luojiahuli / axa Goto Github PK

This was a Kaggle challenge I entered. The aim of the challnge was to find an algorithmic signiture of driving type. Ideally this "telematic fingerprint" should be capable of distinguishing when a trip was driven by the said driver.

I was provided with a dataset of over 50,000 driver trips to work with. This repository contains all code for the exploratory data analysis, feature building and modelling phases, plus a couple of visualisations. The data, is not included, but can be downloaded from here.

I finished in a top 25% position. The final model used was a GBM run against a dataset with many new features added to it.