Video-Only Lip Reading
Tech: MediaPipe • TensorFlow • Keras
Trained a specialized ML model on 3,000 datasets by aligning transcripts to frames and generating landmark sequences.
Projects
Automated Key Rotation
Tech: AWS (KMS, S3, Lambda) • Python
Eliminated manual re-encryption by orchestrating daily EventBridge-to-Lambda rotations, reducing stale-key exposure.
Feature Flag & Remote Config
Tech: OpenAPI • FastAPI • Python • PostgreSQL
Built a secure service with API-key auth and RBAC, utilizing caching and ETags to minimize configuration fetch latency.
AI-Powered Trading Bot (SPY)
Tech: Python • Alpaca Markets API • Machine Learning
Automated trading via sentiment analysis of news headlines, achieving returns 90% higher than the standard SPY index.
Campaign & User Trend Analysis
Tech: MySQL • Tableau • Pandas • Matplotlib
Developed interactive dashboards to visualize user engagement and campaign effectiveness, driving future marketing strategy.
fMRI Music Genre ID
Tech: Python • NumPy • Sklearn
Classified brain images for 5 genres with 80% accuracy, processing over 22,000 features per sample using SVMs.
Neural Network Digit Classifier
Tech: Python • NumPy
Achieved 90% accuracy using custom forward and backward propagation to optimize weights through gradient descent.