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m-peker/README.md

Hi, I'm Musa — AI systems builder, not just researcher. 👋

I turn deep learning research into production systems: edge inference at 500+ cameras, biometric payments in live retail, privacy-first RAG without cloud dependency. Currently Head of AI & Deputy R&D Manager at a large-scale enterprise.

🔭 Currently working on

  • Pushing inference further on constrained hardware — quantization, pruning, TensorRT pipelines
  • Expanding my offline Enterprise RAG stack (Haystack + Weaviate + local LLMs) with multi-modal capabilities
  • Kaggle: competitive ML in audio, NLP, and behavioral analytics

🌱 Currently exploring

  • LangGraph-based multi-agent architectures for enterprise workflows
  • Advanced ANNS indexing strategies on vector databases (Milvus, Weaviate)
  • TinyML deployment patterns for Jetson-class edge devices

🏆 Recent highlights

Year Achievement
2026 🥈 Silver Medal – BirdCLEF+ (Top 1.4%, Solo, 4,084 teams)
2026 🥈 Silver Medal – Deep Past Akkadian Translation (Top 2%, Solo, 2,673 teams)
2025 🥉 Bronze Medal – MABe Animal Behavior Recognition (Top 7%, Solo)
2020–2023 📌 Stanford World's Top 2% Scientists (4 consecutive years)

🛠️ Core stack

Vision       →  PyTorch · OpenCV · TensorRT · ONNX · NVIDIA Jetson
NLP / GenAI  →  Hugging Face Transformers · Haystack · LangGraph · Local LLMs
Vector DB    →  Weaviate · Milvus · OpenSearch
MLOps        →  Docker · FastAPI · MLflow · MinIO · Git
Cloud        →  AWS (SageMaker, EC2) · Linux

👯 Open to collaborate on

  • Edge AI / TinyML optimization challenges
  • Privacy-preserving ML systems (on-prem RAG, federated learning ideas)
  • Kaggle competitions in CV, NLP, or time-series domains

💬 Ask me about

  • Getting production-grade inference out of limited hardware
  • Building RAG systems that never touch an external API
  • Going from SOTA paper → filed patent → live product

📫 Reach me

"The gap between a research result and a deployed product is where most of the real engineering happens."

Pinned Loading

  1. local-graphrag-assistant local-graphrag-assistant Public

    A local multilingual GraphRAG assistant built with LangGraph, Ollama, and Chainlit.

    Python

  2. agentic-finance-assistant agentic-finance-assistant Public

    Multi-agent Text-to-SQL chatbot for personal finance analysis — powered by LangGraph, GPT-4o-mini, and Chainlit.

    Python

  3. mcp-langgraph-tr-demo mcp-langgraph-tr-demo Public

    Python

  4. CNN-with-different-kernel-size-for-sentence-classification CNN-with-different-kernel-size-for-sentence-classification Public

    Convolutional Neural Network (CNN) with different kernel size for sentence classification

    Jupyter Notebook 3 1

  5. Sign-Language-Recognition-from-Hand-Gestures-using-Capsule-Networks Sign-Language-Recognition-from-Hand-Gestures-using-Capsule-Networks Public

    Sign Language Recognition from Hand Gestures using Capsule Networks

    Jupyter Notebook 6 3

  6. Detection-of-Parkinson-s-disease-with-the-images-of-Spiral-Wave-using-fast.ai Detection-of-Parkinson-s-disease-with-the-images-of-Spiral-Wave-using-fast.ai Public

    The diagnosis of Parkinson's disease in hand-drawn images of spirals and waves with fast.ai and deep learning techniques.

    Jupyter Notebook 6 7