We will start this week a new topic, namely dialogue systems and chatbots. The main reference material for this week is Chapter 26 of the upcoming "Speech and Language Processing" book from Jurafsky & Martin, available here.
In addition, the background chapter from my PhD thesis can be a useful reading with some additional references.