ML web tool for COVID-19 severity prediction.

  • Data Science Intern ยท NCSR "Demokritos" ยท 2019
    Diagnostic classification of Alzheimer's disease from patient speech and text (LSTM, CNN, BERT).


๐Ÿ’ผ Industry Experience

  • Senior Machine Learning Engineer ยท Grid Dynamics, Krakรณw ยท 2025 โ€“ Present
    Architecting production ML systems across the full lifecycle on GCP/AWS. Built an end-to-end robotic inspection system on the Wandelbots NOVA platform (SAM3, FoundationPose, DINOv2), reaching 0.44 mm average error in lab conditions. Delivering LLM features, RAG pipelines, and semantic search, plus mentoring and code reviews.

  • Data Scientist, Compliance Analytics ยท HSBC, Krakรณw ยท 2024 โ€“ 2025
    Led analytics across investigations, transaction monitoring, and financial crime. Built 3 internal tools, implemented RAG architectures for compliance analytics, and presented ML work at Krakรณw University of Economics and HSBC Summer School.

  • Automation Specialist, Advanced Data Analytics ยท Uber, Krakรณw ยท 2021 โ€“ 2024
    Delivered 25+ automation and data science projects (real-time and batch) across EMEA, including NLP on driver feedback and restaurant churn prediction. Started as a Local Operations Intern (Data Analytics) in 2021.


๐Ÿ“„ Publications

My research has resulted in three peer-reviewed publications and one manuscript currently under review.

2026

  • Adaptive LLM-Generated Questionnaires for Suicide Risk Assessment: A Clinical Pilot in Greece
    D. Georgiou, A. Makrigiannis, V. Gerogiannis & A. Kanavos
    2nd NICE TEAS EUROPE Conference, 2026

  • Explainable Analysis of High-Confidence Gliomaโ€“Meningioma Misclassification in Brain MRI
    P. Mintsopoulos, D. Georgiou & A. Kanavos
    GeNeDIS 2026, Athens ยท Under review

2024

  • A Generalization of Multi-Source Fusion-Based Framework to Stock Selection
    D. Georgiou, V. Snรกลกel & J. D. Velรกsquez
    Information Fusion, Elsevier, 2024 ยท Elsevier Link ยท Ranking Q1

  • A Machine-Learning-Based Web Tool for the Severity Prediction of COVID-19
    A. Christodoulou, M. S. Katsarou, C. Emmanouil, M. Gavrielatos, D. Georgiou & I. Michalopoulos
    BioTech, MDPI, 2024 ยท MDPI Link

Posters

  • LLM-Powered Pipeline for Post-Call Analysis of Suicide Crisis Hotline Recordings
    34th Panhellenic Psychiatry Congress, Alexandroupoli, 2026 ยท Poster

  • Machine & Deep Learning for Parkinson's Disease Classification
    6th HBP Student Conference on Interdisciplinary Brain Research, 2021 ยท Poster


๐Ÿ† Honors & Awards

  • 1st Place Worldwide ยท BR4N.IO Hackathon ร— IEEE SMC 2025, Vienna (Data Analysis track, 69 teams, 50+ countries)
  • 2nd Place Nationwide ยท EIT Health i-Days 2025 (HygeIA, AI-powered first-aid app with a Greek LLM)
  • Top 4% Worldwide ยท IEEEXtreme 13.0 (159th of 4,103 teams)

๐ŸŽฏ Research Interests

My goal is to combine machine learning engineering, bioinformatics, and applied research to deliver AI systems with real clinical and business impact. I'm especially interested in multi-modal AI, explainable AI, clinical NLP, genomics, and medical imaging.


๐Ÿ“ซ Contact & Profiles

๐ŸŒ Based in Krakรณw, Poland ๐Ÿ‡ต๐Ÿ‡ฑ ยท ๐Ÿค Open to collaborating on ML and AI projects

Email LinkedIn Google Scholar X

Pinned Loading

  1. NTUA-slp-nlp NTUA-slp-nlp Public

    ๐Ÿ’ปSpeech and Natural Language Processing (SLP & NLP) Lab Assignments for ECE NTUA

    Jupyter Notebook 19

  2. NTUA-Multi-Criteria-Decision-Analysis NTUA-Multi-Criteria-Decision-Analysis Public

    ๐Ÿ“ˆMultiple-Criteria Decision Analysis (MCDA) techniques enhanced with Deep Learning Techniques to solve a Securities Selection (Stocks) problem

    Jupyter Notebook 21 6

  3. agora agora Public

    ๐Ÿ“ˆFinancial Markowitz Portfolio Optimization (Bonds, Stocks, Commodities), including classical Efficient Frontier, Utility Function etc.

    Jupyter Notebook 39 9

  4. Python-Digital-Signal-Processing-Basics Python-Digital-Signal-Processing-Basics Public

    ๐Ÿ“ถ Python Scripts for the basics of Digital Signal Processing (DSP). Updating on a regular basis.

    Jupyter Notebook 24 9

  5. ml-feature-engineering-fastapi-docker ml-feature-engineering-fastapi-docker Public

    ๐Ÿค– ๐ƒ๐จ๐œ๐ค๐ž๐ซ ๐‚๐จ๐ฆ๐ฉ๐จ๐ฌ๐ž image with ๐”๐ฏ๐ข๐œ๐จ๐ซ๐ง managed for a simple ๐Œ๐š๐œ๐ก๐ข๐ง๐ž ๐‹๐ž๐š๐ซ๐ง๐ข๐ง๐  ๐˜๐˜ฆ๐˜ข๐˜ต๐˜ถ๐˜ณ๐˜ฆ ๐˜Œ๐˜ฏ๐˜จ๐˜ช๐˜ฏ๐˜ฆ๐˜ฆ๐˜ณ๐˜ช๐˜ฏ๐˜จ ๐…๐š๐ฌ๐ญ๐€๐๐ˆ web application in Python 3.6 and above with multiple endpoints.

    Python 9

  6. gmail-newsletter-reporter gmail-newsletter-reporter Public

    ๐Ÿ“ง ๐†๐ฆ๐š๐ข๐ฅ ๐๐ž๐ฐ๐ฌ๐ฅ๐ž๐ญ๐ญ๐ž๐ซ ๐‘๐ž๐ฉ๐จ๐ซ๐ญ๐ž๐ซ is a Python-based automation project that integrates ๐Ÿ“ง ๐˜Ž๐˜ฎ๐˜ข๐˜ช๐˜ญ, ๐Ÿ“Š ๐˜Ž๐˜ฐ๐˜ฐ๐˜จ๐˜ญ๐˜ฆ ๐˜š๐˜ฉ๐˜ฆ๐˜ฆ๐˜ต๐˜ด, ๐Ÿ“„ ๐˜Ž๐˜ฐ๐˜ฐ๐˜จ๐˜ญ๐˜ฆ ๐˜‹๐˜ฐ๐˜ค๐˜ด, โžค ๐˜›๐˜ฆ๐˜ญ๐˜ฆ๐˜จ๐˜ณ๐˜ข๐˜ฎ and ๐Ÿค– ๐˜–๐˜ฑ๐˜ฆ๐˜ฏ๐˜ˆ๐˜ APIs to streamline email summarization and report gโ€ฆ

    Python 6