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bugraq/README.md

Hi, I'm Buğra 👋

Typing SVG

AI & Data Engineering student @ Fırat University · Bursa, Turkey

🎯 My focus: turning LLMs from chat toys into verifiable, autonomous research systems — where the model proposes and a deterministic engine proves.

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🧠 About Me

  • 🎓 AI & Data Engineering student at Fırat University
  • 🤖 Building agentic AI systems — multi-agent loops with LLM planners and deterministic verifiers
  • 📈 Deep interest in quantitative finance: backtesting, leakage control, statistical validation
  • 🛰️ Working on a TEKNOFEST Electronic Warfare system — SDR signal processing + ONNX modulation recognition
  • 🧪 Comfortable across the stack: Python · Django · Flask · PyTorch · LangChain · SQL · Docker
  • 💡 I care about systems that are reproducible and honest — every experiment seeded, hashed and auditable
  • 📫 Reach me at o.bugra16@gmail.com

🛠️ Tech Stack

Languages

Python JavaScript SQL HTML5 CSS3

AI / Machine Learning

PyTorch scikit-learn LangChain FAISS ONNX Pandas NumPy

Backend & Data

Django Django REST Framework Flask SQLite MSSQL Pydantic

Tooling

Docker Git Linux PyQt6 Render

🚀 Featured Projects

🧬 autoresearch_quant

Repo

An autonomous quant researcher. A closed loop: the LLM proposes a hypothesis → a safe DSL compiles it into a strategy → leak-free walk-forward backtest → statistical gate (Deflated Sharpe, PSR, bootstrap CI, BH-FDR) → accept/reject → memory → next hypothesis.

The rule: the LLM never touches data or backtests. It writes no free Python — only a validated DSL.

Python LLM Agents Pydantic Backtesting

🛰️ teknofest_eh

Repo

A TEKNOFEST Electronic Warfare system. Streams live IQ samples from an SDR over ZMQ/GNU Radio, runs ONNX modulation recognition, and drives direction-finding, jamming and GPS/radio spoofing panels from a PyQt6 cockpit.

Highlights: TDoA/AoA solvers, waterfall plots, and a graceful fallback when no model or SDR is attached.

Python PyQt6 ONNX SDR / DSP

📊 agentic-analytics

Repo

Drop in a CSV/XLSX and an LLM drafts an analysis plan. You approve it — then the agent runs EDA, feature work and modelling, and writes the report itself. Human-in-the-loop by design.

Python LLM Pandas AutoML

📈 BIST_Stock_Market_API

Repo

A full Django REST Framework API over Borsa İstanbul data: RSI/MACD/EMA technical signals, Swagger docs, and a cache benchmark that generates up to 1M synthetic rows to prove HIT vs MISS latency.

Django DRF Chart.js Caching

💬 finansal-terimler-chatbot

Repo

A RAG chatbot for financial terminology — Google Gemini + LangChain + FAISS behind a Flask app, deployed on Render.

LangChain FAISS Gemini Flask

🪙 kripto-portfoy-takip

Repo

A crypto portfolio tracker on Flask + MSSQL, pulling live prices from the CoinGecko API and computing realised / unrealised P&L.

Flask MSSQL CoinGecko API

📊 GitHub Analytics

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GitHub Streak

🌱 Currently

  • Pushing autoresearch_quant toward a fully autonomous research campaign on real market data
  • Preparing the electronic warfare system for TEKNOFEST
  • Reading up on multiple-testing correction and deflated performance metrics in quant research
  • Open to internships and collaborations in AI / ML engineering and data-driven fintech

"The LLM proposes. The engine proves."

Popular repositories Loading

  1. FinansApp FinansApp Public

    Django personal finance dashboard: categorised income/expense tracking, stock portfolios with live Finnhub prices, strategy signals and user profiles.

    JavaScript

  2. finansal-terimler-chatbot finansal-terimler-chatbot Public

    A chatbot that answers financial terms using Google Gemini, LangChain (RAG), and FAISS. Built with Python/Flask and deployed on Render.

    Python

  3. BIST_Stock_Market_API BIST_Stock_Market_API Public

    Django REST Framework API for Borsa Istanbul (BIST): RSI/MACD/EMA technical analysis, Swagger docs, and a synthetic 1M-row cache benchmark behind a responsive glassmorphism UI.

    JavaScript

  4. teknofest_eh teknofest_eh Public

    TEKNOFEST Electronic Warfare system: live SDR IQ over ZMQ/GNU Radio, ONNX modulation recognition, TDoA/AoA direction finding, jamming and GPS/radio spoofing panels in a PyQt6 cockpit.

    Python

  5. kripto-portfoy-takip kripto-portfoy-takip Public

    Crypto portfolio tracker built with Flask + MSSQL. Live prices from the CoinGecko API with profit/loss calculation.

    Python

  6. agentic-analytics agentic-analytics Public

    LLM-powered agentic data analysis: upload a CSV/XLSX, the AI drafts an analysis plan, you approve it, then it runs automated EDA, modelling and reporting.

    Python