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byessilyurt/README.md

Hi, I'm Yusuf Yesilyurt πŸ‘‹

Machine Learning Engineer β€’ Software Engineer β€’ Security-Oriented Builder
Building explainable, deployable AI systems with real-world impact.


🧠 About Me

I'm a machine learning engineer with a background in computer engineering and software development. I specialize in real-time detection systems, LLM-based assistants, and AI-integrated platforms. I bring together MLOps practices, deployment experience, and a strong interest in cybersecurity and applied ML. Open to roles across AI, applied research, and full-stack ML engineering.


πŸš€ Featured Projects

πŸ”’ Network Intrusion Detection System (NIDS)

Status F1 Score Live Demo
Production-ready DoS/DDoS attack detection using One-Class SVM with SHAP explainability. Includes FastAPI REST API, Streamlit dashboard, and full Docker deployment.

πŸ”— Repo Β· Dashboard Β· API Docs


βš–οΈ Polish Legal RAG Assistant

Built a retrieval-augmented generation (RAG) system for legal documents. Uses Qdrant + FastAPI backend and OpenAI embeddings to deliver accurate semantic responses.

πŸ”— Repo


πŸ“š StudyFlow

A productivity platform for students with scheduling, task boards, and learning trackers. Built with Next.js, Zustand, and Tailwind.

πŸ”— Repo


🧰 Tech Stack

Languages & Frameworks:

AI/ML Tools:
scikit-learn β€’ SHAP β€’ OpenAI API β€’ PyTorch β€’ Autoencoders β€’ Anomaly Detection β€’ RAG Systems

DevOps & Infra:
Docker β€’ Render.com β€’ Git β€’ Streamlit β€’ Supabase


πŸ“« Connect with Me

LinkedIn Medium GitHub


byessilyurt

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  1. LegalAssistantRAG LegalAssistantRAG Public

    HTML

  2. uncertainty-into-pid uncertainty-into-pid Public

    Python

  3. xgboost xgboost Public

    Application of XGBoost and Stacking Models in Elastic Optical Network Optimization

  4. quicksight quicksight Public

    JavaScript

  5. studyflow studyflow Public

    TypeScript

  6. turkish-charity-platform turkish-charity-platform Public

    TypeScript