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In this project, we attempt to solve the popular game 2048 with Deep Reinforcement Learning. Our final solution uses Deep Q-Networks with a few extensions to achieve better scores than we were able to find in other similar projects. We cound that convolutional feature extractors and one-hot encoding inputs is essential to reach the 2048 tile. For more details, you can read our report.