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Achievement: StarstruckAchievement: Pull SharkAchievement: Arctic Code Vault Contributor

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Achievement: StarstruckAchievement: Pull SharkAchievement: Arctic Code Vault Contributor

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zjwilliams20/README.md

Howdy, I'm @zjwilliams20!

Current Interests

  • RFML domain generalization and representation learning
  • Generalizable deep learning
  • Wireless sensing
  • SDR and wideband RF systems
  • Physics-informed inductive biases for ML

Commonly Used Tools

  • PyTorch
  • scikit-learn
  • NumPy/SciPy
  • mlflow
  • GNUradio
  • MATLAB

Engineering Philosophy

The two main camps I've observed in the RF-sensing world are the model-heavy, classical statistical signal processing folks and the data-heavy deep learning folks. My research interests sit somewhere in the middle: using domain expertise and physics-informed inductive biases without giving up the functional expressivity of modern deep learning.

newplot (3) newplot (2)

Featured Projects

  • modrec-zoo Modulation-Recognition Zoo
  • dpqilr Distributed Potential Iterative-Linear-Quadratic-Regulator (from UIUC graduate work)

Pinned Loading

  1. labicon/dp-ilqr labicon/dp-ilqr Public

    Algorithm Implementation of Distributed Potential iterative Linear Quadratic Regulator

    Python 34 12

  2. modrec-zoo modrec-zoo Public

    Playground for modulation recognition problem on synthetic data with various feature-based and deep learning approaches

    Python