We'll talk about recent advances in deep learning! We'll cover using deep learning on tasks such as playing the games of Go, Space Invaders, Melee, generating algebraic geometry papers from scratch, automatically captioning images, synthesizing new realistic images of objects, synthesizing new pieces music and speech, translating text between languages, sentiment analysis of documents and more!