Code for Kaggle Competition - Nomad 2018 Predicting Transparent Semiconductors

This is the code for the Kaggle Competition.

I've split the problem into 2 response variables:

• Formation Energy
• Bandgap Energy.

My approach is to model each response separately and combine the results.

I've tried:

• Several Regression methods such as Linear Regression, Support Vector Machines and Elastic Net
• Ensemble Methods (AdaBoost / Gradient Boosting Machines)
• K-Nearest Neighbors
• XGBoost for Bandgap Energy
• Support Vector Regression