A Roadmap towards Machine Intelligence

Tomas Mikolov, Facebook AI Research.

The development of intelligent machines is one of the biggest unsolved challenges in computer science. In this talk, I will describe some fundamental properties these machines should have, focusing in particular on communication and learning. A simple environment that could be used to incrementally teach a machine the basics of natural-language-based communication is presented next. Finally, I will talk about our recent work on learning complex patterns in sequential data using memory augmented neural networks.