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Achievement: Pull SharkAchievement: Quickdraw

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Jaromek/README.md

Hi there 👋

I'm Kuba, a machine learning and artificial intelligence enthusiast with a strong focus on data science and data visualization.
I love exploring the depths of data, building models, and transforming raw information into actionable insights.

Currently, I am expanding my skills in advanced data processing, signal analysis, and AI development, with hands-on experience in Python, PyTorch, modern ML workflows, Rust and C++.

Feel free to explore my repositories — here you'll find projects related to machine learning, data augmentation, AI experimentation and signal processing.

🔬 I'm currently working on:

🌌 QGravTunneling – Quantum Tunneling in Curved Spacetime

  • Numerical simulation of quantum tunneling near black hole event horizons using the Schrödinger equation and Schwarzschild metric.
  • Hybrid architecture: fast ODE solvers in Rust (via pyo3), integrated with Python for visualization and analysis.
  • Generates synthetic "Hawking-like" emission signals for further signal processing and ML experimentation (e.g. PSD, spectrograms).

☄️ EinsteinPINN – General Relativity Field Solver — Done! – Results soon

Application of Physics-Informed Neural Networks (PINNs) for the mesh-free solution of the nonlinear Einstein Field Equations.

  • Leverages automatic differentiation (PyTorch/JAX) to compute curvature tensors, embedding physical laws directly into the neural network loss function.
  • Enables efficient simulation of spacetime metrics (e.g. Schwarzschild, Kerr) and solving inverse problems in GR with reduced computational cost compared to classical numerical relativity.

🌐 Socials:

LinkedIn Reddit Stack Overflow

💻 Tech Stack:

C++ LaTeX Python Rust Cloudflare Django Postgres NumPy Pandas PyTorch scikit-learn Scipy Matplotlib Git

📊 GitHub Stats:



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  1. liveTonationClassification liveTonationClassification Public

    A real-time system for detecting the musical key from live audio input. Useful for music analysis, live performances, and interactive audio applications.

    Python 1

  2. playingCardRecognition playingCardRecognition Public

    A deep learning project for playing card recognition using Convolutional Neural Networks (CNNs) in PyTorch. The project enables training, testing, and evaluation of models that classify playing car…

    Jupyter Notebook 1

  3. scienceResearchAgent scienceResearchAgent Public

    Research Agent 🔬 AI-powered scientific research assistant that automatically retrieves and analyzes relevant academic papers to answer your questions.

    HTML 2

  4. SVMDecisionTree SVMDecisionTree Public

    A hybrid ML classification pipeline combining Random Forest and SVM for confidence-based handling of non-linear data.

    Jupyter Notebook