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Cabir40/README.md

Hi there, I'm Cabir Celik! ๐Ÿ‘‹

๐Ÿš€ About Me

I'm a passionate AI/ML Engineer and Software Developer with expertise in Natural Language Processing, Machine Learning, and Full-Stack Development. With a Master's in Software Engineering specializing in AI applications and a strong academic foundation combined with practical industry experience, I focus on developing cutting-edge AI solutions.

LinkedIn

Languages

Python JavaScript C++ C Java C# PHP SQL

AI/ML & Data Science

TensorFlow Keras PyTorch Hugging Face OpenAI Anthropic scikit-learn Pandas NumPy Apache Spark OpenCV Seaborn Flask FastAPI Streamlit LangChain LlamaIndex

Tools & Platforms

Git Docker Kubernetes Jupyter VS Code Linux Tableau MLflow

Cloud & DevOps

AWS GCP Azure Databricks Dataiku Snowflake

๐ŸŽ“ Education

  • Master's in Software Engineering - ATILIM University
  • Master's in Mathematics - Marmara University
  • Bachelor's in Computer Engineering - Ahi Evran University
  • Bachelor's in Mathematics - Marmara University
  • Master's Thesis: LLM and RAG Systems for Medical Question Answering

๐Ÿ”ญ Current Focus

  • Large Language Models (LLMs): Advanced fine-tuning, optimization, and custom model development with latest architectures
  • Vision-Language Models (VLMs): Multi-modal AI systems integrating computer vision and NLP
  • Advanced RAG Systems: Next-generation Retrieval-Augmented Generation with vector databases and semantic search
  • AI Agents & Orchestration: Autonomous agents using LangChain, LangGraph, and custom frameworks
  • Full-Stack AI Deployment: End-to-end ML pipeline development and production deployment
  • MLOps & DevOps: Scalable machine learning operations, CI/CD, and infrastructure automation
  • Healthcare NLP: Specialized applications using Spark NLP for medical text analysis
  • Completed Research: Master's thesis on LLM-RAG windowed document splitting for medical QA systems

๐ŸŽฏ Featured Projects

๐Ÿค– Advanced AI & LLM Applications

  • ๐Ÿฅ Medical QA with LLM-RAG: Completed Master's thesis project on windowed document splitting for medical question answering systems
  • ๐Ÿ”ฎ Advanced RAG Systems: Multi-modal retrieval-augmented generation with vector databases (Pinecone, Weaviate, ChromaDB)
  • ๐Ÿ’ฌ ChatGPT Clone: Built with LangChain and Streamlit for conversational AI experiences
  • ๐Ÿ‘๏ธ Multi-Modal VLM Systems: Fine-tuning and deploying Vision-Language Models for diverse applications
  • ๐Ÿค– AI Agent Framework: Autonomous agents for complex task orchestration using LangGraph and decision-making
  • ๐Ÿ”ง LLM Fine-tuning Pipeline: Custom PEFT/LoRA workflows for domain-specific language models
  • ๐Ÿง  CAPTCHA Solver: Deep learning model for automated CAPTCHA recognition using CNN

๐Ÿฅ Healthcare NLP & Medical AI

  • โš•๏ธ Spark NLP for Healthcare: Advanced clinical text processing and entity recognition
  • ๐Ÿ“‹ Medical Document Analysis: Automated extraction of clinical insights from medical texts
  • ๐Ÿš€ Health Data Pipeline: End-to-end healthcare data processing workflows
  • ๐Ÿฉบ Disease Prediction System: Healthcare analytics for symptom-based diagnosis

๐Ÿ“Š Data Science & MLOps

  • โš™๏ธ End-to-End ML Pipelines: From data ingestion to model deployment and monitoring
  • ๐Ÿ“ˆ COVID-19 Time Series Analysis: Real-time pandemic data visualization and trend analysis
  • ๐Ÿ”„ AutoML & Hyperparameter Optimization: Automated model selection and tuning
  • ๐Ÿงช A/B Testing Framework: Statistical testing for model performance evaluation
  • ๐Ÿš€ Real-time Model Serving: High-performance API endpoints for ML model inference
  • ๐Ÿค Smart Matching System (SMT): AI-driven mentor-mentee matching algorithm using cosine similarity and NLP

๐ŸŒ Web & Mobile Applications

  • E-Commerce Platform: Full-stack web development for online marketplaces
  • Personnel Tracking System: Desktop application for workforce management
  • Mobile Maps Project: Location-based mobile application development
  • Arduino Robot Controller: IoT project with Bluetooth and voice control capabilities

๐Ÿ› ๏ธ Development Projects

  • Portfolio Website: Personal portfolio showcasing technical skills and projects
  • Flask APIs: RESTful web services for various applications
  • Real-time Dashboards: Interactive data visualization platforms

๐Ÿ† Achievements & Interests

  • ๐ŸŽ“ Dual Master's Degrees: Completed advanced education in both Mathematics and Software Engineering
  • ๐Ÿ”ฌ Healthcare Innovation: Developing AI solutions for medical text analysis and clinical decision support
  • ๐Ÿ—๏ธ Full-Stack Development: Experience in both web and mobile application development
  • ๐Ÿค– IoT & Robotics: Hardware projects including Arduino-based robot controllers
  • ๐ŸŒ Open Source: Contributing to the AI/ML community through various projects
  • ๐Ÿ“š Continuous Learning: Always exploring new technologies and methodologies in AI/ML

๐Ÿ’ผ Technical Proficiency Levels

  • Expert Level: Python, JavaScript, HTML5, CSS3, TensorFlow, PyTorch, LangChain, AWS, GCP
  • Advanced Level: LLM Fine-tuning, RAG Systems, MLOps, Docker, Kubernetes, Flask, Streamlit
  • Proficient Level: C++, Java, C#, SQL, OpenCV, Spark NLP, Computer Vision, Data Analytics

๐Ÿ  Personal Projects (Garage Work)

๐Ÿ’Š Medical Assistant - Smart Medicine Reminder & AI Health Companion

A comprehensive medical assistant application combining intelligent medication management with AI-powered health features. Built with modern mobile development practices and cloud integration.

๐ŸŒŸ Key Features:

  • Smart Medication Management: Customizable reminders, real-time adherence tracking, and flexible scheduling
  • AI Health Companion: Symptom-based diagnosis assistant, medical chatbot, and treatment recommendations
  • Professional Integration: ICD-10 medical coding and evidence-based treatment algorithms
  • Analytics & Reporting: Detailed adherence reports, health trends visualization, and PDF export for healthcare providers
  • Multi-Platform: Cross-device synchronization with Firebase cloud storage
  • Global Accessibility: 7-language support (English, Turkish, French, Italian, German, Spanish, Dutch)

๐Ÿ”ง Tech Stack: Mobile Development, Firebase, AI/ML APIs, Medical Databases, Multi-language Localization

๐Ÿง  Expertise Areas

  • Advanced AI & Large Language Models

    • LLM Fine-tuning & Optimization (PEFT, LoRA, QLoRA, FSDP)
    • Vision-Language Models (VLMs) & Multi-Modal Applications
    • Advanced RAG Systems (GraphRAG, Agentic RAG, Multi-Modal RAG)
    • AI Agent Development & Orchestration (LangGraph, CrewAI)
    • Prompt Engineering & Chain-of-Thought Reasoning
    • Model Deployment & Scaling in Production (vLLM, TensorRT-LLM)
  • Natural Language Processing (NLP)

    • Named Entity Recognition (NER) & Information Extraction
    • Text Classification & Sentiment Analysis
    • Document Processing & Semantic Search
    • Clinical Text Mining & Healthcare NLP
    • Multilingual NLP & Machine Translation
  • Machine Learning & Computer Vision

    • Deep Learning with PyTorch/TensorFlow
    • Computer Vision Applications & Object Detection
    • Time Series Analysis & Forecasting
    • Feature Engineering & Model Selection
    • Ensemble Methods & Model Optimization
  • MLOps & Production Systems

    • Model Versioning & Management (MLflow, DVC, Weights & Biases)
    • CI/CD for ML Pipelines & Automated Testing
    • Containerized Model Serving (Docker, Kubernetes)
    • Production Model Monitoring & A/B Testing
    • Infrastructure as Code (IaC) & Auto-Scaling
    • Vector Database Management (Pinecone, Weaviate, ChromaDB)
  • Software Engineering & Cloud

    • API Development & Microservices Architecture
    • Database Design & Management (SQL/NoSQL)
    • Cloud Computing & DevOps (AWS, GCP, Azure)
    • Real-time Systems & Stream Processing
    • Agile Development & Code Quality Practices

๐Ÿ“ˆ GitHub Stats

Cabir's GitHub Stats

Top Languages

๐Ÿ† Achievements & Interests

  • ๐ŸŽ“ Academic Research: Master's thesis on LLM-RAG systems for medical applications at ATILIM University
  • ๐Ÿ”ฌ Healthcare Innovation: Developing AI solutions for medical text analysis and clinical decision support
  • ๏ฟฝ๏ธ Full-Stack Development: Experience in both web and mobile application development
  • ๐Ÿค– IoT & Robotics: Hardware projects including Arduino-based robot controllers
  • ๏ฟฝ๐ŸŒ Open Source: Contributing to the AI/ML community through various projects
  • ๐Ÿ“š Continuous Learning: Always exploring new technologies and methodologies in AI/ML

๐Ÿ’ผ Technical Expertise

  • Proficiency: HTML5, CSS3, JavaScript, jQuery, PHP, Bootstrap, Streamlit, NumPy, Pandas, Seaborn, Tableau, AWS, GCP

  • Proficiency: C, C++, C#, Java, Python, SQL, Scikit-learn, Keras, TensorFlow, NLP, OpenCV

  • ๐Ÿš€ Next-Gen LLM Applications: Advanced fine-tuning, multi-modal AI, and agentic systems

  • ๐Ÿฅ Healthcare AI & Medical NLP: Clinical text processing and AI-powered medical decision support

  • โš™๏ธ MLOps & Production AI: Scalable AI infrastructure, model deployment, and monitoring systems

  • ๐Ÿ”ฌ AI Research & Innovation: Academic partnerships in AI/ML and healthcare technology

  • ๐ŸŒ Open Source Contributions: Community-driven AI/ML projects and democratizing AI tools

  • ๐Ÿค– AI Agents & Automation: Autonomous systems for complex problem-solving and workflow optimization

Current Interests:

  • Multi-modal AI systems and vision-language models
  • Advanced RAG architectures and semantic search
  • AI agents and workflow automation
  • Edge AI and model optimization
  • Federated learning and privacy-preserving ML

๐Ÿค Let's Connect!

I'm always interested in collaborating on cutting-edge projects, especially those involving:

Feel free to reach out if you'd like to discuss cutting-edge AI technologies, collaborate on innovative projects, or explore opportunities in AI research and development!

LinkedIn


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