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jimmyg1997/README.md

Hi ๐Ÿ‘‹ I am Dimitrios

Data Scientist ๐Ÿ‘จ๐Ÿฝโ€๐Ÿ’ป focusing on Bioinformatics ๐Ÿงฌ

๐Ÿ’ป Coding since 2015, fascinated by the endless possibilities of the vast amount of biological data I decided to specialize my ML/DL skills in bioinformatics

๐ŸŽ“ My education journey

  • M.Eng in Computer Science (average grade: 9.11/10) at the ๐๐š๐ญ๐ข๐จ๐ง๐š๐ฅ ๐“๐ž๐œ๐ก๐ง๐ข๐œ๐š๐ฅ ๐”๐ง๐ข๐ฏ๐ž๐ซ๐ฌ๐ข๐ญ๐ฒ ๐จ๐Ÿ ๐€๐ญ๐ก๐ž๐ง๐ฌ (๐๐“๐”๐€) , my year-long thesis project revolved around Machine & Deep Learning Classification and Visual Explanation of Dyslexia and Spelling Deficiency using fMRI Data, where I experimented with GLM 1st Level Analysis, Atlas Analysis, Graph-CNN modeling, and GrandCAM
  • Minor Degree in Finance (average grade : 3.82/4), with emphasis on Foundations of Investments, Portfolio Management, and Machine Learning. Check our latest paper titled '๐˜ˆ ๐˜จ๐˜ฆ๐˜ฏ๐˜ฆ๐˜ณ๐˜ข๐˜ญ๐˜ช๐˜ป๐˜ข๐˜ต๐˜ช๐˜ฐ๐˜ฏ ๐˜ฐ๐˜ง ๐˜ฎ๐˜ถ๐˜ญ๐˜ต๐˜ช-๐˜ด๐˜ฐ๐˜ถ๐˜ณ๐˜ค๐˜ฆ ๐˜ง๐˜ถ๐˜ด๐˜ช๐˜ฐ๐˜ฏ-๐˜ฃ๐˜ข๐˜ด๐˜ฆ๐˜ฅ ๐˜ง๐˜ณ๐˜ข๐˜ฎ๐˜ฆ๐˜ธ๐˜ฐ๐˜ณ๐˜ฌ ๐˜ต๐˜ฐ ๐˜ด๐˜ต๐˜ฐ๐˜ค๐˜ฌ ๐˜ด๐˜ฆ๐˜ญ๐˜ฆ๐˜ค๐˜ต๐˜ช๐˜ฐ๐˜ฏ' [link].

๐Ÿ”ฌ My research journey

  • Initially I pursued an ๐˜ˆ๐˜ญ๐˜ป๐˜ฉ๐˜ฆ๐˜ช๐˜ฎ๐˜ฆ๐˜ณ-related internship at the ๐๐š๐ญ๐ข๐จ๐ง๐š๐ฅ ๐‚๐ž๐ง๐ญ๐ž๐ซ ๐Ÿ๐จ๐ซ ๐’๐œ๐ข๐ž๐ง๐ญ๐ข๐Ÿ๐ข๐œ ๐‘๐ž๐ฌ๐ž๐š๐ซ๐œ๐ก "๐ƒ๐ž๐ฆ๐จ๐ค๐ซ๐ข๐ญ๐จ๐ฌ", where I tackled diagnostic classification using text data from ๐˜ˆ๐˜ญ๐˜ป๐˜ฉ๐˜ฆ๐˜ช๐˜ฎ๐˜ฆ๐˜ณ's patients and was exposed to state-of-the-art NLP models from a biomedical perspective.
  • I later worked as a Machine Learning assistant at the ๐๐ข๐จ๐ฆ๐ž๐๐ข๐œ๐š๐ฅ ๐‘๐ž๐ฌ๐ž๐š๐ซ๐œ๐ก ๐…๐จ๐ฎ๐ง๐๐š๐ญ๐ข๐จ๐ง ๐€๐œ๐š๐๐ž๐ฆ๐ฒ ๐จ๐Ÿ ๐€๐ญ๐ก๐ž๐ง๐ฌ (๐๐‘๐…๐€๐€), researching Machine & Deep Learning for ๐˜—๐˜ข๐˜ณ๐˜ฌ๐˜ช๐˜ฏ๐˜ด๐˜ฐ๐˜ฏโ€™s classification, using raw tabular data from the Greek ๐˜—๐˜ข๐˜ณ๐˜ฌ๐˜ช๐˜ฏ๐˜ด๐˜ฐ๐˜ฏ Database. This involves feature importance analysis, visual explanation techniques, and embedding methods. Presented a poster at the 6th HBP Student Conference on Interdisciplinary Brain Research [link].
  • Under the supervision of Ioannis Micaholopoulos, we also researched the severity of COVID-19 and we built a Machine Learning-Based Web Tool. Check our latest paper titled ๐˜ˆ ๐˜”๐˜ข๐˜ค๐˜ฉ๐˜ช๐˜ฏ๐˜ฆ ๐˜“๐˜ฆ๐˜ข๐˜ณ๐˜ฏ๐˜ช๐˜ฏ๐˜จ-๐˜‰๐˜ข๐˜ด๐˜ฆ๐˜ฅ ๐˜ž๐˜ฆ๐˜ฃ ๐˜›๐˜ฐ๐˜ฐ๐˜ญ ๐˜ง๐˜ฐ๐˜ณ ๐˜ต๐˜ฉ๐˜ฆ ๐˜š๐˜ฆ๐˜ท๐˜ฆ๐˜ณ๐˜ช๐˜ต๐˜บ ๐˜—๐˜ณ๐˜ฆ๐˜ฅ๐˜ช๐˜ค๐˜ต๐˜ช๐˜ฐ๐˜ฏ ๐˜ฐ๐˜ง ๐˜Š๐˜–๐˜๐˜๐˜‹-19 [link].

๐Ÿ’ผ My industry journey

  • Local Operations Intern (Data Analytics) @๐”๐›๐ž๐ซ: Using Advanced SQL, Python to analyze data, gather business insights and understand rider/driver behavior as well as areas for improvement
  • Automation Specialist (Advanced Data Analytics) @๐”๐›๐ž๐ซ: Data Extraction, Data Analysis, Data Visualisations, Machine Learning, Automation. Implemented and maintaining 25+ automation/data science projects (real-time, non real-time)

๐Ÿ‘จโ€๐Ÿซ I seek to combine machine learning knowledge in various fields (transportation, finance, healthcare) with my research interest in biological data through a collaborative effort with other passion-driven scientists and researchers. My research interests lie in the fields of genomics, biomedical ML/DL, and time series analysis, while I constantly seek a thorough knowledge of new advancements.

๐‚๐Ž๐๐“๐€๐‚๐“ ๐ƒ๐„๐“๐€๐ˆ๐‹๐’:

  • ๐ŸŒ I'm based in Krakow, Poland ๐Ÿ‡ต๐Ÿ‡ฑ
  • โœ‰๏ธ You can contact me at LinkedIn or [email protected]
  • ๐Ÿค I'm open to collaborating on interesting projects and ideas around the Machine Learning and AI world.
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