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kubosis/README.md

👋 Hi, I'm Jakub

Typing SVG

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ai

About Me

I'm Jakub Sukdol, a Computer Science Master's student at CTU FEE, specializing in Data Science and AI/ML. I bridge the gap between academic research and production-grade engineering, leveraging over 3 years of industry experience to build robust data solutions.

Education Currently pursuing a Master's degree in Computer Science, researching Graph Neural Networks.
Focus Specializing in Deep Learning, Scalable ML, LLMs, and Production AI pipelines.
Philosophy Big fan of Open Source collaboration and Modern Terminal workflows (TUI Tools, yazi, bat, ...).

Industry Experience (3+ Years)

Timeline Role Company Focus
Current AI/ML Engineer (Contract) Generali Enterprise AI/ML solutions, Data Engineering, MLOps
Current LLM/AI Consultant (Contract) DevBalance LLM integration, RAG architectures, Consulting
2 Years Software/ML Engineer Bosch Data Engineering, Visualization

My Technical Stack

Category Technologies
Tools & Environment Linux Windows WSL2 Bash PowerShell
Languages Python C C++ TCP/IP
Data Engineering Pandas NumPy PostgreSQL MongoDB Neo4j Oracle SQL
Visualization Matplotlib Seaborn PyQt
ML / Data Science PyTorch PyG SciPy scikit-learn XGBoost Optuna
ML & LLM Engineering Hugging Face LangChain ChromaDB Qdrant Tesseract MCP
Software Eng OOP Async REST Swagger Graph API ELK
Backend (Python) FastAPI Uvicorn SQLAlchemy Alembic
MLOps / DevOps Docker Git GitHub Actions Jenkins MLflow Azure AI
Misc Ruff uv Makefile Pre-commit SSH

Key Personal / School Projects

Project Stack Description
torch-rating
torch-rating
Python Package: Seamless integration of statistical rating systems into Graph Neural Networks. Full GNN implementation here.
PwnDépôt
PwnDépôt
Infrastructure: Secure CTF challenge hosting server with predefined tasks and CI/CD pipeline. Built with FastAPI backend, React + TailwindCSS frontend, and Dockerized environment.
MLP_VIZ Visualizer: Interactive visualization of MLP neural network layers and weights. Supports PyTorch models with a PyQt5 UI.
HyperTune Optimizer: Automatic and configurable PyTorch deep learning model optimizer developed for NPFL138 Deep Learning course.

📊 GitHub Stats

General Stats Top Languages Streak
stats langs streak

Pinned Loading

  1. torch-rating torch-rating Public

    Seamless integration of sport rating systems into graph neural networks in the PyTorch environment

    Python 4 1

  2. Fractal_observer Fractal_observer Public

    C 1

  3. MLP_VIZ MLP_VIZ Public

    Model-Dataset agnostic visualization tool to visualize passes through mlp classifier head

    Python 1

  4. java-hexagonal-grid-simulation java-hexagonal-grid-simulation Public

    Java