This assignment explores key time series modeling concepts using the fpp3 framework, focusing on stationarity, transformation, differencing, and ARIMA modeling. Exercises 9.1 through 9.8 from Forecasting: Principles and Practice (3rd ed) are covered using real-world datasets such as Amazon stock prices, Australian air passengers, and US GDP.