Building the Road Risk Playground
A full-stack exploration of accident risk prediction and interactive geospatial modeling.When the Kaggle Playground Series S5E10 launched a challenge to predict road accident risk, I decided to take it further…
Calculating Road Curviness: A Practical Approach with Mapbox and Python
This month's Kaggle Playground Prediction competition is Predicting Road Accident Risk. This competition includes a second part to create a web application that uses the model to add some interactive…
Using SVG-playing-cards to Augment My Playing‑Card Classifier
In my earlier post, “Augmenting My Playing‑Card Classifier with AI‑Generated Test Cards”, I described how I attempted to expand my dataset by generating synthetic playing‑card images via AI. That effort…