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NiurkaVane11/README.md

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✧ about

I'm Niurka Vanesa Yupanqui, a Software & Systems Engineering student at EPN, Quito, Ecuador, building toward an MLOps career: training models, containerizing them, and shipping the infrastructure that keeps them running in production.

My main project takes a model from notebook to a secured, CI/CD-tested API — training → containerize → serve → test → secure. I also work across the stack (frontend, graphics) when a project calls for it.

Open to: ML engineering internships · undergraduate research collaborations · open source contributions


✧ featured projects

prediccion-del-abandono-estudiantil Student dropout prediction — end-to-end ML pipeline built for the ADA Lab application. Keras neural network (AUC-ROC 0.9443 after leakage correction), served via FastAPI, containerized with Docker, tested with pytest (10 tests), CI/CD via GitHub Actions. Currently hardening security: API key auth, Pydantic validation, rate limiting.


✧ tech stack

MLOps / Deployment Docker Kubernetes MLflow GitHub Actions FastAPI

ML / Data scikit-learn Keras LightGBM Pandas

Languages Python SQL C C++ JavaScript

Cloud & Tools Azure AWS Git VS Code

Also into: Frontend & Graphics React Next.js Three.js GSAP OpenGL


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  1. neuroviz3d-web neuroviz3d-web Public

    C

  2. prediccion-del-abandono-estudiantil prediccion-del-abandono-estudiantil Public

    Modelo de aprendizaje automático para predecir la deserción estudiantil utilizando análisis exploratorio de datos (EDA) y algoritmos de clasificación.

    Jupyter Notebook