Advanced deep learning problems and methods; Working with sequential data using Recurrent Neural Networks; Specialized Recurrent Neural Networks such as Elman, Jordan and Echo State Networks; Long Short Time Memory and its variants; Memory networks; Deep Neural Turing Machines; Deep Reinforcement Learning.