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bgunyel/README.md

👋 Hello, I'm Bertan Günyel

Data Scientist | Machine Learning Engineer | AI Researcher

LinkedIn Twitter Email


🎓 About Me

I'm a Data Scientist and Machine Learning Engineer with dual M.Sc. degrees, specializing in building intelligent systems that solve real-world problems. My expertise spans across multiple domains of AI/ML, with a focus on practical applications and scalable solutions.

Core Focus Areas:

  • 🤖 AI & Agent Systems Development
  • 📝 Natural Language Processing
  • 🖼️ Computer Vision
  • 📊 Time-Series Forecasting

🚀 Featured Projects

🤖 AI & Agent Systems

Retrieval Augmented Knowledge Adviser

A sophisticated business intelligence agent with database-first architecture, multi-LLM support, and comprehensive research capabilities.

Tech: LangGraph · Supabase · FastAPI · LangSmith

Automated Business Intelligence

AI-powered research tool for comprehensive company and professional analysis with structured output validation.

Tech: LangChain · Pydantic · Tavily · Multi-LLM

Intelligent Content Synthesis

Iterative research workflow using Generate-Evaluate pattern for comprehensive topic summaries.

Tech: LangGraph · Async Processing · Web Search

Long-form Research Reports

Advanced research automation using Plan-Distribute-Collect-Combine pattern for detailed reports.

Tech: LangGraph · PDF Generation · Parallel Processing

Company Intelligence Platform (In Development)

Comprehensive company analysis system integrating SEC EDGAR data with AI-powered synthesis.

Tech: PostgreSQL · Vector DB · SEC API · RAG

Shared AI Infrastructure

Foundational library providing unified LLM interfaces and reusable graph components.

Tech: Multi-provider LLM · Tavily · Async/Await

⚡ Elite Craft - Supervised Project

AI Agent Framework for Code Generation

An intelligent agent that generates code by crawling documentation, building knowledge bases, and providing semantic search capabilities. Features async web crawling, document chunking with Docling, and vector-based retrieval.

Tech: LangChain · Crawl4AI · Docling · Supabase · pgvector · Ollama

Role: Project Supervisor - Overseeing architecture, code standards, and development practices

📝 Natural Language Processing

Exploration of various NLP techniques, models, and applications with practical implementations.

📈 Time-Series Analysis

Advanced forecasting models for electricity demand prediction using classical and deep learning approaches.

🕵️ Computer Vision

Collection of computer vision projects exploring object detection, segmentation, and visual recognition tasks.


🛠️ Tech Stack

Machine Learning & Deep Learning

PyTorch Hugging Face scikit-learn TensorFlow

LLM Frameworks & AI Tools

LangChain LangGraph OpenAI Anthropic

Data Science & Analysis

Pandas Polars NumPy SciPy

Visualization

Matplotlib Seaborn Plotly

API & Backend Development

FastAPI Flask Pydantic SQLAlchemy

Databases

PostgreSQL Supabase Qdrant

MLOps & Cloud

AWS GCP Azure Weights & Biases

Development Tools

Python Git Docker Jupyter


💡 What I'm Currently Working On

  • 🏢 Auto Company: Building a comprehensive company intelligence platform with SEC data integration
  • 🤖 AI Agents: Exploring advanced agentic patterns with LangGraph and multi-agent systems
  • Elite Craft (Supervising): Overseeing development of an AI agent framework for code generation with documentation-driven knowledge bases
  • 📊 Vector Databases: Implementing efficient RAG pipelines for enterprise applications
  • 🔬 Evaluation Frameworks: Developing robust evaluation pipelines for AI systems

📫 Let's Connect

I'm always interested in collaborating on innovative AI/ML projects or discussing new ideas in the field. Feel free to reach out!

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"Building intelligent systems that make a difference"

Pinned Loading

  1. ragnar ragnar Public

    Retrieval AuGmented kNowledge AdviseR

    Python 2

  2. business-researcher business-researcher Public

    AI module to research people and companies.

    Python 2

  3. deep-sage deep-sage Public

    AI-powered research tool that automatically generates comprehensive reports on any topic by intelligently searching the web and synthesizing information using large language models.

    Python

  4. summary-writer summary-writer Public

    AI module to research and write a short summary about a given topic

    Python

  5. ai-common ai-common Public

    Common classes and functions for AI code

    Python 1