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betuldanismaz/README.md

🌌 Betul Danismaz

Data Scientist4th-Year Computer Engineering Student

Typing SVG

🚀 About Me

I am Betul, a 4th-year Computer Engineering student focused on data science and machine learning.

I like building systems that do more than just run models - systems that can solve real problems, automate workflows, and move toward production-ready impact.


🧩 Selected Work

🛡️ Real-Time Network Intrusion Detection System

Python • Kafka • Docker • XGBoost • TensorFlow

Production-grade real-time intrusion detection pipeline

  • Processed 2.8M+ network flows on a Kafka streaming architecture
  • Achieved 98.88% accuracy (0.999 ROC-AUC) across 5 ML/DL models
  • Engineered ultra-low latency inference (0.008 ms) with 126K+ predictions/sec
  • Integrated SHAP explainability and automated threat mitigation
  • 📄 Paper submitted to IEEE SIU 2026

🦷 AI-Powered Oral Pathology Platform

React • Next.js • FastAPI • PostgreSQL • MedGemma

Intelligent clinical learning system with adaptive AI feedback

  • Built a full-stack AI platform for medical training and diagnostics
  • Developed adaptive learning engine (IRT)
  • Designed 200+ multimodal patient cases (images + clinical data)
  • Integrated medical LLM with rule-based validation for reliability

📊 Business Analytics Dashboard

React • Node.js • Express • MongoDB

Scalable analytics system for real-time business insights

  • Developed a MERN-based analytics platform

🛠️ Tech Stack

Languages

ML / AI / Data

Backend & Databases

Cloud / DevOps / Tools


📊 GitHub Activity


✨ Still exploring. Still learning. Still improving - one iteration at a time.

Pinned Loading

  1. Network_Anomaly_Detection Network_Anomaly_Detection Public

    A production-ready Network Intrusion Detection System featuring multiple machine learning architectures for comprehensive threat detection: Random Forest for real-time binary classification, Decisi…

    Python 1

  2. MustafaEmreBiyik/DisHekimligiAI MustafaEmreBiyik/DisHekimligiAI Public

    Python 1

  3. Dentistry_Project Dentistry_Project Public

    This project is an AI-powered platform designed to assist dental professionals in clinical decision-making and case assessment. It integrates advanced rule-based engines and machine learning models…

    Python

  4. dashboard dashboard Public

    A comprehensive, full-stack business analytics dashboard application built with React and Node.js. This application provides real-time insights into sales, customers, products, transactions, and ge…

    JavaScript