This lecture covers simple time series models, differencing, and trend removal. The instructor explains common models like moving average (MA), autoregressive (AR), and autoregressive moving average (ARMA) processes. The lecture also delves into trend removal and seasonality adjustment techniques, showcasing examples and calculations to understand the concepts better.