philparadis / final-report-bike-sharing

Homework from Carleton University course STAT5703W with Shirley Mills

Bike Sharing Final Report

Final Report for Data Mining class.

Also, participated in corresponding Kaggle competition using this project. Our final and best model PCA + ensemble of neural nets ranked 111 (out of 2696 participating teams and 26000+ entries). Unfortunately, cheating was easy for this challenge, many top teams had perfect score (which means essentially zero misclassification errors, despite having to submit ~34000 individual predictions of integers lying approximately in the interval [100, 700]), which is not very believable, so it is hard to gauge how well we really did.