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SofiaTejada-ai/README.md

Hi, I’m Sofia

I build practical AI/ML projects with a focus on cybersecurity, trustworthy systems, and applied data science.

Currently building

  • ScholarViz: citation-backed learning with diagrams and interactive security labs
  • ML projects: instance segmentation for autonomous driving, supervised modeling work

Featured projects

  • ScholarVizCybersecurity: trustworthy Retrieval-Augmented Generation and learning workflows
  • Radius_Star_Research: neutron star modeling and visualization tool
  • Wildfire Guard: NASA FIRMS VIIRS ingest and Fire Radiative Power modeling and mapping
  • Datathon-2025-v2: loan disbursement prediction (award-winning supervised model)

Tech

Python, PyTorch, scikit-learn, XGBoost, FastAPI, SQL, Git, Docker basics

Links

Pinned Loading

  1. Datathon01 Datathon01 Public

    Our team built a supervised learning model to predict average loan distribution using XGBoost with Randomized Search for optimization. With strong feature engineering and model tuning, we achieved …

    Jupyter Notebook 1

  2. wildfire-guard wildfire-guard Public

    Personal model that predict next‑week wildfire risk in California census tracts and serve an interactive dashboard for city planners.

    Jupyter Notebook 1

  3. LatitudeAI_Instance_Segmentation LatitudeAI_Instance_Segmentation Public

    Developed an instance segmentation pipeline using Mask R-CNN to identify and outline objects (cars, bicycles, pedestrians) in autonomous driving scenes.

    Jupyter Notebook 1

  4. tabular-ml-mlflow-fastapi tabular-ml-mlflow-fastapi Public

    End-to-end tabular ML demo: LightGBM and Optuna tuning and MLflow tracking and SHAP explainability, served via FastAPI (with Streamlit UI).

    Python

  5. MovieGoer MovieGoer Public

    Movie recommendation system

    Python 1

  6. ChessMatch ChessMatch Public

    Players play chess against each other

    C#