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MarkoKolarski/README.md

πŸ€– ML / AI & Computer Vision

πŸ“Š Data, LLM & RAG Systems

🌐 Backend, Edge AI & DevOps


πŸ“„ Research & Publications

Edge-Driven Orchard Analytics: Automated Treetop Detection using YOLOv11
Published at MIPRO 2026 – 49th ICT and Electronics Convention, Opatija, Croatia

IEEE Xplore

Co-authored and led the technical implementation of this paper, developed as part of the Horizon Europe project CrackSense. The work presents an edge-computing pipeline for automated treetop detection and instance segmentation in citrus orchards using YOLOv11, deployed on edge devices to minimize data transmission and enable on-site inference in low-connectivity environments.


πŸ“¬ Connect

Feel free to reach out or follow my work here:

LinkedIn Email

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  1. RepoSearchRAG RepoSearchRAG Public

    LLM-based Listwise Reranker for Retrieval-Augmented Generation (RAG) over GitHub code repositories. Includes advanced retrieval, reranking, summarization, and evaluation with Recall@K.

    Python 3

  2. ConcertTourBot ConcertTourBot Public

    A Python-based RAG system for managing 2025–2026 concert tour info. Supports CLI & Streamlit UI, with LLM integration (Google Gemini & Hugging Face) for document ingestion, summarization, and Q&A.

    Python

  3. Computer_Store_Management_System Computer_Store_Management_System Public

    Java + Oracle SQL System for Managing Computer Store Products, Orders, Feedback, and Inventory

    Java

  4. Neural_Networks_project_Religious_classification Neural_Networks_project_Religious_classification Public

    This project uses neural networks to classify religion from flag and geopolitical features, using EDA, a custom CNN, and MobileNetV2 to explore links to religious affiliation.

    Jupyter Notebook

  5. Onlybuns_Social_Platform Onlybuns_Social_Platform Public

    Full-stack social media app with Django, React & PostgreSQL – RabbitMQ fanout, Prometheus/Grafana monitoring, profiles, background tasks, real-time monitoring, and fanout ads integration.

    JavaScript

  6. Booking_app Booking_app Public

    Booking system with support for guests, owners, guides, and tourists β€” built as a desktop console application in C# using WPF and the MVVM architecture.

    C#