Mole Analysis with Deep Adam-optimized Inception Network
Machine Learning · CNN·Team of 4
Convolutional neural network (InceptionV3 + Adam, TensorFlow/Keras) classifying dermatoscopic skin-lesion images into 7 diagnostic classes - 3 malignant, 4 benign - on the 10,015-image HAM10000 dataset. Benchmarked 9 architecture/optimizer combinations and tuned class weighting to prioritize melanoma recall, minimizing the most costly error: false negatives. Deployed as a Streamlit web app.
Effects of Climate Variability on Wine Production
Data Analysis
Statistical analysis of how climate variability tracks against wine-production metrics, using Python, Pandas, SciPy, and Matplotlib.
Geospatial Visualization of Volcanic Activity
Geospatial · SQL
Interactive map of global volcanic activity, backed by a PostgreSQL database and rendered with JavaScript, Folium, and ipyleaflet.
Acoustic Phonetics Lab
Web Audio · DSP
Browser-based vowel-space analyzer that extracts formants (F1/F2/F3) live from the microphone and plots them against native-speaker reference data across 41 languages - a direct extension of my thesis work on vowel acoustics.
Real-time AI Sign-Language Interpreter
Computer Vision · ML
In-browser sign-language recognition using MediaPipe hand tracking and an ONNX model, with LLM-assisted translation - supports ASL and ISL, running entirely client-side.
Interactive World Language Map
Data Visualization
Cartographic explorer of 7,000+ languages, navigable by family, grammatical typology, tone system, and endangerment status - built with Leaflet and a custom linguistic dataset.