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paulffm/README.md

Hi 👋, I'm Paul Heller

About Me


  • 🎓 I have a masters's degree in Electrical Engineering and Information Technology from Technical University Darmstadt
  • 🔭 I’m currently working on diffusion models for generating discrete data at Self-Organizing Systems Lab - Technical University Darmstadt
  • 👨‍💻 All of my projects are available at https://github.com/paulffm
  • 🤝🏻 I’m looking to collaborate on various generative AI projects

Languages and Tools


Python Matlab java cplusplus pytorch tensorflow pandas scikit_learn seaborn numpy matplotlib plotly json mysql postgresql docker mongodb latex Linux jupyter Vscode jira bitbucket

Interests


  • Time Series Analysis
  • Image Processing
  • Deep Learning
  • Machine Learning
  • Reinforcement Learning
  • Natural Language Processing
  • Pattern Recognition
  • Computer Vision

Connect with me:


LinkedIn

Pinned Loading

  1. Image-Generation-with-Vision-Transformers-and-Diffusion-Models-in-Discrete-State-Spaces Image-Generation-with-Vision-Transformers-and-Diffusion-Models-in-Discrete-State-Spaces Public

    Implementation of Vision Transformer architectures for image generation in discrete pixel space using diffusion models

    Python 1

  2. Continuous-Time-Diffusion-Models-for-Discrete-Data Continuous-Time-Diffusion-Models-for-Discrete-Data Public

    Unofficial PyTorch implementations and extensions of the paper "A Continuous Time Framework for Discrete Denoising Models" by A. Campbell et al. and of the paper "Score-Based Continuous-Time Discre…

    Jupyter Notebook 5 2

  3. SP500-AI-Trading-Bot-Simulation SP500-AI-Trading-Bot-Simulation Public

    Simulated automated trading system for optimizing investments in the S&P 500, hosted on the Google Cloud Platform with frontend access

    Jupyter Notebook 1

  4. Discrete-Time-Diffusion-Models-for-Continuous-Data Discrete-Time-Diffusion-Models-for-Continuous-Data Public

    Unofficial PyTorch reimplementations of the papers Denoising Diffusion Probabilistic Models by J. Ho et al. and Improved Denoising Diffusion Probabilistic Models by A. Nichol et al., both with Clas…

    Python 1

  5. Discrete-Time-Diffusion-Models-for-Discrete-Data Discrete-Time-Diffusion-Models-for-Discrete-Data Public

    Unofficial PyTorch reimplementations of the papers Structured Denoising Diffusion Models in Discrete State-Spaces by J. Austin et al. and Argmax Flows and Multinomial Diffusion: Learning Categorica…

    Python 3

  6. Finite-Element-Modeling-and-Simulation-of-Multiconductor-Transmission-Line-Problems Finite-Element-Modeling-and-Simulation-of-Multiconductor-Transmission-Line-Problems Public

    Implementation of Finite-Element-Modeling techniques to simulate multi transmission line problems

    Python 1