Learn about logistic regression and natural language processing concepts in this comprehensive lecture that covers fundamental machine learning and text analysis topics. Explore the mathematical foundations and applications of logistic regression for binary classification problems, followed by an in-depth discussion of text tokenization techniques and key linguistic terminology. Conclude with a detailed examination of Byte Pair Encoding (BPE), an important algorithm for subword tokenization used in modern natural language processing systems.