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sascha-kirch/README.md

Hi, I'm Sascha πŸ‘‹

Python PyTorch TensorFlow CUDA C++ Docker Deep Learning Computer Vision 3D Reconstruction 3D Gaussian Splatting Multi-Modal Fusion Diffusion Models State Space Models

Multi-sensor fusion, 3D reconstruction, and generative AI β€” from research papers to production systems.

Projects

Published Research

  • πŸ”‹ SambaMixer - State space models (Mamba) for Li-ion battery health prediction
  • 🌈 RGB-D-Fusion - Image-conditioned depth diffusion for humanoid subjects
  • 🎨 VoloGAN - Adversarial domain adaptation for synthetic depth data

Tools & Frameworks

  • ✨ splaty - Educational 3D Gaussian Splatting renderer in pure Python/PyTorch
  • πŸ§ͺ DeepSaki - TensorFlow/Keras add-on with custom layers, losses, and hardware connectivity
  • πŸ—’οΈ ML_Notebooks - Machine learning experiments and explorations

Dev Environment

  • βš™οΈ dotfiles - Personal dotfiles and utilities (Neovim, tmux, shell configs)
  • πŸ”§ linux-forgeup - Lightweight setup and bootstrap tool for Debian/Ubuntu-based systems

Hardware & Embedded Projects (From the old days)

  • 🌦️ MeteoPi - ESP32-based weather station with database and web interface
  • 🌱 AquaPi - Raspberry Pi + Arduino plant watering system with database and web interface
  • πŸ“‘ Communication_Modulation - Interactive exploration of QAM, PSK, ASK, and BPSK modulation techniques
  • πŸ”Ž Bit_Error_Tester - FPGA-based bit error rate tester with PRBS generator

GitHub Activity

GitHub Contribution Graph

Featured Blog Series

Tip

For friend links to all my articles, check out my website's blog collection.

Connect

LinkedIn Medium Portfolio GitHub


What I'm Doing

  • Building autonomous driving perception - Multi-sensor fusion systems at Bosch
  • Finishing a PhD - Multi-modal generative deep learning
  • Collaborating on research - Universidad PolitΓ©cnica de Madrid on 3D reconstruction and novel view synthesis and Volograms
  • Writing technical deep-dives - 25+ articles on attention mechanisms, state space models, and foundation architectures
  • Active in IEEE - Former IEEE-HKN Nu Alpha president in Spain, growing the community
  • Hardware background - FPGA and radar electronics experience shapes how I optimize models for real-world deployment

Pinned Loading

  1. splaty splaty Public

    Educational 3D Gaussian Splatting renderer in pure Python/PyTorch. Deliberately slow and explicit for learning. Official repo for Medium blog series.

    Python 14 3

  2. rgb-d-fusion rgb-d-fusion Public

    Official implementation of the paper "RGB-D-Fusion: Image Conditioned Depth Diffusion of Humanoid Subjects"

    Python 9 3

  3. linux-forgeup linux-forgeup Public

    Forge-Up is a lightweight setup and bootstrap tool for Debian/Ubuntu-based systems.

    Shell 2

  4. samba-mixer samba-mixer Public

    Official implementation of the paper "SambaMixer: State of Health Prediction of Li-ion Batteries using Mamba State Space Models"

    Python 26 2

  5. ML_Notebooks ML_Notebooks Public

    Collection of machine learning related notebooks to share.

    Jupyter Notebook 19

  6. VoloGAN VoloGAN Public

    Official code for the paper "VoloGAN: Adversarial Domain Adaptation for Synthetic Depth Data"

    Jupyter Notebook 2 1