This repository contains the code for Assignment 1 in the course IN9460: AI for Energy Informatics, by Lucas Georges Gabriel Charpentier and Sondre Wold. We develop a DQN-based policy for balancing a microgrid and evaluate it against a random policy for a range of configurations.