These notes cover several topics such as Univariate Time Series Analysis, The Distribution of a Sample Average, Least Squares, Instrumental Variable Method, Simulating the Finite Sample Properties, GMM, Examples and Applications of GMM, Vector Autoregression (VAR), Kalman filter, Outliers and Robust Estimators, Generalized Least Squares, and Nonparametric Regressions and Tests.