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luimagane22/README.md

Hi there! I'm Luisa 👋


🌸 About me

Hi! I'm Luisa Magaña — a mathematician, programmer, industrial engineer, and lifelong learner who genuinely believes that mathematics and technology can improve people's lives.

I hold a B.S. in Mathematical Computing (Universidad de Guanajuato / CIMAT, 2026) and a B.S. in Industrial Engineering focused on logistics and process optimization (UVEG, 2025). I spent the last year as a Research Assistant at CIMAT under an SNI Level III researcher, where I built an epidemiological surveillance system for chronic diseases across 46 municipalities in Guanajuato — delivered as both my thesis and a functional tool for health authorities. Before that, I reduced process losses by 36% in a clinical lab and 15% in food manufacturing, which taught me that good math has to land somewhere real.

What excites me most is the intersection between rigorous mathematics and real-world impact: optimization, metaheuristics, data science, scientific computing, and machine learning applied to problems that actually matter. My favorite question is always "how can we do this better?"

Beyond tech, I'm a science outreach educator at CIMAT and a member of Tecnolochicas — because more girls belong in tech 💪🏽 I also speak Spanish (native), English, French, and Mexican Sign Language 🤟

Outside of code: 🏃‍♀️ running · 💃 dancing whenever there's music (or not) · 🎵 always mid-playlist · 📚 reading things that spark new ideas

I believe knowledge becomes more meaningful when it's shared, and technology becomes more powerful when it serves people. Welcome to my corner of GitHub ✨

📫 luisamagane2203@gmail.com · 📸 @lui_me22


🛠️ Languages & Tools I use

Python R C++ OpenMP Linux Git GitHub pandas Plotly scikit-learn PyTorch NumPy Streamlit SQL


✋ Languages & Tools I'm learning

Docker OR-Tools Ruby JavaScript

Pinned Loading

  1. adabelief-numpy adabelief-numpy Public

    AdaBelief optimizer implemented from scratch in NumPy — benchmarked against Adam and SGD on 3 real datasets

    Jupyter Notebook

  2. ecnt-guanajuato ecnt-guanajuato Public

    Epidemiological surveillance dashboard for chronic diseases across 46 municipalities in Guanajuato, Mexico

    Python

  3. university-timetabling-cpp university-timetabling-cpp Public

    C++ solver for university course timetabling using Hill Climbing, Iterated Local Search, and Memetic Algorithm

    Python

  4. water-allocation-game-theory water-allocation-game-theory Public

    Fair water resource allocation using game theory — three methods with environmental impact comparison

    Python

  5. cuckoo-search-openmp cuckoo-search-openmp Public

    Parallel Cuckoo Search metaheuristic with OpenMP — speedup analysis and fuel cell parameter estimation

    C++

  6. evolutionary-computing evolutionary-computing Public

    Differential Evolution with constraint handling, probabilistic graphical models (MIMIC, Chow-Liu), and Gaussian KL divergence

    Jupyter Notebook