Building & Breaking Things
Featured Projects
Portfolio Optimization Engine
Quantitative investment analysis and strategy optimization
- Enhanced a $1M portfolio using advanced analytics and machine learning
- Improved risk-adjusted returns by 10% through Monte Carlo simulations
- Increased Sharpe ratio from 1.2 to 1.5 using ensemble ML models
Technologies Used:
Python
Monte Carlo
Risk Parity
SLSQP
Linear Regression
Random Forest
Neural Networks
Impact:
Boosted strategy performance by 12% through integrated market sentiment analysis and financial data optimization.
GPT-3 Financial Analyst
AI-powered market analysis and forecasting
- Built financial analysis tool using GPT-3 and real-time market data
- Improved prediction accuracy by 15% through advanced fine-tuning
- Created interactive web interface for real-time insights
Technologies Used:
Python
OpenAI GPT-3
Yahoo Finance API
Streamlit
HTML/CSS
Why it matters:
Demonstrates the potential of combining AI with financial data to make market analysis more accessible and intuitive for users.
AI Personal Finance Manager
Smart budgeting and expense prediction
- Developed AI-driven financial management system
- Achieved 20% improvement in user saving rates in testing
- Implemented secure banking API integration
- Built predictive spending model with 85% accuracy
Technologies Used:
Python
Flask
TensorFlow
LSTM Neural Networks
OAuth 2.0
AES Encryption
Why it matters:
Explores how AI can be leveraged to help individuals make better financial decisions through personalized recommendations.