Jupyter

Public Space Tracking

Course 640 final project: detects people in street video with TensorFlow Object Detection and Detectron2, tracks box centroids across frames to count entries and exits, and draws an occupancy heatmap.

Jupyter

Heart Disease Prediction

Course 603 term project: predicts heart disease from the four UCI cohorts (Cleveland, Hungary, Switzerland, VA) after one-hot preprocessing. SVM and random forest reach ROC AUC 0.97 on a held-out split, ahead of logistic regression (0.96), decision tree (0.95) and k-NN (0.89).

Jupyter★ 2

Policy Changes Prediction

DATA605 (big data systems) project: finds the days national COVID-19 policy levels change in the OxCGRT tracker and lines them up with CDC case counts. Policy changes trailed case waves by about a month.

JavaScript★ 47

Movie Recommendation System

Django movie site with user- and item-based collaborative filtering (Pearson and cosine similarity) over ratings crawled from Douban, plus search, rating, favourites, an admin back end and review word clouds.