Algorithm design techniques for modern data sets arising in, for example, data mining, web analytics, search engines and social networks. Topics may include locality-sensitive hashing, data streaming, clustering, recommendation systems, link analysis, dimensionality reduction, online algorithms, social network analysis, graph partitioning, and randomized algorithms.