Welcome back. One of the most fun applications of sequence models, is that they can read the body of text, so train on the certain body of text, and then generate or synthesize new texts, that sounds like it was written by similar author or set of authors. It's like, so one of the things that we're going to do in this week. In the courses, we're going to take a body of work from Shakespeare, and Shakespeare as a medieval English author, and so he wrote in a different style of English than we're used to reading, and it makes for a really interesting exercise in text generation, because if you're not familiar with like Shakespearean language and how it is done, then the language is actually generated by the neural network, will probably look a lot like the original one, probably, if you lived in the 1600's when Shakespeare was around, you'd be able to identify as being generated by a neural network, but for us now with this slightly different version of England, it actually makes for a really fun scenario. There's a really fun application in neural network, and one of my favorite teachers in high school, was actually my English teacher that made me memorize a lot of Shakespeare. I really wonder what she would think of this. Yes, I had exactly the same. I played Henry the fourth in high school. So I even, I know you all and well awhile uphold this unyoked humor of your idol Ray, I even remember. I can't talk that. So to do all this fun stuff yourself, let's go into this week's videos.