Recommended expert
Pavlos Gkougkoulis
Traffic Conflict Severity Modeling using Machine Learning
Experience
Oct 2025 - Oct 2025
1 monthTraffic Conflict Severity Modeling using Machine Learning
- Developed predictive models for PET-based traffic conflict severity estimation using supervised learning techniques and performance evaluation across multiple feature sets.
- Performed cluster analysis and implemented a SOM NN in multiple feature sets.
- Tools Used: Python, Pycharm
Jul 2025 - Jul 2025
1 monthConcept Drift Detection in Crash Severity Analysis and Modeling for Road Traffic Accidents in Victoria, Australia
- Implemented a machine learning framework to predict crash severity while addressing data drift over time.
- Utilized online drift detection methods (e.g., Drift Detection Method, DDM) to identify performance degradation and trigger model retraining, improving adaptability and predictive accuracy in dynamic traffic environments.
- Tools Used: Python, Pycharm, River Library
Dec 2024 - Dec 2024
1 monthHydrological Analysis and Flood Hydrograph Generation for the Almyros Municipality, Magnesia
- Performed hydrological basin analysis and generated flood hydrographs for critical points in the Almyros Municipality using HEC-HMS software, integrating terrain preprocessing, SCS-CN loss method, Clark unit hydrograph, and Muskingum routing for a 100-year return period design storm.
Jun 2024 - Sep 2024
4 monthsLarissa, Greece
On-siteInternship
TEDRA Group
- Assisted with various duties of several on site engineers on the construction of a solar sludge drying unit in Larissa, Greece.
May 2024 - May 2024
1 monthAssessment and Solutions for Sidewalk and Parking Issues in Volos, Greece
- Conducted a detailed study on the condition of sidewalks and parking challenges in key areas of Volos, analyzing their impact on urban accessibility and proposing sustainable improvements.
Data Analysis on UTS
- Performed a fully comprehensive data analysis on various metrics and variables gathered live from the functioning hours of Astiko KTEL Volou, a bus service company in Volos, Greece.
- Tools Used: R, R Studio, Python, Pycharm, Javascript, HTML
Flood and Vegetation Impact Analysis in Volos
- Analyzed live and past satellite images with the help of Google Earth Engine in order to calculate the impact of the catastrophic flood Daniel in Sept 2023 in Volos, Greece.
- Tools Used: Google Earth Engine, Python, Javascript
Public Transport Study
- Performed a comprehensive study on the public transport systems in Volos, Greece with the help of an analysis of data collected from questionnaires.
- Tools Used: Python, Pycharm, Google Colab.
Road Traffic Accidents and Deaths Analysis and Prediction
- Conducted a comprehensive analysis and time series forecasting of road accidents and fatalities in Greece (1996–2022), using statistical and deep learning models.
- Tools Used: R, RStudio, Python, Pycharm, Scikit-Learn, Pytorch, PostgreSQL, pgAdmin4, Excel
Skills
Programming Languages:
- Python
- R
- Sql
- Matlab
Software:
- Data Analysis: R Studio, Spss, Microsoft Excel
- Database Handling: Pgadmin4, Psql, Mysql, Mysql Workshop
- Web App Development: Django Framework, Docker
- Math Related Tools: Matlab, Gnu Octave
- Design: Autocad, Civil 3d, Anadelta Tessera
- Gis: Arcmap, Arcgis, Qgis, Google Earth Engine
- Hydrologic Modelling: Hec - Ras, Hec - Hms
- General Purpose: Github, Microsoft Office Tools, Pycharm, Vscode
Operating Systems:
- Microsoft Windows
- Linux Ubuntu
- Linux Mint
Soft Skills:
- Strong Analytical And Strategic Problem-solving Abilities.
- Exceptional Communication Skills, Both Written And Verbal, For Effective Team Collaboration.
- Proven Leadership In Guiding Teams To Achieve Project Goals And Milestones.
- Highly Organized With Excellent Time Management And Prioritization Capabilities.
- Adaptable And Resilient In Dynamic And Fast-paced Environments.
- Consistent In Delivering High-quality Work With Attention To Detail.
Languages
Greek
NativeEnglish
AdvancedEducation
Jan 2021 - Sep 2025
University of Thessaly
Master’s Degree and Diploma of Civil Engineering, Major in Transportation Engineering · Civil Engineering · Volos, Greece · 7.35/10.0
Certifications & licenses
Artificial Intelligence For Road Safety And Mobility Workshop, Athens Certificate Of Attendance
Machine Learning A-Z: AI, Python And R
Udemy
Introduction To Time Series Analysis And Forecasting In R
Udemy
SFHMMY 16, Thessaloniki Certificate Of Attendance
Data Science And Machine Learning Bootcamp With R
Udemy
Nestle Data Skills Day, Athens Certificate Of Attendance
Statistics For Data Analysis Using R
Udemy
Emerging Tech Conference, Volos Certificate Of Attendance
R Programming A-Z: R For Data Science With Real Exercises
Udemy
SFHMMY 14, Volos Certificate Of Attendance
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