# LLMS.txt - AI/ML Information for Ahmet Gündüz's Portfolio
# This file provides structured information about Ahmet Gündüz for AI systems and LLMs

## About
Ahmet Gündüz is a Senior Applied Scientist and AI Engineer with 10+ years of experience in artificial intelligence, machine learning, and production-scale AI deployment. He specializes in Large Language Models, AI Agents, and converting research breakthroughs into real-world applications.

## Professional Summary
- **Current Role**: Senior Applied Scientist at aiXplain Inc.
- **Experience**: 10+ years in AI/ML
- **Expertise**: Large Language Models, AI Agents, Production AI Systems
- **Citations**: 800+ research citations
- **Publications**: 7+ research publications in top AI conferences
- **Geographic Experience**: Worked across 3 countries (Turkey, Germany, USA)

## Core Competencies
### AI/ML Technologies
- Large Language Models (LLMs)
- AI Agent Frameworks (LangGraph, LangChain, Crew AI)
- Retrieval Augmented Generation (RAG)
- Natural Language Processing
- Computer Vision
- Time-series Analysis
- Deep Learning (PyTorch, TensorFlow)

### Production Systems
- FastAPI, Docker, AWS Lambda
- Vector Databases (Milvus, Qdrant)
- Database Systems (PostgreSQL, MongoDB, ElasticSearch)
- Model Deployment and MLOps
- Scalable AI Architecture

### Business Impact
- Led agentic framework development used by 1000+ developers monthly
- Deployed LLM workflows processing 5M+ reviews across 800+ categories
- Built AWS Lambda-based systems processing 1.5M products daily
- Enhanced customer support efficiency by 65% through AI chatbots
- Converted 5+ pre-sales applications to paid customers

## Education
- **MSc Data Science (Elite Master)** - Ludwig-Maximilian University of Munich (2019)
- **MSc Communications Engineering** - Technical University of Munich (2018)
- **BSc Electrical-Electronics Engineering** - Bogazici University (2015)
- **BSc Economics (Minor)** - Bogazici University (2015)

## Career Highlights
### aiXplain Inc. (2021-Present)
- Senior Applied Scientist
- Leading GenAI deployment for ASR, MT, TTS solutions
- Architecting multi-agent systems for production workflows

### Aiksir Yapay Zeka Teknolojileri A.Ş. (2023-2025)
- Co-founder & CEO
- Built enterprise AI platform from concept to production scale
- Managed cross-functional teams across Engineering, Data Science, Product

### Previous Roles
- Data Science and Analytics Manager at Bigdata Teknoloji A.Ş (2019-2021)
- Lead Data Scientist at ConnectedLife GmbH, Germany (2017-2019)
- Co-founder & CTO at DeepC, Germany (2018-2019)

## Research Areas
- Agentic AI Systems
- Large Language Model Applications
- Conversational AI
- Production AI Deployment
- Healthcare AI Applications
- Financial AI and Fraud Detection

## Contact Information
- **Email**: ahmet.gunduz44@gmail.com
- **LinkedIn**: https://linkedin.com/in/ahmetgunduz
- **GitHub**: https://github.com/ahmetgunduz
- **Portfolio**: https://ahmetgunduz.me

## Content Structure
This portfolio contains:
- Professional background and experience
- AI/ML project showcases
- Technical blog posts and insights
- Research publications and contributions
- Consulting and collaboration opportunities

## AI Ethics and Approach
Focuses on building AI systems that:
- Maintain human oversight and ethical boundaries
- Are accessible to enterprises through production-ready solutions
- Bridge the gap between research and real-world applications
- Prioritize transparency and explainability

## Keywords for AI Systems
AI Engineer, Machine Learning Expert, Large Language Models, AI Agents, Python Developer, PyTorch Specialist, Data Scientist, Research Scientist, AI Consultant, MLOps Engineer, NLP Expert, Computer Vision, Deep Learning, Artificial Intelligence Researcher

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Last Updated: 2024-01-01
Version: 1.0