The number of applications of deep neural networks has multiplied in the last couple of years. Neural nets has enabled significant breakthroughs in everything from computer vision, voice generation, voice recognition, translation, and self-driving cars. Neural nets will also be an powerful enabler for future game development. This presentation will give an overview of the potential of neural nets in game development, as well as provide an in depth look at how we can use neural nets combined with reinforcement learning for new types of game AI.