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redradman/README.md

Hi! I am Radman 👋

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I am Master's student in UBC. I did my Bachelor's of Science degree, also at UBC, with a combined major of Computer Science in Biology. Currently, my research is focused on teaching humanoid robots to walk robustly using reinforcement learning. Previously, my research was focused on drug discovery using machine learning and advacned simulations.

  • 🧬 Built agent-based disease models with reinforcement learning to simulate outbreaks and interventions with a focused on reward enginnering. Coming Soon, under review
  • 🧠 Ran 80B+ simulations on UBC’s supercomuter cluster to use monte carlo simulations as means of finding stable confirmations in protein structure in adversial environments.
  • 🔗 Recently, working on hierarchical reinforcement learning with a low level locomotion policy and a high level planner.
  • 🚀 Passionate about Reinforcement Learning (RL) and Diffusion Models.

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  1. ContagionRLContagionRLPublic

    ContagionRL: A Gymnasium-compatible RL platform for systematic reward engineering in spatial SIRS+D epidemic simulations with configurable environments and multiple baselines.

    Python

  2. MujocoPoseLearningMujocoPoseLearningPublic

    🤖 Teaching a robot standing and kneeling with Reinforcement learning via physics simulation engine 🏃

    Python

  3. MonteCarloProteinEnhancerMonteCarloProteinEnhancerPublic

    Improving protein stability via Monte Carlo (MC) simulations by changing the side chain angles via PyRosetta and Python

    Python

  4. OneAAatATimeOneAAatATimePublic

    🧫 Computational Exploration of Impact of Single Amino acid mutation on protein stability and functionality 🧬

    Jupyter Notebook

  5. Autonomous-lunar-landingAutonomous-lunar-landingPublic

    🛸 Training an AI (from scratch) to land spacecraft autonomously with Deep Q-Networks 🎮

    Python

  6. zenstartzenstartPublic

    A beautiful, privacy-focused new tab browser extension with smart bookmark management, customizable themes, and unified search built with Svelte.

    Svelte