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Ramtin-Karbaschi/README.md
Ramtin Karbaschi — AI Systems Architect

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About

I design and build local-first AI platforms, intelligent products and dependable automation systems across LLM inference, RAG, agentic workflows, computer vision and document intelligence.

My background in structural engineering shapes a rigorous approach focused on clear architecture, measurable outcomes, traceable decisions and reliable operation.

Current focus

  • AI, ML & DL, CV, NLP & Multimodal Systems
  • Data Analysis, Statistical Modeling & Decision-Support Systems, Software Architecture, MLOps & Technical Product Development

Featured project

AI Station is a reproducible local-first AI workstation for Windows 11, WSL2, Docker and NVIDIA GPUs. It provides private inference, OpenAI-compatible local APIs, RAG, search, OCR, document processing, embeddings and speech recognition—while emphasizing deterministic installation, integrity verification, operational audits, backup and recovery.


Technical stack

Python PyTorch TensorFlow Keras Hugging Face LangChain OpenCV scikit-learn NumPy Pandas SciPy Jupyter Matplotlib Plotly FastAPI Pydantic PostgreSQL pgvector Redis Docker Linux Ubuntu WSL2 NVIDIA CUDA Bash Git GitHub Actions Nginx Prometheus Grafana SearXNG Apache Tika Whisper Open WebUI llama.cpp LiteLLM Local LLM RAG Agentic AI Document AI


Collaboration

I am open to technically serious collaboration involving local AI infrastructure, agentic systems, RAG, document intelligence, computer vision, engineering-focused AI, and reproducible deployment.

Contact Ramtin Karbaschi



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  1. BehaviorDetection_and_MobileMarketAnalysis BehaviorDetection_and_MobileMarketAnalysis Public

    A comprehensive machine learning model featuring behavioral pattern analysis and mobile device market segmentation using statistical methods, hypothesis testing, and unsupervised learning technique…

    Jupyter Notebook 4

  2. PlateNumberDetection_and_SentimentAnalysis PlateNumberDetection_and_SentimentAnalysis Public

    A comprehensive implementation that demonstrates computer vision and NLP technologies. This project features an Automatic Number Plate Recognition (ANPR) system using YOLO-based models and a multi-…

    Jupyter Notebook 4

  3. ContentFusion-LLM ContentFusion-LLM Public

    Integrated AI Analysis Engine

    Jupyter Notebook 5

  4. enHumanizer_Bot enHumanizer_Bot Public

    Transform AI-generated text to be indistinguishable from human writing. Features text type detection (academic, business, resume, narrative), preserves original meaning, and eliminates AI patterns …

    Python 8 3

  5. Ollama_Web_Template Ollama_Web_Template Public

    A premium, modern, and highly responsive web interface for interacting with Ollama local language models. Designed with a focus on aesthetics, speed, and ease of use.

    JavaScript 3