Chapters 1, 2, and 3 review key concepts in machine learning, present a historical overview of advances in machine learning enabling recent progress in transfer learning for NLP, and stress the importance of studying the subject. They also walk through a pair of relevant examples that serve to both review your knowledge of more traditional NLP methods and get your hands dirty with some key modern transfer learning for NLP approaches.