Mole Analysis with Deep Adam Optimized Inception Network
Machine Learning · CNN·Team of 4
Convolutional neural network (InceptionV3 with Adam, built in TensorFlow and Keras) that sorts dermatoscopic skin lesion images into 7 diagnostic classes, 3 malignant and 4 benign, across the 10,015 image HAM10000 dataset. We benchmarked 9 architecture and optimizer combinations and tuned class weighting to prioritize melanoma recall, since false negatives are the most costly error. 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. It supports ASL and ISL and runs entirely in the browser.
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.