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  • Tarbiat Modares University
  • Edinburgh

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FatemehRabie/README.md

Hi there, I'm Fatemeh Rabie! 👋

Applied Mathematician | AI & Deep Reinforcement Learning Researcher | Data Scientist

I am a Ph.D. candidate in Applied Mathematics transitioning into Data Science and Scientific Machine Learning (SciML). My research focuses on bridging classical Operations Research with modern Artificial Intelligence to solve complex optimal control problems, specifically in healthcare and computational oncology.

🔬 Research Focus & Interests

  • Deep Reinforcement Learning (DRL): PPO, SAC, TRPO, TD3, A2C
  • Mathematical Modeling: ODEs, PDEs, SPDEs, Optimal Control Theory
  • Scientific Machine Learning (SciML): DeepONets, Physics-Informed Neural Networks
  • Healthcare Data Science: Personalized Medicine, Combination Cancer Therapy

💻 Tech Stack

  • Languages: Python, C, LaTeX
  • AI/ML & Data: PyTorch, Stable-Baselines3, SciPy, NumPy, Pandas, Matplotlib
  • Optimization: AIMMS, MATLAB, LINGO

📫 Let's Connect

Popular repositories Loading

  1. python_class python_class Public

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  2. chemotherapy chemotherapy Public

    The repository can re-generate the learning curves, wall-clock times and policy heat-maps reported in the article: "Physics-guided deep reinforcement learning for personalized PDE control in cancer…

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  3. ChemoViro-DRL-Control ChemoViro-DRL-Control Public

    Official implementation of "Optimal Control of a Virotherapy-Chemotherapy Combination Model via Deep Reinforcement Learning". A framework comparing DRL agents (PPO, TRPO, SAC, TD3) against classica…

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  4. FatemehRabie FatemehRabie Public