Easy to follow and intuitive. It is convenient because there are many code snippets, but learners should keep in mind that they need to fully understand the code. As it is a fast-paced lecture, there is definitely room for improvement. This is rather positive because it seems like an open path for learners to try it themselves. I will try to refactor it myself and have more time to grow. Thank you for the great lecture.