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Mandy8808/README.md

Hi there

I’m a Computational Physicist passionate about solving complex problems through mathematics, numerical methods, scientific computing, and data-driven approaches.

My work sits at the intersection of Computational Physics, Scientific Computing, Machine Learning, and Quantitative Modeling.

What I do:

Develop numerical methods for complex physical systems:

  • Build scientific computing tools and numerical solvers.

  • Apply machine learning and statistical methods to scientific problems.

  • Explore AI techniques for modeling, prediction, and discovery.

  • Interested in quantitative research and computational finance.

I enjoy combining mathematics, computation, and data-driven approaches to understand and model complex systems.

Technical stack: Programming Languages/Scientific Computing & HPC/Machine Learning & Data Science/Development Tools


Research Interests

  • Machine Learning
  • Artificial Intelligence
  • Scientific Machine Learning
  • Data Science
  • Quantitative Research
  • Scientific Software Engineering
  • High Performance Computing
  • Computational Finance
  • Numerical Methods
  • Computational Physics

Current Focus

  • Machine Learning for scientific applications
  • Physics-informed machine learning
  • AI for computational modeling
  • Statistical learning and predictive analytics
  • Quantitative methods for complex systems
  • Large-scale numerical simulations

Featured Projects

  • Scientific computing tools and numerical solvers

  • Machine Learning and Data Science projects

  • Spectral methods for Schrödinger-Poisson systems

  • Numerical simulations in gravitational physics

Currently Learning

  • Deep Learning
  • Large Language Models
  • MLOps
  • Advanced Statistical Learning
  • Modern ML Pipelines
  • Scientific AI

Connect with me:

LinkedIn, Inspirehep, Email: available upon request

"Using mathematics, computation, and AI to understand and model complex systems."

Pinned Loading

  1. LSST-Mexico-Project-Vera-Rubin LSST-Mexico-Project-Vera-Rubin Public

    Image Quality Characterization of the LSST at the Vera C. Rubin Observatory

    Python 1

  2. Numerical-Method-Lectures Numerical-Method-Lectures Public

    Introductory Course on Numerical Methods

    Wolfram Language 5

  3. schrodinger-poisson-suite schrodinger-poisson-suite Public

    Linear Stability Code for Schrödinger-Poisson/Gross-Pitaevskii-Poisson

    Jupyter Notebook

  4. gr-compact-object-toolkit-lectures gr-compact-object-toolkit-lectures Public

    Gravitation, Numerical Methods, and Python

    Jupyter Notebook 1

  5. Euskera Euskera Public

    Euskera is a numerical time-evolution code for the Schrödinger-Poisson/Gross-Pitaevskii-Poisson system.

    Python

  6. Pandas_for_Data_Science Pandas_for_Data_Science Public

    Jupyter Notebook