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Hamzi275/README.md
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👨‍💻 About Me

class AmeerHamza:
    location     = "Istanbul, Turkey 🇹🇷"
    education    = "MS Artificial Intelligence — Beykoz University"
    focus        = ["LLM Systems", "RAG Pipelines", "Multimodal AI", "Data Engineering"]
    deployed     = ["sktech-ai.vercel.app"]
    published    = ["DOI: 10.5281/zenodo.15856940"]
    open_to      = "Remote AI/ML Engineering and Data Engineering roles"

I build production-grade AI systems and data pipelines — from multimodal RAG tools that convert whiteboard sketches to diagram code, to Databricks medallion pipelines processing real e-commerce data at scale.

🚀 Featured Projects

AI Engineering

Project Description Stack Status
⚡ SketchFlow AI Converts whiteboard sketches and text to Mermaid/PlantUML diagram code using Gemini Vision + ChromaDB RAG + multi-provider fallback chain Gemini · Groq · OpenRouter · ChromaDB · FastAPI · React 🔴 Live
🧠 DocuMind AI Multi-source RAG assistant ingesting PDFs, web URLs, and YouTube transcripts with streaming citation-backed answers FastAPI · Groq · ChromaDB · Sentence-Transformers · React ✅ Complete

Data Engineering

Project Description Stack Status
📊 OrderStream Pipeline End-to-end e-commerce pipeline on Databricks — Bronze/Silver/Gold medallion architecture, PySpark, Delta Lake, 4-task Job orchestration, AI/BI dashboard Databricks · PySpark · Delta Lake · Unity Catalog ✅ Complete
📡 SysStream Real-time system metrics streamed via Kafka into SQL Server with live Power BI dashboards Kafka · SQL Server · Python · Power BI ✅ Complete
🌤 Airflow Weather ETL Automated ELT pipeline — Open-Meteo API → Airflow DAGs → dbt models → PostgreSQL, Dockerized Airflow · dbt · PostgreSQL · Docker ✅ Complete

🛠️ Tech Stack

AI / LLM Engineering

Python FastAPI ChromaDB Groq Gemini OpenRouter PyTorch HuggingFace

Data Engineering

Databricks Apache Kafka Apache Airflow PySpark dbt PostgreSQL Delta Lake Docker

Frontend & Deployment

React Vite Tailwind Vercel Render

📝 Technical Writing — Medium

📄 Research

NexGen MediaCraft: Real-Time AI News Anchoring with LLM-Based Generation and Web Scraping Ameer Hamza, Nimra Mairaj · Zenodo, July 2025 DOI

🎯 Currently

  • Extending OrderStream with Databricks Auto Loader and Delta Live Tables
  • Writing about loop engineering patterns for production LLM systems
  • Open to remote Junior AI/ML Engineering and Data Engineering roles

"The goal is not to build AI that replaces humans but AI that makes humans more capable."

⭐ If you find my work useful, a star means a lot!

Pinned Loading

  1. SysStream-Real-Time-System-Monitoring-Pipeline SysStream-Real-Time-System-Monitoring-Pipeline Public

    SysStream is a real-time monitoring pipeline that captures CPU, memory, disk, and network metrics, streams them via Apache Kafka, stores them in SQL Server, and visualizes insights in Power BI. It …

    Python

  2. Airflow_Weather_ETL Airflow_Weather_ETL Public

    End-to-end ETL pipeline using Airflow and PostgreSQL, extracting live weather data via API, transforming it, and storing for future use in dashboarding, forecasting, and analytics. Includes Docker …

    Python

  3. documind-ai documind-ai Public

    Multi-source RAG assistant chat with PDFs, web pages & YouTube videos using Groq LLaMA 3.3 70B + ChromaDB + React

    Python

  4. sktechAI sktechAI Public

    Convert whiteboard sketches and text to Mermaid/PlantUML diagram code using Gemini Vision + RAG pipeline. Live: sktech-ai.vercel.app

    Python 1

  5. orderstream-data-pipeline orderstream-data-pipeline Public

    End-to-end e-commerce data engineering pipeline on Databricks Medallion Architecture (Bronze/Silver/Gold), PySpark, Delta Lake, orchestrated with automated data quality checks.

    Jupyter Notebook