projects.txt

Projects

Personal

–Built a real-time pose estimation app using MediaPipe and OpenCV to analyze climbing video and score technique efficiency
–Engineered a joint angle and center-of-mass calculation pipeline to generate an efficiency score based on body position
–Deployed as an interactive Streamlit web app with video output, live efficiency overlays, and adjustable detection thresholds
–Architected clean separation between pose analysis and video I/O logic via a modular core package

PythonComputer VisionMediaPipeOpenCVStreamlit

–Implemented a PyTorch-based FSRCNN super-resolution model and trained it end-to-end on custom image datasets
–Built reusable data loading and preprocessing pipelines to support efficient training and evaluation
–Evaluated model performance using PSNR and achieved results consistent with published benchmarks
–Deployed the model via a Flask service and containerized the system with Docker for reproducibility

Computer VisionPyTorchFlaskDocker

–Investigated three unsupervised anomaly detection methods (Z-score, IQR, Rolling Z-score) on high-frequency SpaceX CRS-10 rocket telemetry, using 5 known flight events as ground truth
–Built a cluster-based evaluation framework to group detected anomalies and score each method on precision, recall, and F1, enabling direct comparison across techniques
–Discovered through grid search that the optimal Z-score threshold (0.7) was far below the conventional 2.0–2.5 range, revealing the signal's compressed variance as a key driver
–Concluded that locally-adaptive methods consistently outperform global statistics on non-stationary signals, a finding with direct implications for real-world sensor data pipelines

PythonTime-SeriesAnomaly Detection

AI Report Summarization System

–LLM-powered pipeline that automated summarization of transfer pricing reports, reducing processing time by ~98% (4 hours → 5 minutes). Built with Python, Azure, and GPT-4.

PythonLLMNLPAzure

Personnel Operations Dashboard

–Power BI dashboard built for the San Mateo County Bar Association to track personnel metrics, headcount, and operational KPIs for leadership decision-making.

Power BISQLPython