Twitter and other social media sites contain a wealth of information about populations and has been used to track sentiment towards products, measure political attitudes, and study social linguistics. In this talk, we investigate the potential for Twitter and social media to impact public health research. Broadly, we explore a range of applications for which social media may hold relevant data. To uncover these trends, we develop new statistical models that can reveal trends and patterns of interest to public health from vast quantities of data.