My Projects
iOS Applications — Swift & SwiftUI
Built iOS applications as part of Apple’s Swift Development program. Applied UI/UX best practices, MVC design patterns, data persistence, and networking concepts. Developed responsive mobile interfaces using SwiftUI and Xcode while strengthening software development and debugging skills.
Technologies: Swift, SwiftUI, Xcode
Investment Analytics Models — Greenwood Project
Gathered and documented stakeholder requirements to guide investment analytics models built in Excel and Python. Automated data collection processes, developed visualizations to support forecasting, and presented data-driven insights to stakeholders. Focused on transforming complex data into actionable business recommendations.
Technologies: Python, Excel, Jupyter Notebook, Power BI
Trading Strategy Simulator — Greenwood Project
Designed and simulated trading strategies using Python and Jupyter Notebook. Collaborated with financial institutions to translate business requirements into technical solutions and participated in testing and validation activities to ensure model accuracy and reliability.
Technologies: Python, Jupyter Notebook
Natural Language Processing & Text Classification
Developed machine learning models to classify and analyze text data as part of Computer Science and Linguistics coursework. Applied natural language processing techniques, feature engineering, model evaluation, and error analysis to better understand how machine learning systems interpret language. Evaluated model performance and documented limitations, misclassifications, and opportunities for improvement.
Technologies: Python, pandas, scikit-learn, Jupyter Notebook, Natural Language Processing (NLP)
AI Evaluation & Text Classification Analysis
Analyzed machine learning classification results and evaluated model performance using accuracy, precision, recall, F1-score, and confidence thresholds. Investigated failure cases, identified sources of model error, and explored strategies for improving reliability through human review and evaluation frameworks. This project strengthened my understanding of responsible AI development, model validation, and decision-making processes.
Technologies: Python, Machine Learning, scikit-learn, Data Analysis, AI Evaluation