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stamenovmartin/README.md

Martin Stamenov – CompSci Student at FSCE

Welcome to my portfolio! I’m Martin, a final-year Computer Science and Engineering student at Ss. Cyril and Methodius University. My work bridges the fields of AI, ML and DS. I enjoy solving open-ended challenges and building systems that combine intelligence, automation, and creativity.


🧠 AI & Machine Learning Projects

🤖 Chatbot Concepts with Transformer Models (Project – Telekom MK)

Explored the use of transformer models in internal tools to improve automation and efficiency in telecom operations.

  • Experimented with Hugging Face transformers and prompting strategies
  • Focused on domain-specific adaptation and chatbot prototype integration

⚽ Match Outcome Prediction (on hold)

Developing a supervised learning model to predict football match outcomes based on historical results and team performance statistics.

  • Web scraping, data preprocessing, feature extraction, and model selection
  • Evaluating accuracy and feature importance for real-world match prediction

✨ Graph Neural Network Project (In Progress)

Building a project based on Graph Neural Networks to explore structural data relationships.

  • Applying GNN architectures on graph-structured datasets
  • Focusing on representation learning and node classification tasks

📁 Data Engineering Projects

📊 Data Automation & Monitoring Workflows (Project – Telekom MK)

Worked on the development of scalable data workflows and monitoring systems to support real-time insights for telecom infrastructure.

  • Involved in building data pipelines and dashboards using open-source tools
  • Focused on automation, reliability, and cross-database integration

📈 Network Visualization and Alerting Tools

  • Created visualization tools to monitor infrastructure performance
  • Integrated secure polling and automated alerting mechanisms for internal use

🎓 Education

BSc in Computer Science and Engineering
Ss. Cyril and Methodius University – FINKI
Expected Graduation: 2026
Focus Areas: Machine Learning, Reinforcement Learning, AI, NLP, Software Engineering, CNNs, GNNs


💻 Tech Stack

  • Languages: Python, SQL
  • Frameworks/Libraries: Hugging Face, PyTorch, scikit-learn, Pandas
  • Tools: Docker, Apache Airflow, Grafana, Git
  • Concepts: MLOps, AutoML, Prompt Engineering, Data Pipelines

📢 Contact

🚧 Please note: Some projects are not yet publicly available on GitHub due to internal or research-related constraints. Descriptions provided here are general and meant to highlight my role and contributions without revealing confidential details.

Feel free to connect or reach out – I’m always open to learning, collaborating, or discussing interesting AI ideas!

Pinned Loading

  1. Measuring-Objects-OpenCV Measuring-Objects-OpenCV Public

    Measuring objects with OpenCV Python

    Python

  2. medialingo medialingo Public

    Media literacy game application

    TypeScript