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goldteaa/README.md

🎓 Bachelor's in Computer Science 🎓 Master's in Data Science & Business Analytics 📍 UNYT

I’m passionate about building machine learning models, data-driven solutions, and AI applications. My work focuses on predictive modeling, data analysis, and applied machine learning using Python, R, and SQL.

🚀 Featured Projects

🧠 Heart Disease Prediction (Machine Learning)

Machine learning pipeline predicting heart disease using clinical data. Includes data preprocessing, feature engineering, model training, and evaluation.

🔗 https://github.com/goldteaa/heart-disease-prediction-ml

📈 Donor Retention Prediction

Predictive modeling project that forecasts whether donors will donate again. Includes feature engineering (RFM), multiple models, and AUC evaluation.

🔗 https://github.com/goldteaa/donor-retention-prediction

😊 Emotion Detection using CNN

Deep learning project that detects human emotions from facial images using Convolutional Neural Networks.

🔗 https://github.com/goldteaa/emotion-detection-cnn

🎨 Face Sketch → Photo Generation (Pix2Pix GAN)

Deep learning project using Pix2Pix GAN to generate realistic face photos from sketches.

🔗 https://github.com/goldteaa/pix2pix-face-sketch-to-photo

🗄 AVIACO Database System

Relational database design project including ER diagrams, schema design, and SQL queries.

🔗 https://github.com/goldteaa/aviaco-database-system

🖥 Student Record Management System

Object-oriented Python application for managing student records.

🔗 https://github.com/goldteaa/student-record-management-system

🛠 Tech Stack

Languages

  • Python
  • R
  • SQL

Data Science & ML

  • Pandas
  • NumPy
  • Scikit-learn
  • TensorFlow / Keras

Data Visualization

  • Matplotlib
  • Seaborn

Tools

  • Jupyter Notebook
  • Git / GitHub
  • SPSS

📊 Areas of Interest

• Machine Learning • Predictive Modeling • Data Science • Artificial Intelligence • Data Analysis

Pinned Loading

  1. pix2pix-face-sketch-to-photo pix2pix-face-sketch-to-photo Public

    Sketch-to-photo synthesis using a Pix2Pix GAN trained on the CUFS face sketch dataset.

    Jupyter Notebook

  2. emotion-detection-cnn emotion-detection-cnn Public

    Real-time facial emotion detection using CNN, Keras, and OpenCV

    Jupyter Notebook

  3. heart-disease-prediction-ml heart-disease-prediction-ml Public

    Machine learning pipeline for predicting heart disease using Logistic Regression and Random Forest with Python, Pandas, and Scikit-learn.

    Jupyter Notebook

  4. donor-retention-prediction donor-retention-prediction Public

    R machine learning project predicting donor retention using logistic regression, trees, random forest, and XGBoost

    HTML

  5. aviaco-database-system aviaco-database-system Public

    Relational database and data warehouse system for an aircraft charter company built with MySQL, including ER modeling, SQL queries, and analytics.

  6. student-record-management-system student-record-management-system Public

    Python project for managing student records using modular OOP structure, CSV input, JSON export, and tests.

    Python