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Ceyron (Felix Köhler) · GitHub

Overview Repositories 52 Projects Packages Stars 276
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Ceyron/README.md

Hi, I'm Felix 👋

I am a Phd student in physics-based deep learning in the group of Prof. Thuerey at Technical University of Munich, funded by the Munich Center of Machine Learning (MCML). My interests are differentiable numerical simulators, machine learning, automatic differentiation, and optimization theory.

👉 Check out my website.

📺 On my YouTube channel, I create in-depth explanatory videos on Machine Learning & Simulation.

🧑‍💻 I love coding in Python, Julia and C++. Some technologies I like to use:

JAX • Scikit-Learn • TensorFlow (Probability) • Streamlit • Flask • NumPy/SciPy/Matplotlib • Dask • The C++ Standard Library • The Eigen Linear Algebra • Library in C++ • OpenFoam • OpenMP • MPI

👉 Follow me on Twitter or LinkedIn.

💬 My favorite quote: "The best time to plant a tree was 20 years ago. The second best time is now."

💵 These are organizations I donate to regularly:

  • NumFOCUS: This Non-Profit supports many open source projects like Scikit-learn, NumPy, Scipy, Julia etc.
  • Wikipedia: Wikipedia is amazing. Where would I be without it?
  • Signal: The privacy-first alternative to WhatsApp with very little compromises.
  • OpenReview: Keeping reviews and rebuttals visible after paper releases creates trust and context.

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  1. machine-learning-and-simulation machine-learning-and-simulation Public

    All the handwritten notes 📝 and source code files 🖥️ used in my YouTube Videos on Machine Learning & Simulation (https://www.youtube.com/channel/UCh0P7KwJhuQ4vrzc3IRuw4Q)

    Jupyter Notebook 1.2k 224

  2. exponax exponax Public

    Efficient Differentiable n-d PDE Solvers in JAX.

    Jupyter Notebook 231 18

  3. scientific-python-course scientific-python-course Public

    Slides + Source Code + Data for an introductory course to NumPy, Matplotlib, SciPy, Scikit-Learn & TensorFlow Keras

    Jupyter Notebook 26 8

  4. pdequinox pdequinox Public

    Neural Emulator Architectures in JAX.

    Python 27

  5. trainax trainax Public

    Training methodologies for autoregressive neural operators/emulators in JAX.

    Python 15

  6. Tsunamis.jl Tsunamis.jl Public

    🌊 🌊 🌊 Parallel Shallow Water Equations Solver by Finite Volume Method and HLLE Riemann Solver in Julia.

    Julia 21 2

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