Profileimage by Georgios Terzoglou Machine Learning Engineer with Expertise in Neural Networks and Traffic Flow Optimization from Thessaloniki

Georgios Terzoglou

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Last update: 10.12.2024

Machine Learning Engineer with Expertise in Neural Networks and Traffic Flow Optimization

Graduation: MSc Electrical Engineering and Computer Science
Hourly-/Daily rates: show
Languages: English (Full Professional)

Keywords

Machine Learning Artificial Neural Networks Traffic Flow Data Analysis Computer Vision Databases Data Mining Data Visualization Python (Programming Language) Object Detection + 18 more keywords

Attachments

Georgios-Terzoglou_101224.pdf

Skills

Machine Learning
Expertise in machine learning techniques, including deep learning and computer vision, with practical application in traffic flow optimization and autonomous driving.

Programming Languages
Proficiency in Python and various ML frameworks such as TensorFlow/Keras, Pandas, Scikit, PIL, OpenCV for developing and implementing machine learning solutions.

Data Analysis and Visualization
Skills in data mining, data visualization, and analysis, applied to real-time traffic data and signal processing projects.

Database Management
Knowledge of SQL for managing and querying databases in machine learning projects.

Version Control and Collaboration
Proficiency with Git and GitLab for code versioning and collaborative development.

API Development
Experience in deploying FastAPI services for real-time access to machine learning models.

Neural Network Architectures
Expertise in Convolutional Neural Networks (CNN) for autonomous driving and object detection applications.
 

Project history

12/2022 - Present
Machine Learning Engineer (part-time contract)
Traffic Technique

Implemented a real-time adaptive traffic light adjustment system, optimized traffic flow management solutions, and analyzed time series traffic data to predict and adjust traffic patterns in real-time.

03/2022 - Present
Research Associate | Machine Learning Engineer
Centre for Research & Technology Hellas (CERTH)

Deployed FastAPI services for real-time ML model access, led PVGnosis project for solar panel defect detection using drone imagery, presented research findings at conferences, and participated in Horizon projects.

09/2021 - 11/2022
Thesis Research
DEMOCRITUS UNIVERSITY OF THRACE

Developed and implemented Convolutional Neural Networks (CNN) for Autonomous Driving, utilized computer vision techniques to classify traffic lights in real-time using CNNs, and proposed a method to calculate the distance of different objects.

Local Availability

Only available for remote work
Profileimage by Georgios Terzoglou Machine Learning Engineer with Expertise in Neural Networks and Traffic Flow Optimization from Thessaloniki Machine Learning Engineer with Expertise in Neural Networks and Traffic Flow Optimization
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