Introduction -- Basic Concepts -- Periodogram and Lagged Product Autocorrelation -- ARMA Theory -- Relations for Time Series Models -- Estimation of Time Series Models -- AR Order Selection -- MA and ARMA Order Selection -- ARMASA Toolbox with Applications -- Advanced Topics in Time Series Estimation