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melihboyaci/README.md
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About Me

Computer Engineering student at Pamukkale University (4th year), focused on Computer Vision and AI/ML systems.

I don't just train models β€” I care about why they work, what breaks them, and how to build them properly.

  • πŸ”­ Currently exploring ML system design and production-ready AI architectures
  • 🧠 Interested in the intersection of deep learning, system design, and software craftsmanship
  • πŸ› οΈ I use AI tools actively (Claude, Windsurf, NotebookLM) β€” and I think critically about how I use them
  • πŸ“ Denizli, Turkey

Projects

πŸ₯‹ Real-Time Skeleton-Based Violence Detection

YOLOv8n-Pose + GRU β€” Image Processing Course Project

Real-time violence detection using pose estimation and temporal sequence modeling. YOLOv8n-Pose extracts skeleton keypoints per frame; a GRU network classifies motion patterns across time.

Python PyTorch YOLOv8 OpenCV GRU


🐒 Sea Turtle Facial Recognition System

ResNet50 + Triplet Loss β€” Multi-Agent Architecture

Individual sea turtle identification via facial features. Built a multi-agent Supervisor/Workers/BlackBoard architecture in pure Python. Fine-tuned ResNet50 with Triplet Loss, CLAHE preprocessing, Gemini Vision integration, FastAPI + JS frontend.

Python PyTorch ResNet50 Triplet Loss FastAPI Gemini Vision


πŸ”§ Log Middleware System

Software Engineering Course β€” Design Patterns

Chain of Responsibility + Strategy + Factory Method patterns implemented in a production-style log middleware. Containerized with Docker, documented with full system design rationale.

Docker Design Patterns Software Architecture


Tech Stack

AI & Machine Learning

Python PyTorch scikit-learn Jupyter

Computer Vision

OpenCV YOLO

Backend & DevOps

FastAPI Docker Git


GitHub Stats

GitHub Stats
GitHub Streak
Top Languages

Currently

  • πŸ“– Reading The Pragmatic Programmer β€” thinking about software craft, not just code
  • πŸ—οΈ Learning ML system design: how models survive in production
  • 🎯 Looking for internship opportunities in AI/ML or backend engineering

Connect


Profile Views

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  1. RealTime-ViolenceDetection RealTime-ViolenceDetection Public

    Jupyter Notebook 2

  2. TurtleID-v2 TurtleID-v2 Public

    Python

  3. Game-Project Game-Project Public

    Python 2 1

  4. Logging_Middleware Logging_Middleware Public

    Python

  5. SineDeck SineDeck Public

    TypeScript