12/10/2024 updated

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

Thessaloniki, Greece
Only remote
MSc Electrical Engineering and Computer Science
Thessaloniki, Greece
Only remote
MSc Electrical Engineering and Computer Science

Profile attachments

Georgios Terzoglou.pdf

Data AnalysisArtificial Neural NetworksComputer VisionDatabasesData MiningData VisualizationPython (Programming Language)Machine LearningObject DetectionOpenCVVisualizationTensorFlowSignal ProcessingSQL DatabasesTraffic FlowSoftware VersioningDeep LearningConvolutional Neural NetworksKerasGitLabGitFastAPIpandasScikit LearnApi DesignSoftware Version ControlDatabase AdministrationProgramming Languages
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.
 

Languages

EnglishFluent

Project history

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.

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.

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.

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