Lecture 11 provides a final look at gated recurrent units like GRUs/LSTMs followed by machine translation evaluation, dealing with large vocabulary output, and sub-word and character-based models. Also includes research highlight ""Lip reading sentences in the wild."" Key phrases: Seq2Seq and Attention Mechanisms, Neural Machine Translation, Speech Processing