I know a tiny bit of Mandarin and listened to the first couple of minutes. The first three big laughs seem to be when he looks unsure when asked why he decided to study Chinese, when he says that his wife's grandmother was shocked to hear him speak Chinese, and when he says that Chinese is hard. It's not so much that he tells jokes as that he has an encouraging, sympathizing audience (but what do I know, maybe there are jokes later).