This workshop introduces techniques to collect, analyze, and utilize large collections of text for social science inferences. The ultimate goal is to introduce participants to modern quantitative text analysis techniques and provide the skills necessary to apply the methods in their own research. In achieving this ultimate goal, students will also learn about core concepts in machine learning and statistics, developing skills that are transferable to other types of data and inference problems.