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elliheyes/README.md

👋 Hi, I'm Elli Heyes

🎓 I'm currently a Schmidt Sciences AI in Science Fellow at Imperial College London.
My work applies machine learning and data science techniques to study structures in mathematics and theoretical physics.

🔎 Research Interests

  • Geometric Machine Learning
  • Flow-based Generative Models
  • Bayesian Inference
  • Calabi–Yau and G₂ Manifolds
  • String Theory

🔬 Selected Projects

Generating Calabi–Yau Manifolds

We generate Calabi–Yau manifolds via the toric construction using a genetic algorithm.

Learning G₂ Geometry

We predict topological invariants of contact Calabi–Yau link G₂ manifolds.

📫 Get in touch:
Email • Google Scholar • LinkedIn

Popular repositories Loading

  1. Polytope-Generation Polytope-Generation Public

    Genetic algorithm for generating reflexive polytopes.

    C 3

  2. MLBraneWebs MLBraneWebs Public

    Identifying equivalent brane webs using a Siamese Neural Network.

    Mathematica 1

  3. Triangulation-Generation Triangulation-Generation Public

    Deep Q-learning reinforcement learning model to generate fine regular star triangulations of reflexive polytopes.

    Jupyter Notebook

  4. elliheyes elliheyes Public