Social scientists are increasingly taking advantage of machine learning methods to gain new insight into their data and expand their methodological toolbox. Presented as part of the ICPSR Summer Program in Quantitative Methods of Social Research, this course covers both supervised and unsupervised machine learning methods but will place special emphasis on the (often) underappreciated suite of unsupervised learning tools.