research · 2025
Fraud detection on 1M+ interbank transactions at a 0.3% fraud rate, with no synthetic balancing. A self-audit caught a data-leakage bug and lifted AUC-ROC from 0.82 to 0.92, and SHAP plus Gemini explain every flag.
research · 2025
A convolutional network that classifies 25 American Sign Language hand gestures. Dropout, augmentation and early stopping took test accuracy from 98.65% to 99.78%, with a real-time Flask webcam demo.
research · 2025
A TF-IDF and Naive Bayes baseline for classifying gaming and brand tweets as positive or negative. It reaches 62% accuracy on a small test set, reported as a first baseline with the missing steps named.
research · 2025
Train a model on video-game scripts and lore and it starts writing like one. TF-IDF and Naive Bayes finish a sentence like "the hero must" in the right narrative tone.
research · 2024
What customers buy together and why. Market basket analysis finds the patterns, then item-based collaborative filtering recommends products to the Bronze customer segment.
research · 2024
Cleaning and correlation analysis of a bank campaign dataset to find what tracks with success. The linearity check failed, so the project stopped at correlation insights.
research · 2024
Exploratory factor analysis on perfectionism survey data, then a regression of the latent factors on self-doubt. Run in jamovi, as analysis rather than software.
research · 2024
An ETL pipeline that pulls powerlifting competition data into a normalized PostgreSQL schema, trains a scoped regression (R² 0.411) and feeds Power BI dashboards.
research · 2024
SQL analysis of a bike-sharing system: ridership joined to cost data to compute real profit and find the best time slots, with a Power BI dashboard for operations teams.