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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.

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