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junietoc/README.md

Juliana Nieto Cárdenas 👩‍💻

Welcome to my GitHub! I’m a Computer Science senior at Universidad Nacional de Colombia (GPA 4.3/5.0), graduating November 2025. I’m passionate about applying AI and privacy techniques to real‑world problems, from education technology to differential privacy, with hands‑on experience in full‑stack and research projects.


🔭 Current Research & Projects

  • Owlgorithm: A Python + Flask web app powered by GPT‑4o that guides Competitive Programming students through self‑explanation and reflection.
  • Graph‑Neural‑GNN: Exploring oversquashing in Graph Neural Networks via Jacobian analysis and Cayley Graph Propagation on the CLRS benchmark.
  • Differential Privacy: Implemented user‑level privacy constraints in statistical inference algorithms.

💼 Experience

  • Research Intern @ Purdue University
    August 2024 – February 2025
    • Built a GenAI‑driven tutoring app (GPT‑4o) for Competitive Programming education using advanced prompt engineering.
  • Software Engineer Intern @ Twilio
    June 2024 – August 2024
    • Developed a Spring Boot service for global phone‑number geolocation across 10 + countries.
  • Full‑Stack Engineer @ Universidad Nacional de Colombia
    April 2021 – July 2021
    • Created a Flask app integrating citation–database APIs to automate research‑paper metadata collection.

📂 Notable Repositories

Repository Description
oversquashing‑measured‑by‑jacobian Research code analyzing GNN oversquashing via Jacobians
Statistical‑inference‑with‑user‑level‑privacy‑constraints Differential‑privacy experiments in Python/Jupyter
Secret Safe Desktop cryptography app (RSA, ElGamal, AES)
COVID in Colombia Data‑analysis of 6M+ COVID cases using PostgreSQL & scikit‑learn
best‑stocks Vue.js equity‑tracking dashboard

…and more! Check out my profile for all repositories.


🛠️ Skills & Tools

  • Languages: Python • C++ • SQL • Java
  • Frameworks & Libraries: Flask • Spring Boot • Django • LangChain • GPT‑4o
  • Dev & Data: Git • GitHub • Docker • Redis • PostgreSQL • scikit‑learn

📫 Connect


Thank you for visiting!
Feel free to explore my work and reach out if you’d like to collaborate.

Pinned Loading

  1. yabasic yabasic Public

    Este repositorio contiene el proyecto final para la clase de Compiladores 2022-II realizado por Santiago Tovar Mosquera Juliana Alejandra Nieto Cárdenas

    Python 1

  2. COVIDenColombia COVIDenColombia Public

    Proyecto para la clase de Analisis de Bases de Datos 2022-II

    Jupyter Notebook

  3. dataviz-miniprojects dataviz-miniprojects Public

    Este repositorio contiene una colección de pequeños pero útiles proyectos de visualización de datos.

    Jupyter Notebook

  4. TransmiPortal TransmiPortal Public

    Simulador de tráfico para el Portal 80 de Transmilenio

    Processing

  5. EstevanGN/SecretSafe EstevanGN/SecretSafe Public

    Python

  6. tick_tick_boom tick_tick_boom Public

    HTML